From b4ea9ac7d6188ef12b5688daffd0fd05271cf471 Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 10:17:44 -0400 Subject: [PATCH 01/50] Add exp368 proofreader-guided inference pilot and validation baselines --- .../.gitignore | 6 + .../README.md | 116 ++ .../analyze.py | 135 ++ .../analyze_existing.py | 55 + .../bootstrap.sh | 12 + .../build_summary.py | 258 ++++ .../collect.py | 45 + .../data/dispatches.jsonl | 5 + .../existing_validation_per_protein.csv.gz | Bin 0 -> 1312611 bytes .../data/existing_validation_summary.csv | 121 ++ .../engine.py | 329 +++++ .../launch.py | 70 + .../metrics.py | 102 ++ .../pilot.json | 120 ++ .../plot_existing.py | 42 + .../plots/existing_validation.png | Bin 0 -> 56895 bytes .../plots/existing_validation.png.meta.json | 5 + .../plots/summary.pdf | Bin 0 -> 141287 bytes .../policy_smoke.json | 37 + .../pool.py | 97 ++ .../pool_bootstrap.sh | 18 + .../pool_smoke.json | 86 ++ .../pyproject.toml | 14 + .../release_manifest.json | 57 + .../runtime.py | 89 ++ .../score_pool.py | 94 ++ .../smoke.json | 25 + .../summary_narrative.md | 36 + .../test_engine.py | 84 ++ .../test_metrics.py | 19 + .../uv.lock | 1139 +++++++++++++++++ .../worker.py | 181 +++ 32 files changed, 3397 insertions(+) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/.gitignore create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/README.md create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/analyze_existing.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/build_summary.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/collect.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/existing_validation_per_protein.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/existing_validation_summary.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/engine.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/launch.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/pilot.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plot_existing.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/existing_validation.png create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/existing_validation.png.meta.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/policy_smoke.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/pool.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/pool_bootstrap.sh create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/pool_smoke.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/pyproject.toml create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/release_manifest.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/runtime.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/score_pool.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/smoke.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/test_engine.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/uv.lock create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/worker.py diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/.gitignore b/experiments/exp368_evals_proofreader_guided_contact_maps/.gitignore new file mode 100644 index 00000000..f6bfa20b --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/.gitignore @@ -0,0 +1,6 @@ +.venv/ +_cache/ +release_api/ +__pycache__/ +.pytest_cache/ +code_manifest.json diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md new file mode 100644 index 00000000..78cd0e78 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md @@ -0,0 +1,116 @@ +--- +marinfold_experiment: + issue: 368 + title: 'exp: proofreader guided inference for accurate contact maps' + kind: evals + branch: codex/exp368-proofreader-guidance +--- + +# exp: proofreader guided inference for accurate contact maps + +**Issue:** [#368](https://github.com/Open-Athena/MarinFold/issues/368) · **Kind:** `evals` · **Branch:** `codex/exp368-proofreader-guidance` + +## Question + +Can the released exp356 proofreader improve complete MarinFold contact maps by guiding candidate selection, lookahead, population search, repair, or aggregation at inference time? + +## Hypothesis + +Proofreader guidance will improve precision and recall at matched compute, with lookahead benefiting from the model's demonstrated retrospective contact judgments. Strong guidance may sacrifice candidate coverage or exploit score errors, so actual contact accuracy and diversity must be measured. + +## Background + +Builds on #356 and PR #358. Freeze generator exp277 step 266344 and proofreader exp356-exp277-frozen-contact-pdb50k-v2 step 18000. The user authorized autonomous implementation, CoreWeave execution, and job monitoring. Existing checkpoints and targets are co-located in CoreWeave us-east-02a. + +## Approach + +1. Implement and verify cached, batched contact proposals and proofreader readout against the released inference implementation. Preserve actual prompts and original contact semantics. +2. Use a deterministic group-aware validation pilot for candidate-ranking diagnostics and end-to-end policy comparisons: top-percentile filtering; soft probability weighting; short lookahead; population search; one-pass suffix repair; and larger independent rollout pools with alternative aggregators. +3. Measure all/long-range R-precision, average precision over the full eligible pair universe, precision at fixed L-based budgets, recall/precision curves, candidate coverage, diversity, and per-input GPU time. Include a fast ordinary-generation baseline and matched-compute comparisons; distinguish compute envelopes from exact matching. +4. Extend promising policies to a larger validation panel. Freeze selection and stopping rules before one final reserved-test comparison. Never select policies on test results. +5. Save resumable per-input artifacts, source hashes, timing CSVs, job and recovery metadata. Publish figures and a written result report, including negative results. + +## Success criteria + +At least one guided policy should improve final contact-map quality over ordinary sampling and proofreader-weighted aggregation at comparable measured GPU cost, with paired group-bootstrap uncertainty. A complete null result is acceptable if the planned policy families are tested and the failure mode is measured. + +## Results + +Implementation and validation are in progress on 2026-10-21. Four CPU tests +cover cache isolation, full-forward equivalence, proposal resampling, lookahead +commit boundaries, repair-prefix reconstruction, and full-universe AP. The first +H100 smoke test verified that every frozen backbone weight matches the original +generator. It also caught a BF16 incremental/full-forward discrepancy (maximum +0.02394 contact probability); the experiment therefore tests FP32 cached search +and rescores final maps through the released BF16 full-forward implementation. +No guided-policy accuracy result is available yet. + +### Frozen pilot protocol + +`pilot.json` fixes 32 validation proteins from 32 distinct homology groups, +spanning 33–937 residues. One representative per group is chosen by a SHA256 +key, then 32 uniformly spaced length ranks are selected. Neither contact labels +nor previous model quality enters panel selection. Four independent prompts and +sampler seeds are used per guided policy and protein. The same prompt identities +seed the ordinary rollout pool. + +The pilot includes an ordinary grammar-constrained control, uniform selection +from 16 proposals, top 10/25/50% of 16 proposals, top 10% of 64, soft weights +q^beta for beta 1/2/4, top-10% selection with 10% unguided exploration, 8/32-contact +lookahead with two continuations per proposal, ranking by total expected correct +contacts, eight-particle search in blocks of eight, and one-pass suffix repair. +Percentile gates retain ceil(fraction*K) proposals: the nominal 10% gate keeps +2/16 or 7/64. Generator probability is already represented by proposal sampling; +it is not multiplied into resampling weights again. + +The constrained sampler permits valid contacts with sequence separation at least +six and no duplicate pairs. It samples the first endpoint, then the second, +using temperature 1 and top-p .95 after each grammar mask. It is consequently a +grammar-conditioned generator, with its own matched control. EOS is sampled +once at each contact boundary, without proofreader intervention. Lookahead uses +a fixed contact horizon and does not commit its future tokens; this is +length-conditioned evidence, not a trained terminal-value estimate. Population +search ranks current prefixes by predicted F1 and applies a 0.1 Jaccard penalty +while selecting survivors; descendants contribute one final map per run. +Repair uses future evidence to locate the lowest-confidence contact in the +first half, discards that contact and its suffix, then regenerates with guidance. + +Independent ordinary generation uses the original unconstrained vLLM recipe. +Nested pools of 8, 32 and 128 rollouts are generated in waves of 8, 24 and 96, +so their cumulative generation and proofreading costs are measured directly. +Aggregation compares frequency, sum q, mean q, sqrt(frequency)*mean q, and sum q +with inverse-neighbor weights for trajectories whose Jaccard similarity is at +least 0.8. These pool comparisons retain the actual generator's invalid and +duplicate diagnostics; map metrics consider only eligible unique pairs. + +Primary outcomes are all-contact and long-range (separation at least 24) +R-precision and AP over the complete eligible pair universe, including all +unproposed pairs at score zero. We also report precision at L, L/2 and L/5, +candidate-pool oracle recall, and measured H100 inference time. Timing includes +discarded proposals, lookahead, repair and final rescoring; model loading is +reported separately. Cost claims distinguish measured envelopes from exact +matching. Group bootstrap intervals retain a mean-over-structures estimand. + +After the pilot, choose at most three methods on the validation accuracy/cost +frontier, with all-contact R-precision primary and long-range R-precision used +to reject gains limited to local contacts. Extend these methods to the remaining +validation groups before writing a fixed test plan. No reserved-test scores are +read for tuning, panel selection or stopping decisions. The existing test set +was previously used for the proofreader release, which is disclosed in the +eventual report; generator pretraining decontamination is not established. + +### Execution and recovery + +Jobs are independent batch H100 root jobs on `cw-us-east-02a`, submitted through +the central `marin` controller. Inputs and weights are already in its regional +S3 store. Outputs live under +`s3://marin-us-east-02a/MarinFold/exp368/`. The standalone Iris submission client +is pinned to `af9c6789e8` because the older workstation client is rejected by the +current controller. `data/dispatches.jsonl` records exact commands, source hashes, +job IDs and monitoring ownership. Per-rollout commit markers permit restart +without losing completed trajectories. A changed code or plan requires a new +output prefix. No new model training is part of this experiment. + +## Conclusion + +_(Fill in after results are in.)_ diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py new file mode 100644 index 00000000..a745fdfd --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py @@ -0,0 +1,135 @@ +"""Analyze complete guided trajectories and ordinary pools at measured cost.""" + +import argparse +import json +from pathlib import Path + +import numpy as np +import pandas as pd +import pyarrow.parquet as pq + +from metrics import aggregate, bootstrap, map_metrics + +METHODS = ['frequency', 'sumq', 'meanq', 'sqrt_frequency_meanq', 'diversity_sumq'] + + +def evaluate(rows: list[dict], target: dict, method: str, seconds: float, policy: str) -> dict: + """Score one complete map and the candidate pool from which it was ranked.""" + scores = aggregate(rows, method) + truth = set(map(tuple, target['contacts'])) + result = map_metrics(scores, truth, target['L']) + long = map_metrics(scores, truth, target['L'], 24) + return dict(entry_id=target['entry_id'], group_id=target['group_id'], L=target['L'], + policy=policy, rollouts=len(rows), method=method, elapsed_seconds=seconds, + mean_contacts=np.mean([len(row['pairs']) for row in rows]), + finished_fraction=np.mean([row['finished'] for row in rows]), + **result, **{'long_' + key: value for key, value in long.items()}) + + +def main() -> None: + """Build metrics only from committed per-policy/per-wave output groups.""" + parser = argparse.ArgumentParser() + parser.add_argument('--plan', type=Path, required=True) + parser.add_argument('--targets', type=Path, required=True) + parser.add_argument('--guided', type=Path) + parser.add_argument('--pool', type=Path) + parser.add_argument('--pool-generation', type=Path) + parser.add_argument('--out', type=Path, required=True) + args = parser.parse_args() + plan = json.loads(args.plan.read_text()) + targets = {row['entry_id']: row for row in pq.read_table(args.targets).to_pylist()} + if any(targets[entry]['split'] != plan['split'] for entry in plan['entries']): + raise ValueError('Analysis split differs from the frozen plan') + results, ledger, calibration, trajectory_quality, completeness = [], [], [], [], [] + for entry in plan['entries']: + target = targets[entry] + if args.guided: + for policy in plan['policies']: + key = args.guided / entry / policy['name'] + complete = key.with_suffix('.done.json').exists() + completeness.append(dict(entry_id=entry, policy=policy['name'], complete=complete)) + if not complete: + continue + rows = sorted(pq.read_table(key.with_suffix('.parquet')).to_pylist(), key=lambda r: r['sample']) + if len(rows) != plan['rollouts']: + raise ValueError('Incomplete rollout count despite commit marker') + timings = [pd.read_csv(str(key) + f'-r{r["sample"]}.timings.csv').iloc[0].to_dict() for r in rows] + ledger.extend(timings) + for n in [n for n in [1, 2, 4, 8, 16] if n <= len(rows)]: + cost = sum(row['elapsed_seconds'] for row in timings[:n]) + for method in METHODS: + results.append(evaluate(rows[:n], target, method, cost, policy['name'])) + for row in rows: + seen = set() + probabilities, labels = [], [] + for pair, probability, label in zip(row['pairs'], row['probabilities'], row['labels'], strict=True): + pair = tuple(pair) + if pair in seen: + continue + seen.add(pair) + probabilities.append(probability) + labels.append(label) + probability = np.array(probabilities) + actual = np.array(labels) + trajectory_quality.append(dict(entry_id=entry, group_id=target['group_id'], + policy=policy['name'], sample=row['sample'], contacts=len(probability), + predicted_precision=probability.mean() if len(probability) else 0., + precision=actual.mean() if len(actual) else 0., + recall=actual.sum() / len(target['contacts']), predicted_recall=row['predicted_recall'])) + for bin_id in range(10): + mask = np.minimum((probability * 10).astype(int), 9) == bin_id + calibration.append(dict(entry_id=entry, policy=policy['name'], sample=row['sample'], + bin=bin_id, count=int(mask.sum()), sum_probability=float(probability[mask].sum()), + positives=float(actual[mask].sum()))) + if args.pool: + rows, generation_seconds, score_seconds = [], 0., 0. + if args.pool_generation is None: + raise ValueError('Pool comparisons require measured generation costs') + for size in plan.get('pool_sizes', [8, 32, 128]): + key = args.pool / entry / f'pool-{size}' + complete = key.with_suffix('.done.json').exists() + completeness.append(dict(entry_id=entry, policy=f'ordinary-{size}', complete=complete)) + if not complete: + break + wave = pq.read_table(key.with_suffix('.parquet')).to_pylist() + rows.extend(wave) + if len(rows) != size or {r['sample'] for r in rows} != set(range(size)): + raise ValueError('Ordinary pool contains missing or duplicate samples') + gt = pd.read_csv(args.pool_generation / entry / f'pool-{size}.timings.csv').iloc[0].to_dict() + st = pd.read_csv(key.with_suffix('.timings.csv')).iloc[0].to_dict() + ledger.extend([gt, st]) + generation_seconds += gt['elapsed_seconds'] + score_seconds += st['elapsed_seconds'] + for method in METHODS: + seconds = generation_seconds + (score_seconds if method != 'frequency' else 0.) + results.append(evaluate(rows, target, method, seconds, 'ordinary')) + args.out.mkdir(parents=True, exist_ok=True) + frame = pd.DataFrame(results) + pd.DataFrame(completeness).to_csv(args.out / 'completeness.csv', index=False) + if frame.empty: + print('No complete policy groups yet') + return + frame.to_csv(args.out / 'per_protein.csv.gz', index=False) + pd.DataFrame(ledger).to_csv(args.out / 'timings.csv', index=False) + pd.DataFrame(calibration).to_csv(args.out / 'calibration.csv.gz', index=False) + pd.DataFrame(trajectory_quality).to_csv(args.out / 'trajectory_quality.csv.gz', index=False) + summary = [] + for (policy, n, method), rows in frame.groupby(['policy', 'rollouts', 'method']): + record = dict(policy=policy, rollouts=n, method=method, structures=len(rows), + groups=rows.group_id.nunique(), gpu_seconds=rows.elapsed_seconds.sum(), + mean_seconds=rows.elapsed_seconds.mean()) + for metric in ['r_precision', 'average_precision', 'oracle_coverage', 'long_r_precision', + 'long_average_precision', 'long_oracle_coverage', 'mean_contacts', + 'precision_L', 'precision_L2', 'precision_L5']: + record[metric] = rows[metric].mean() + lo, hi = bootstrap(rows[metric].tolist(), rows.group_id.tolist()) + record[metric + '_low'], record[metric + '_high'] = lo, hi + summary.append(record) + summary = pd.DataFrame(summary) + summary.to_csv(args.out / 'summary.csv', index=False) + print(summary[summary.method == 'sumq'][['policy', 'rollouts', 'structures', 'r_precision', + 'long_r_precision', 'oracle_coverage', 'mean_seconds']].to_string(index=False)) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/analyze_existing.py b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze_existing.py new file mode 100644 index 00000000..ebf51a26 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze_existing.py @@ -0,0 +1,55 @@ +"""Measure ranking/coverage headroom on the existing validation-only rollouts.""" + +import argparse +from collections import defaultdict +from pathlib import Path + +import pandas as pd +import pyarrow.parquet as pq + +from metrics import aggregate, bootstrap, map_metrics + + +def main() -> None: + """Save reproducible structure-level scores and group-bootstrap summaries.""" + parser = argparse.ArgumentParser() + parser.add_argument('--scores', type=Path, required=True) + parser.add_argument('--targets', type=Path, required=True) + parser.add_argument('--out', type=Path, default=Path(__file__).parent / 'data') + args = parser.parse_args() + targets = {row['entry_id']: row for row in pq.read_table(args.targets).to_pylist()} + by_entry = defaultdict(list) + for path in sorted(args.scores.glob('contact_scores-rank-*.parquet')): + for row in pq.read_table(path).to_pylist(): + if targets[row['entry_id']]['split'] != 'validation': + raise ValueError('This diagnostic must not read test scores') + by_entry[row['entry_id']].append(row) + records = [] + for entry, rows in sorted(by_entry.items()): + rows = sorted(rows, key=lambda row: int(row['identity'].rsplit(':r', 1)[1])) + target = targets[entry] + truth = set(map(tuple, target['contacts'])) + for n in [1, 2, 4, 8]: + for method in ['frequency', 'sumq', 'meanq', 'sqrt_frequency_meanq', 'diversity_sumq']: + scores = aggregate(rows[:n], method) + metrics = map_metrics(scores, truth, target['L']) + long = map_metrics(scores, truth, target['L'], separation=24) + records.append(dict(entry_id=entry, group_id=target['group_id'], L=target['L'], + requested_rollouts=n, observed_rollouts=min(n, len(rows)), method=method, + **metrics, **{'long_' + key: value for key, value in long.items()})) + frame = pd.DataFrame(records) + args.out.mkdir(parents=True, exist_ok=True) + frame.to_csv(args.out / 'existing_validation_per_protein.csv.gz', index=False) + summary = [] + for (n, method), rows in frame.groupby(['requested_rollouts', 'method']): + for metric in ['r_precision', 'average_precision', 'oracle_coverage', 'long_r_precision', + 'long_average_precision', 'long_oracle_coverage']: + lo, hi = bootstrap(rows[metric].tolist(), rows.group_id.tolist()) + summary.append(dict(rollouts=n, method=method, metric=metric, mean=rows[metric].mean(), + ci_low=lo, ci_high=hi, structures=len(rows), groups=rows.group_id.nunique())) + pd.DataFrame(summary).to_csv(args.out / 'existing_validation_summary.csv', index=False) + print(frame[frame.requested_rollouts == 8].groupby('method')[['r_precision', 'long_r_precision', 'average_precision']].mean().to_string()) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh b/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh new file mode 100644 index 00000000..8fdcb90e --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh @@ -0,0 +1,12 @@ +#!/usr/bin/env bash +set -euo pipefail +unset FSSPEC_S3_CONFIG_KWARGS +export UV_LINK_MODE=copy TOKENIZERS_PARALLELISM=false OMP_NUM_THREADS=4 +export EXP356_S3_ENDPOINT=https://cwobject.com +export PYTORCH_ALLOC_CONF=expandable_segments:True +uv sync --locked +if [ "${1:-}" = "--score" ]; then + shift + exec uv run --no-sync python score_pool.py "$@" +fi +exec uv run --no-sync python worker.py "$@" diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/build_summary.py b/experiments/exp368_evals_proofreader_guided_contact_maps/build_summary.py new file mode 100644 index 00000000..d1d3bbdf --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/build_summary.py @@ -0,0 +1,258 @@ +# Copyright The MarinFold Authors +# SPDX-License-Identifier: Apache-2.0 + +"""Build ``plots/summary.pdf`` — this experiment's living presentation. + +Run from the experiment dir:: + + uv run python build_summary.py # if the experiment has a pyproject + python build_summary.py # otherwise (pure-analysis dirs) + +Contract (see ``experiments/AGENTS.md`` for the full story): + +- Narrative section first: sourced from ``summary_narrative.md`` — + one ``## `` heading per slide, body text below it. Edit this as + the experiment progresses; it reflects what we're doing, why, and + the current state of the results. +- Plot appendix last: auto-discovered from ``plots/*.{png,jpg,jpeg}``. + Each plot's caption + generating script + args come from a + sidecar ``plots/..meta.json`` written by the plotting + script via :func:`save_plot_with_meta` below. +- Plots without a sidecar still appear, with a placeholder caption + nudging you to wire ``save_plot_with_meta`` in. + +Regeneration is meant to be fast: no analysis is rerun, only PNGs +and text are assembled. Build time scales linearly with slide count. +""" + +import json +import re +import sys +import textwrap +from dataclasses import dataclass, field +from pathlib import Path +from typing import Sequence + + +# --------------------------------------------------------------------------- +# Helper for plotting scripts to call when they save a plot. +# Importable without pulling in matplotlib (those imports are lazy in main()). +# --------------------------------------------------------------------------- + +def save_plot_with_meta( + fig, + path: str | Path, + *, + caption: str, + script: str | None = None, + args: Sequence[str] | None = None, + **savefig_kwargs, +) -> Path: + """Save ``fig`` to ``path`` plus a ``.meta.json`` sidecar. + + The sidecar carries the generating script's name, its argv, and a + human-readable caption. ``build_summary.py`` reads these when + assembling the slide appendix so the PDF can print, in small text + on each plot page, exactly how to rerun the script. + + Defaults: ``script`` = ``sys.argv[0]``, ``args`` = ``sys.argv[1:]``. + Any extra kwargs (``dpi``, ``transparent``, ...) pass through to + ``fig.savefig``. ``bbox_inches="tight"`` is the default unless you + override it. + """ + path = Path(path) + path.parent.mkdir(parents=True, exist_ok=True) + savefig_kwargs.setdefault("bbox_inches", "tight") + fig.savefig(path, **savefig_kwargs) + + script = script if script is not None else Path(sys.argv[0]).name + args = list(args) if args is not None else list(sys.argv[1:]) + + sidecar = path.with_suffix(path.suffix + ".meta.json") + sidecar.write_text(json.dumps( + {"script": script, "args": args, "caption": caption}, + indent=2, + )) + return path + + +# --------------------------------------------------------------------------- +# Module-level config. +# --------------------------------------------------------------------------- + +HERE = Path(__file__).resolve().parent +PLOTS_DIR = HERE / "plots" +NARRATIVE_PATH = HERE / "summary_narrative.md" +OUTPUT_PATH = PLOTS_DIR / "summary.pdf" + +# Letter landscape, in inches. +SLIDE_W, SLIDE_H = 13.33, 7.5 + +PLOT_EXTENSIONS = (".png", ".jpg", ".jpeg") + + +# --------------------------------------------------------------------------- +# Narrative parsing. +# --------------------------------------------------------------------------- + +@dataclass +class Slide: + title: str + body: str + + +def parse_narrative(path: Path) -> list[Slide]: + if not path.exists(): + return [Slide( + title="(narrative missing)", + body=( + f"Create `{path.name}` in the experiment dir.\n\n" + "One `## ` heading per slide. Keep it updated as the experiment progresses." + ), + )] + text = path.read_text() + slides: list[Slide] = [] + current_title: str | None = None + buf: list[str] = [] + for line in text.splitlines(): + m = re.match(r"^##\s+(.*)$", line) + if m: + if current_title is not None: + slides.append(Slide(title=current_title, body="\n".join(buf).strip())) + current_title = m.group(1).strip() + buf = [] + elif current_title is not None: + buf.append(line) + if current_title is not None: + slides.append(Slide(title=current_title, body="\n".join(buf).strip())) + if not slides: + return [Slide( + title="(empty narrative)", + body=f"Add `## ` headings to `{path.name}`.", + )] + return slides + + +# --------------------------------------------------------------------------- +# Plot discovery. +# --------------------------------------------------------------------------- + +@dataclass +class PlotEntry: + path: Path + caption: str + script: str + args: list[str] = field(default_factory=list) + + @property + def invocation(self) -> str: + if not self.args: + return self.script + return self.script + " " + " ".join(self.args) + + +def load_plots(plots_dir: Path) -> list[PlotEntry]: + if not plots_dir.exists(): + return [] + paths: list[Path] = [ + p for p in plots_dir.iterdir() + if p.suffix.lower() in PLOT_EXTENSIONS + ] + paths.sort(key=lambda p: p.name) + + entries: list[PlotEntry] = [] + for img in paths: + meta_path = img.with_suffix(img.suffix + ".meta.json") + if meta_path.exists(): + meta = json.loads(meta_path.read_text()) + caption = str(meta.get("caption", "")) + script = str(meta.get("script", "?")) + args = [str(a) for a in meta.get("args", [])] + else: + caption = ( + "(metadata missing — call `save_plot_with_meta(...)` in " + "the generating script; see build_summary.py)" + ) + script = "?" + args = [] + entries.append(PlotEntry(path=img, caption=caption, script=script, args=args)) + return entries + + +# --------------------------------------------------------------------------- +# PDF rendering. matplotlib is imported lazily inside main() so that +# importers of `save_plot_with_meta` don't pay the matplotlib startup cost. +# --------------------------------------------------------------------------- + +def _new_slide(plt): + fig = plt.figure(figsize=(SLIDE_W, SLIDE_H)) + fig.patch.set_facecolor("white") + return fig + + +def render_text_slide(plt, slide: Slide): + fig = _new_slide(plt) + fig.text(0.05, 0.92, slide.title, fontsize=26, fontweight="bold", va="top") + + paragraphs = [p.strip() for p in (slide.body or "").split("\n\n") if p.strip()] + wrapped = "\n\n".join(textwrap.fill(p, width=90) for p in paragraphs) + fig.text(0.05, 0.82, wrapped, fontsize=14, va="top") + return fig + + +def render_plot_slide(plt, mpimg, entry: PlotEntry): + fig = _new_slide(plt) + fig.text(0.05, 0.94, entry.path.name, fontsize=18, fontweight="bold", va="top") + if entry.caption: + fig.text( + 0.05, 0.88, + textwrap.fill(entry.caption, width=130), + fontsize=11, va="top", + ) + + ax = fig.add_axes([0.06, 0.10, 0.88, 0.74]) + ax.set_axis_off() + img = mpimg.imread(entry.path) + ax.imshow(img) + + fig.text( + 0.05, 0.04, + f"$ {entry.invocation}", + fontsize=8, family="monospace", color="#555", + ) + return fig + + +def main() -> int: + # Lazy imports so `from build_summary import save_plot_with_meta` + # stays cheap for plotting scripts. + import matplotlib.image as mpimg + import matplotlib.pyplot as plt + from matplotlib.backends.backend_pdf import PdfPages + + narrative_slides = parse_narrative(NARRATIVE_PATH) + plot_entries = load_plots(PLOTS_DIR) + + PLOTS_DIR.mkdir(exist_ok=True) + with PdfPages(OUTPUT_PATH) as pdf: + for slide in narrative_slides: + fig = render_text_slide(plt, slide) + pdf.savefig(fig) + plt.close(fig) + for entry in plot_entries: + fig = render_plot_slide(plt, mpimg, entry) + pdf.savefig(fig) + plt.close(fig) + + try: + rel = OUTPUT_PATH.relative_to(HERE.parent) + except ValueError: + rel = OUTPUT_PATH + print(f"Wrote {rel}") + print(f" Narrative slides: {len(narrative_slides)}") + print(f" Plot slides: {len(plot_entries)}") + return 0 + + +if __name__ == "__main__": + sys.exit(main()) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/collect.py b/experiments/exp368_evals_proofreader_guided_contact_maps/collect.py new file mode 100644 index 00000000..d8a388ee --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/collect.py @@ -0,0 +1,45 @@ +"""Collect bounded experiment outputs without copying any model checkpoints.""" + +import argparse +import json +from concurrent.futures import ThreadPoolExecutor +from pathlib import Path + +from runtime import load_release + + +def main() -> None: + """Mirror small completed prediction/timing artifacts for local analysis.""" + parser = argparse.ArgumentParser() + parser.add_argument('--remote', required=True) + parser.add_argument('--local', type=Path, required=True) + args = parser.parse_args() + if '/MarinFold/exp368/' not in args.remote or 'checkpoint' in args.remote: + raise ValueError('Collector only accepts exp368 result prefixes') + api = load_release(('storage',)) + fs, root = api.storage.filesystem(args.remote) + objects = fs.find(root, detail=True) + entries = [(name, item['size']) for name, item in objects.items() if item['type'] == 'file'] + if sum(size for _, size in entries) > 5 * 10**9: + raise ValueError('Result collection exceeds its 5 GB transfer ceiling; consolidate in-region first') + + def download(item: tuple[str, int]) -> None: + name, size = item + relative = name.removeprefix(root.rstrip('/') + '/') + destination = args.local / relative + if destination.exists() and destination.stat().st_size == size: + return + destination.parent.mkdir(parents=True, exist_ok=True) + partial = destination.with_suffix(destination.suffix + '.partial') + fs.get_file(name, str(partial)) + if partial.stat().st_size != size: + raise ValueError('Size mismatch: ' + relative) + partial.replace(destination) + + with ThreadPoolExecutor(max_workers=8) as executor: + list(executor.map(download, entries)) + print(json.dumps(dict(files=len(entries), bytes=sum(size for _, size in entries), local=str(args.local)))) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl new file mode 100644 index 00000000..b5a83655 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl @@ -0,0 +1,5 @@ +{"job_id": "/bizon/exp368-smoke-v1", "cluster": "cw-us-east-02a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:02:04.717155+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-smoke-v1 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' -e EXP368_JOB_ID /bizon/exp368-smoke-v1 --gpu H100x1 -- bash bootstrap.sh --plan smoke.json --out s3://marin-us-east-02a/MarinFold/exp368/smoke-v1 --smoke", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "metrics.py": "9e9a5ba6db9730cb5e9059e57192c80843aebdd7e3bf122f5df45c9559d2f092", "smoke.json": "e326c8b9a8e1d7bc64badc56c1445988d18399f4e8d94c55cd90eea5402fdf76", "build_summary.py": "a3cc048c692198a56a58cf35815eb81102bfcb361e1bf64db17b1d1758e6c629", 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"af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:06:19.078337+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-pool-smoke-v1 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image vllm/vllm-openai:v0.9.2 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' -e EXP368_JOB_ID /bizon/exp368-pool-smoke-v1 --gpu H100x1 -- bash pool_bootstrap.sh --plan pool_smoke.json --out s3://marin-us-east-02a/MarinFold/exp368/pool-smoke-v1 --shards 1", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "335f0499481b080f7007ce71d2fd4f6dc85e3e20416f66f12e62af0e090fe70d", "score_pool.py": "28f20aa509849c5c2b181539ab0aac5bcd1594b1986f40de60f251595cef4e93", 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/bizon/exp368-policy-smoke-v3 --gpu H100x1 -- bash bootstrap.sh --plan policy_smoke.json --out s3://marin-us-east-02a/MarinFold/exp368/policy-smoke-v3 --smoke", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "score_pool.py": "28f20aa509849c5c2b181539ab0aac5bcd1594b1986f40de60f251595cef4e93", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "metrics.py": "9e9a5ba6db9730cb5e9059e57192c80843aebdd7e3bf122f5df45c9559d2f092", "policy_smoke.json": "aa86e7add6b23e032c659a93c27d24450bd2c4c005eeac9f5f5ca696151f1d12", "analyze_existing.py": "185fcd8da878126c0033f3042f56b155adbc5fe47cc85e31d0c0b05cb0506eb6", "smoke.json": "e326c8b9a8e1d7bc64badc56c1445988d18399f4e8d94c55cd90eea5402fdf76", "plot_existing.py": "9b6d841cb2ddd246e541359caf7d1cba6b1351ea363614694e2bfea160a19c2e", "build_summary.py": 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"release_manifest.json": "f0849427b998a6719490d82ce86db9de9b9785d3cc5467f875af593deb9e5dd3"}, "sha256": "bd632cb1474656fa58c54cb77909a6418b610efe20bf302f2d4e5a815a292bc1", "git_commit": "91cd79905c97605843742262f1feb56e289f95de"}} +{"job_id": "/bizon/exp368-pool-smoke-v2", "cluster": "cw-us-east-02a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:13:58.631833+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-pool-smoke-v2 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image vllm/vllm-openai:v0.9.2 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' -e EXP368_JOB_ID /bizon/exp368-pool-smoke-v2 --gpu H100x1 -- bash pool_bootstrap.sh --plan pool_smoke.json --out s3://marin-us-east-02a/MarinFold/exp368/pool-smoke-v2 --shards 1", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "score_pool.py": "28f20aa509849c5c2b181539ab0aac5bcd1594b1986f40de60f251595cef4e93", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "metrics.py": "9e9a5ba6db9730cb5e9059e57192c80843aebdd7e3bf122f5df45c9559d2f092", "policy_smoke.json": "aa86e7add6b23e032c659a93c27d24450bd2c4c005eeac9f5f5ca696151f1d12", "analyze_existing.py": "185fcd8da878126c0033f3042f56b155adbc5fe47cc85e31d0c0b05cb0506eb6", "smoke.json": "e326c8b9a8e1d7bc64badc56c1445988d18399f4e8d94c55cd90eea5402fdf76", "plot_existing.py": "9b6d841cb2ddd246e541359caf7d1cba6b1351ea363614694e2bfea160a19c2e", "build_summary.py": "a3cc048c692198a56a58cf35815eb81102bfcb361e1bf64db17b1d1758e6c629", "pool.py": "8b4e6837690b80d76a5b64fc1c0dcf2d4a54608e1888cd627083e5a537cddaa9", "pool_smoke.json": "f28706137c9f2a4df6bade0b11d704358fa67297fc9ee83087848ecd49c761ca", "test_engine.py": "69c60fd4b19f45a9052ed96fb384734173d009516ef65d62094d7123bf9a52b3", "uv.lock": "94a9ea4835cf11c2dc8dad2bfcafe21ae0523f3a0fd5f6b77a9279fdec4881ad", "launch.py": "38e78f9f08dbeee53a0b7d70903885810242986b4b5491804158fed03ce900c0", "bootstrap.sh": "63f34ddd89c1bc6a9e76f0a793056b17dc063646f6e644d882b50544d10a2ccd", "pool_bootstrap.sh": "f09d8d2f1292ffd94ed88f2f0c5fbf735b93fb5ec5ba390d1fe059dc8bf2fc27", "engine.py": "36ee71ee014e11c891232733db925f3d0722944b70ad709df48001215080ca12", "runtime.py": "8fd6ffe54c871b8dc81a4ca12fff34d69406b4fde7aae0100f16c70d4594d4f3", "worker.py": "d30ffe0affa9dc2b476b869b802c32e610f60dda017d151c0bc5b5d3bf6ac70c", "test_metrics.py": "b0f086b82cc388cb94a4558e45c0cb5238a71ef20a3e607f38a500c4b4708645", "release_manifest.json": "f0849427b998a6719490d82ce86db9de9b9785d3cc5467f875af593deb9e5dd3"}, 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-"""Generate nested ordinary rollout pools with measured cumulative GPU cost.""" +"""Generate nested or independent ordinary pools with measured GPU cost.""" import argparse import json @@ -17,7 +17,7 @@ def main() -> None: - """Generate 8, then 24, then 96 samples per protein, committing each wave.""" + """Generate the plan's pool sizes, committing each batch independently.""" parser = argparse.ArgumentParser() parser.add_argument('--plan', default='pilot.json') parser.add_argument('--out', default=ROOT + '/pool-v1') @@ -51,12 +51,13 @@ def main() -> None: for target in panel: previous = 0 for size in plan.get('pool_sizes', [8, 32, 128]): + first_sample = 0 if plan.get('pool_mode') == 'independent' else previous key = f"{target['entry_id']}/pool-{size}" if fs.exists(root + '/' + key + '.done.json'): previous = size continue prompts, settings, work = [], [], [] - for sample in range(previous, size): + for sample in range(first_sample, size): identity = f"exp368:{target['entry_id']}:r{sample}" prompt, offset = api.records.make_prompt(target['sequence'], identity) ids = tokenizer.encode(prompt, add_special_tokens=False) @@ -82,14 +83,15 @@ def main() -> None: api.storage.write_rows(rows, args.out + '/' + key + '.parquet') timing = dict(stem=target['entry_id'], n_residues=target['L'], n_pairs=sum(len(row['pairs']) for row in rows), mode='vllm-ordinary', - sample_start=previous, sample_end=size, elapsed_seconds=elapsed, + sample_start=first_sample, sample_end=size, elapsed_seconds=elapsed, model_load_seconds=load_seconds, total_seconds=time.perf_counter() - start + load_seconds, - timing_scope='one protein, this wave only; sum waves for cumulative pool cost', + timing_scope=('one protein, independent complete pool' if plan.get('pool_mode') == 'independent' + else 'one protein, this wave only; sum waves for cumulative pool cost'), timestamp_utc=datetime.now(UTC).isoformat(), **worker) api.storage.write_csv([timing], args.out + '/' + key + '.timings.csv') api.storage.write_json(dict(rollouts=len(rows), **pin), args.out + '/' + key + '.done.json') - print(f'[exp368] {key} added={size-previous} seconds={elapsed:.2f}', flush=True) + print(f'[exp368] {key} added={size-first_sample} seconds={elapsed:.2f}', flush=True) previous = size api.storage.write_json(dict(proteins=len(panel), **pin), args.out + f'/shard-{args.shard:03d}.complete.json') diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py b/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py new file mode 100644 index 00000000..f459d860 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py @@ -0,0 +1,57 @@ +"""Resume a frozen server task directly against durable, colocated storage. + +The original source bundle remains the execution authority: recovery does not +change its code hash, sharding, plan, or sampling seeds. Committed trajectories +are read directly from S3, so a preempted worker cannot lose the entire cache. +""" + +import argparse +import hashlib +import io +import json +import os +import subprocess +import sys +import tarfile +from pathlib import Path + +from runtime import ROOT, load_release + + +def main() -> None: + """Verify and execute one existing task with its original output prefix.""" + parser = argparse.ArgumentParser() + parser.add_argument('--control', default=ROOT + '/server-v1') + parser.add_argument('--task', required=True) + args = parser.parse_args() + if '/' in args.task or '..' in args.task: + raise ValueError('Task must be a simple identifier') + api = load_release(('storage',)) + fs, root = api.storage.filesystem(args.control) + task = json.loads(fs.cat(root + '/queue/' + args.task + '.json')) + content = fs.cat(task['bundle'].removeprefix('s3://')) + if hashlib.sha256(content).hexdigest() != task['bundle_sha256']: + raise ValueError('Recovery source bundle hash mismatch') + source = Path('/tmp/exp368-recovery') / task['bundle_sha256'] + source.mkdir(parents=True, exist_ok=True) + with tarfile.open(fileobj=io.BytesIO(content), mode='r:gz') as archive: + archive.extractall(source, filter='data') + kind = task['kind'] + if kind not in {'guided', 'score'}: + raise ValueError('This recovery image supports guided/scoring tasks') + command = [sys.executable, 'worker.py' if kind == 'guided' else 'score_pool.py', + '--plan', task['plan'], '--out', args.control + '/results/' + task['output'], + '--shard', str(task['shard']), '--shards', str(task['shards'])] + if kind == 'score': + command += ['--input', args.control + '/results/' + task['input']] + if task.get('smoke'): + command += ['--smoke'] + env = dict(os.environ) + env.pop('EXP368_SHARED_MODELS', None) + env.pop('EXP368_TARGETS', None) + print('[exp368-recovery] frozen task ' + args.task, flush=True) + subprocess.run(command, cwd=source, env=env, check=True) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md index 0a073dd7..8732d1b1 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md @@ -7,6 +7,19 @@ larger independent rollout pools? Frozen generator: exp277 step 266344. Frozen proofreader: exp356 step 18000. Implementation and GPU validation are in progress; no guided-policy result yet. +## Complete ordinary-pool pilot + +On 32 validation structures, sum-q R-precision increases from 0.5792 with eight +rollouts to 0.5993 with 128. The paired gain is 0.0200, with 95% group-bootstrap +interval 0.0050–0.0329. Long-range R-precision rises from 0.5537 to 0.5806. + +Candidate coverage grows from 0.7765 to 0.9509. At 128 rollouts, frequency alone +slightly exceeds sum-q: all-contact R-precision 0.6040, long-range 0.5864. Most +remaining error is ranking error despite the much larger candidate pool. + +Confidence tie-breaking and predicted-F1 vote weighting were added as exploratory +validation tests. Their tiny gains over frequency have intervals including zero. + ## First result: aggregation baseline On existing validation rollouts, sum q remains strongest among five simple @@ -27,6 +40,17 @@ Measure full-universe AP, all/long-range R-precision and complete search cost. Select policies on validation, then lock a reserved-test confirmation plan. Jobs use co-located CoreWeave H100s and resumable per-rollout artifacts. +## Execution recovery + +An eight-H100 RNO worker was preempted repeatedly. Iris failure-retry limits do +not limit preemption retries, so the worker repeated its shared model transfer +and lost local progress. It was canceled on detection; the incident is recorded. + +Twelve colocated H100 workers now resume the original source snapshots directly +from durable S3 trajectories. A complete guided comparison is still pending. +Ordinary baselines are queued for 1,375 structures from 255 validation groups +outside the pilot. The reserved test set has not been read for this campaign. + ## Numerical validation All frozen backbone tensors match the generator exactly. CPU cache tests agree diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py b/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py index 1a4428e4..9eaec5d6 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py @@ -3,7 +3,7 @@ import numpy as np from sklearn.metrics import average_precision_score -from metrics import map_metrics +from metrics import aggregate, map_metrics def test_sparse_ap_includes_missing_positives_and_all_zero_ties() -> None: @@ -17,3 +17,10 @@ def test_sparse_ap_includes_missing_positives_and_all_zero_ties() -> None: assert actual['oracle_coverage'] == .5 assert actual['r_precision'] == .5 assert map_metrics({}, truth, length)['average_precision'] == len(truth) / len(pairs) + + +def test_confidence_tiebreak_cannot_reverse_an_extra_vote() -> None: + rows = [dict(L=20, pairs=[[0, 8], [1, 9], [2, 10]], probabilities=[.999, .001, .5]), + dict(L=20, pairs=[[1, 9]], probabilities=[.001])] + scores = aggregate(rows, 'frequency_then_meanq') + assert scores[(1, 9)] > scores[(0, 8)] > scores[(2, 10)] diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/validation_pool.json b/experiments/exp368_evals_proofreader_guided_contact_maps/validation_pool.json new file mode 100644 index 00000000..81d88444 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/validation_pool.json @@ -0,0 +1,1387 @@ +{ + "split": "validation", + "entries": [ + "1a0s_P", + "1a0t_P", + "1au1_A", + "1b33_N", + "1b8d_A", + "1b93_A", + "1bbn_A", + "1bcn_A", + "1bvp_1", + "1bxz_A", + "1cid_A", + "1cl3_A", + "1cpc_A", + "1cyl_A", + "1d1h_A", + "1d9n_A", + "1dov_A", + "1dow_A", + "1egh_A", + "1esm_A", + "1esn_A", + "1exn_A", + "1eyx_A", + "1f35_A", + "1f99_A", + "1f99_B", + "1f9p_A", + "1f9q_A", + "1f9r_A", + "1f9s_A", + "1fc3_A", + "1gh0_A", + "1gx1_A", + "1h47_A", + "1h48_A", + 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"6kgx_A1", + "6kgx_B2", + "6kgx_C2", + "6kgx_WH", + "6kgx_XH", + "6kl8_A", + "6kp3_A", + "6kp3_B", + "6kxk_A", + "6kxk_B", + "6kxt_A", + "6lcu_A", + "6lcv_A", + "6lfm_D", + "6lfo_D", + "6lod_A", + "6lod_B", + "6lod_C", + "6lod_D", + "6lod_E", + "6lod_F", + "6loe_A", + "6loe_B", + "6loe_C", + "6loe_D", + "6loe_E", + "6loe_F", + "6loo_A", + "6lop_A", + "6lso_A", + "6lsp_A", + "6mur_E", + "6mut_E", + "6muu_A", + "6muu_E", + "6mwf_A", + "6mwi_A", + "6mwj_A", + "6mwk_A", + "6n6l_A", + "6n70_A", + "6nch_A", + "6nci_A", + "6nir_A", + "6nmo_A", + "6o7e_E", + "6o7f_A", + "6o7h_E", + "6oel_A", + "6oel_B", + "6ohi_A", + "6ohj_A", + "6oz9_A", + "6oz9_B", + "6p59_C", + "6p7r_A", + "6p7t_A", + "6pb9_A", + "6pf2_A", + "6pfp_A", + "6phe_A", + "6q6i_A", + "6qbg_B", + "6qbh_B", + "6qcb_B", + "6qjv_A", + "6qk1_A", + "6qk2_A", + "6qvf_A", + "6r3a_A", + "6r5h_A", + "6r61_A", + "6rae_A", + "6rjb_A", + "6rp3_A", + "6s2j_A", + "6s5b_A", + "6s5c_A", + "6s5d_A", + "6s5e_A", + "6s5o_A", + "6s7r_A", + "6sch_A", + "6sdm_A", + "6sxr_A", + "6sxs_AAA", + "6sxt_A", + "6t1q_A", + "6t2i_A", + "6t2i_B", + "6t2x_A", + "6t2x_B", + "6t3g_A", + "6t3g_B", + "6t49_A", + "6t49_B", + "6t4e_A", + "6t4e_B", + "6t4s_A", + "6t4s_B", + "6t5d_A", + "6t5d_B", + "6t5o_AAA", + "6t5r_A", + "6t5r_B", + "6t6w_A", + "6t71_A", + "6t71_B", + "6t82_A", + "6t82_B", + "6t8r_A", + "6t8r_B", + "6t8t_A", + "6t8t_B", + "6tal_A", + "6tal_B", + "6taw_A", + "6taw_B", + "6tbo_A", + "6tbo_B", + "6tbp_A", + "6tbp_B", + "6tc1_A", + "6tc1_B", + "6tcf_A", + "6tcf_B", + "6tgl_A", + "6tgl_B", + "6tyf_F", + "6v3t_A", + "6v4k_E", + "6v6t_A", + "6vjw_A", + "6w54_A", + "6wzl_E", + "6wzm_E", + "6xmn_A", + "6xwk_AAA", + "6y3d_AAA", + "6yf5_A", + "6ypq_A", + "6yq8_A", + "6yqg_A", + "6ysh_A", + "6ysh_B", + "6yyj_A", + "6z82_A", + "6zgq_A", + "6zwm_C", + "6zwo_D", + "6zyg_A", + "7bj9_B", + "7bqc_A", + "7brd_A", + "7c0c_A", + "7c8f_A", + "7c8g_A", + "7chd_A", + "7csn_A", + "7d11_A", + "7dei_A", + "7dej_A", + "7ezi_A", + "7ezl_A", + "7jka_A", + "7jns_A", + "7jpm_A", + "7jtv_B", + "7kd9_A", + "7mwm_A", + "7n7s_B", + "7nna_A", + "7pe7_D", + "7pe8_C", + "7pe9_C", + "7peb_C", + "7ray_A", + "7ref_A" + ], + "pool_mode": "independent", + "pool_sizes": [ + 8, + 128 + ], + "policies": [], + "selection": "All validation structures outside the 32 pilot homology groups. Ordinary pools are common baselines for any guided extension; no guided policy has been selected yet." +} From 036407d6cff9984e0eb4d7406f89e5821e1b3b4e Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 11:57:13 -0400 Subject: [PATCH 05/50] Add paired comparison analysis and live job monitoring --- .../compare.py | 62 ++++++ .../data/pilot_pool/paired_vs_sumq8.csv | 181 ++++++++++++++++++ .../pilot_pool/paired_vs_sumq8.skipped.json | 1 + .../monitor.py | 28 ++- .../plots/summary.pdf | Bin 229966 -> 229967 bytes .../summary_narrative.md | 2 +- 6 files changed, 272 insertions(+), 2 deletions(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/compare.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/paired_vs_sumq8.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/paired_vs_sumq8.skipped.json diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/compare.py b/experiments/exp368_evals_proofreader_guided_contact_maps/compare.py new file mode 100644 index 00000000..3dd0cc54 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/compare.py @@ -0,0 +1,62 @@ +"""Compute paired homology-group intervals on an explicitly complete cohort.""" + +import argparse +import json +from pathlib import Path + +import pandas as pd + +from metrics import bootstrap + +METRICS = ['r_precision', 'long_r_precision', 'average_precision', 'long_average_precision', + 'oracle_coverage', 'long_oracle_coverage', 'precision_L', 'precision_L2', 'precision_L5'] + + +def main() -> None: + """Reject missing or duplicate observations before reporting paired effects.""" + parser = argparse.ArgumentParser() + parser.add_argument('--input', nargs='+', type=Path, required=True) + parser.add_argument('--plan', type=Path, required=True) + parser.add_argument('--baseline', required=True, help='policy:rollouts:method') + parser.add_argument('--out', type=Path, required=True) + args = parser.parse_args() + entries = set(json.loads(args.plan.read_text())['entries']) + frame = pd.concat([pd.read_csv(path) for path in args.input], ignore_index=True) + frame = frame[frame.entry_id.isin(entries)] + keys = ['policy', 'rollouts', 'method'] + if frame.duplicated(keys + ['entry_id']).any(): + raise ValueError('Duplicate metrics across input tables') + policy, n, method = args.baseline.split(':') + baseline_key = (policy, int(n), method) + baseline = frame[(frame.policy == policy) & (frame.rollouts == int(n)) & (frame.method == method)] + if set(baseline.entry_id) != entries: + raise ValueError('Baseline does not cover the required cohort') + baseline = baseline.set_index('entry_id').sort_index() + results, skipped = [], [] + for (policy, n, method), rows in frame.groupby(keys): + if set(rows.entry_id) != entries: + skipped.append(dict(policy=policy, rollouts=int(n), method=method, + missing=sorted(entries - set(rows.entry_id)))) + continue + rows = rows.set_index('entry_id').sort_index() + if not rows.group_id.equals(baseline.group_id): + raise ValueError('Homology group assignment differs between methods') + if (policy, n, method) == baseline_key: + continue + for metric in METRICS: + delta = rows[metric] - baseline[metric] + low, high = bootstrap(delta.tolist(), rows.group_id.tolist()) + results.append(dict(policy=policy, rollouts=n, method=method, baseline=args.baseline, + metric=metric, structures=int(delta.notna().sum()), groups=rows.loc[delta.notna()].group_id.nunique(), + baseline_mean=baseline[metric].mean(), candidate_mean=rows[metric].mean(), + difference=delta.mean(), low=low, high=high, mean_seconds=rows.elapsed_seconds.mean(), + baseline_seconds=baseline.elapsed_seconds.mean(), + cost_ratio=rows.elapsed_seconds.sum() / baseline.elapsed_seconds.sum())) + args.out.parent.mkdir(parents=True, exist_ok=True) + pd.DataFrame(results).to_csv(args.out, index=False) + args.out.with_suffix('.skipped.json').write_text(json.dumps(skipped, indent=2)) + print(f'Paired comparisons: {len(results)}; incomplete configurations skipped: {len(skipped)}') + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/paired_vs_sumq8.csv b/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/paired_vs_sumq8.csv new file mode 100644 index 00000000..96f22475 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/paired_vs_sumq8.csv @@ -0,0 +1,181 @@ +policy,rollouts,method,baseline,metric,structures,groups,baseline_mean,candidate_mean,difference,low,high,mean_seconds,baseline_seconds,cost_ratio +ordinary,8,diversity_sumq,ordinary:8:sumq,r_precision,32,32,0.5792321161539054,0.5792321161539054,0.0,0.0,0.0,2.635016842454206,2.635016842454206,1.0 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+ordinary,128,sumq,ordinary:8:sumq,precision_L2,32,32,0.7076871071688301,0.7234754576810458,0.015788350512215735,0.0038800041261040498,0.027876681486535396,14.065814270717965,2.635016842454206,5.33803581217998 +ordinary,128,sumq,ordinary:8:sumq,precision_L5,32,32,0.8228275002311887,0.836794495391142,0.01396699515995339,0.00035084902995452684,0.027625362527557568,14.065814270717965,2.635016842454206,5.33803581217998 diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/paired_vs_sumq8.skipped.json b/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/paired_vs_sumq8.skipped.json new file mode 100644 index 00000000..0637a088 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/paired_vs_sumq8.skipped.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py b/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py index 328d8fa1..452c4c29 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py @@ -1,7 +1,9 @@ -"""Read the shared worker's durable state and preserve monitoring evidence.""" +"""Read owned Iris jobs and preserve monitoring evidence across restarts.""" import argparse import json +import subprocess +from collections import Counter from datetime import UTC, datetime from runtime import HERE, ROOT, load_release @@ -11,7 +13,31 @@ def main() -> None: """Print compact, actionable task state; keep full logs in the saved snapshot.""" parser = argparse.ArgumentParser() parser.add_argument('--control', default=ROOT + '/server-v1') + parser.add_argument('--server', action='store_true', help='Inspect the retired server snapshot instead of live Iris jobs') args = parser.parse_args() + if not args.server: + client = HERE.parent.parent / 'scratch/exp368-iris-client' + query = json.dumps({'query': {'job_id_prefix': '/bizon/exp368', 'limit': 100}}) + command = ['uv', 'run', '--project', str(client), '--package', 'marin-iris', + 'iris', '--cluster', 'marin', 'rpc', 'controller', 'list-jobs', '--json', query] + result = subprocess.run(command, text=True, capture_output=True, check=True) + state = json.loads(result.stdout) + if state.get('has_more'): + raise ValueError('Job list truncated; increase the monitor query limit') + path = HERE / '_cache/jobs_status.json' + path.parent.mkdir(parents=True, exist_ok=True) + snapshot = dict(observed_at=datetime.now(UTC).isoformat(), **state) + path.write_text(json.dumps(snapshot, indent=2)) + print(dict(Counter(job['state'] for job in state['jobs']))) + for job in state['jobs']: + if job['state'] == 'JOB_STATE_RUNNING': + print(job['job_id'], job['state'], 'preemptions=' + str(job.get('preemption_count', 0))) + elif job['state'] == 'JOB_STATE_FAILED': + print(job['job_id'], job['state'], job.get('error', '')[-240:]) + pending = [job for job in state['jobs'] if job['state'] == 'JOB_STATE_PENDING'] + if pending: + print('Pending:', len(pending), sorted({job.get('pending_reason', '') for job in pending})) + return api = load_release(('storage',)) fs, root = api.storage.filesystem(args.control) state = json.loads(fs.cat(root + '/status.json')) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf b/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf index 034cce192311820777753446d44255fcb3ff7b97..9ba89f3c95a57d3cee64b6d303c1f0f3ee19c5df 100644 GIT binary patch delta 4060 zcmZu!2~d?)6b@eqg0i_a;({eOf{v(2QfNpns3>UWs6QkkZs}7S zTt*$6R75ctK}Sd&7{XnWEOD78!9qnva|2E5f;^CWc+8uhIdjf`?)lDlzH{G&WVg~} zw=7S0Gc0)AHRMrHJ@GEy>M*6wv+u7Rb2cAw8noj2pux^FD*Jus`^D*?x@VEw7e;w4 zcVB(n_T=jmC!bezyuYp}f4g7pqSAq%_3ykTu}7whSNX+3iHY73orBXeu4IHioImvF 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zf~e5zNtBH0OeaWU{eeU=*olH-MBR)c7`7e3uD{&&i!y>JX)y01U=}ND{`us2~h#6=4!4XJA^7CDqzN3<4U6 z7!2!;K@7n_c7_DpCY*vrfp88h%`KCFvI@vM)uTY2i7-q6tEm)LFP({j1QFAyo(d}e zI`~Z!s56mDPW20=+7W<_gHb`GN%gZ-^+0_dRpCz&HGt3|Rd_9kS}uT!Q#DicGEqzc zG8A*5X%q_!EJ_rsNvH=_ywo$MMEwFkCiF)uDFtL@l+`3`)xpn*bZvgMC1FghZF&%c z!R!n*=5;?#P(7ws%?!#7+~7VZ{*=plYFgdfRKPWm3bn-OL4@SMrgoDCL7Xv6EpU~M z3rkm6RXI_gAkJq~i6wwvDKW@c3P3o9)HbX=TFq70psw3p8Dan~rsf+sj0xE8lv04f z$}k)iYO6FFK3d_=2m+H@X&%@^n36}GaB3yuI)Y4zh1N}K7dB Date: Wed, 21 Oct 2026 12:21:07 -0400 Subject: [PATCH 06/50] Stage a bounded regional mirror and recover inference on RNO H100s --- .../README.md | 16 +- .../data/dispatches.jsonl | 20 + .../data/mirror_server_copy_failure.json | 6 + .../data/regional_mirror.json | 916 ++++++++++++++++++ .../data/server_tasks.jsonl | 7 + .../launch.py | 28 +- .../plots/summary.pdf | Bin 229967 -> 230112 bytes .../prepare_regional_mirror.py | 101 ++ .../recover_task.py | 19 +- .../regional_inputs.py | 57 ++ .../regional_inputs_manifest.json | 8 + .../summary_narrative.md | 6 +- 12 files changed, 1166 insertions(+), 18 deletions(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/mirror_server_copy_failure.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/regional_mirror.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/prepare_regional_mirror.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/regional_inputs.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/regional_inputs_manifest.json diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md index e67d2e4d..e4bd96e1 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md @@ -132,13 +132,27 @@ disabled failure retries, while preemption retries defaulted to 1000. Local state was lost, the staging counter reset, and repeated input transfers exceeded the intended 9.5 GB campaign ceiling. The server was canceled when this was detected at 15:20 UTC. `data/preemption_incident.json` records the evidence. -All new launches are now restricted to storage-colocated `cw-us-east-02a`. +Initial recovery launches were restricted to storage-colocated `cw-us-east-02a`. `recover_task.py` downloads and verifies each original task's frozen source bundle and resumes directly from its durable S3 trajectories. Twelve independent H100 recovery jobs retain the original sampling plan and sharding. The ordinary baseline is also queued on all 1,375 structures from the 255 remaining validation groups, excluding every pilot group. No guided winner or test policy is selected. +After a prolonged East capacity wait, a task-owned object-store bucket was +created in `RNO2A`. `prepare_regional_mirror.py` made one 6,014,167,823-byte copy +of the inputs to +`s3://marinfold-exp368-rno2a/MarinFold/exp368/inputs-v1/`. It persists multipart +progress and reserves each 32 MiB source read before transfer, with a cumulative +7 GB cap that survives preemption. A server-side copy attempt was rejected at +its first part; its empty upload was explicitly aborted before the streaming +copy. The streaming mirror completed successfully in about 70 seconds. +`regional_inputs.py` checks the full reader, head, reconstructed-generator and +target hashes against the original pilot. Regional recovery jobs use identical +H100 hardware and original frozen task bundles, with large weight reads now +colocated. New larger phases also write to the regional bucket. The small +existing guided results retain their original durable prefix for resumption. + ## Conclusion _(Fill in after results are in.)_ diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl index 23655b72..665b17de 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl @@ -22,3 +22,23 @@ {"job_id": "/bizon/exp368-val-pool-east-1", "cluster": "cw-us-east-02a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T15:26:24.756441+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-val-pool-east-1 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image vllm/vllm-openai:v0.9.2 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' --include code_manifest.json -e EXP368_JOB_ID /bizon/exp368-val-pool-east-1 --gpu H100x1 -- bash pool_bootstrap.sh --plan validation_pool.json --out s3://marin-us-east-02a/MarinFold/exp368/validation-pool-v1 --shard 1 --shards 4", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "shared_generator_manifest.json": "a61cc1883ae663e8a668afcc286a3df1dd2090d1f341f0b165001003a5abadd7", "analyze_candidates.py": "15c013c3bfd4743c534b228d7c779e038470cdb71e001d25e7005a2be3bb52cd", "score_pool.py": "696dd15a8f4168bbbf046bdc1fbf0bc93cc8f8b40a590ceb0c5dde4361b9bd9a", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "recover_task.py": "8b16a3eafbf7990ffef3949582edd4ae85f136202c2920d91971017da006b200", "analyze.py": "9201b5af1a9a8d08163ddbe1bcf28538011c321d62db549e8f09a9a893e88a9c", "metrics.py": "da1636284c82c96a91a5b8cbe0f0aef4e58c2826dc107720a0c05c390d6a3f7e", "policy_smoke.json": "aa86e7add6b23e032c659a93c27d24450bd2c4c005eeac9f5f5ca696151f1d12", "analyze_existing.py": "185fcd8da878126c0033f3042f56b155adbc5fe47cc85e31d0c0b05cb0506eb6", "smoke.json": "e326c8b9a8e1d7bc64badc56c1445988d18399f4e8d94c55cd90eea5402fdf76", "plot_existing.py": "9b6d841cb2ddd246e541359caf7d1cba6b1351ea363614694e2bfea160a19c2e", "build_summary.py": "a3cc048c692198a56a58cf35815eb81102bfcb361e1bf64db17b1d1758e6c629", "pool.py": "867a9d717689b061a1c75cce5eaca7a9b6e6cc074582fcd681b24405e555e5aa", "pool_smoke.json": "f28706137c9f2a4df6bade0b11d704358fa67297fc9ee83087848ecd49c761ca", "serve.py": "f2c07fcd6b5388d4a1238d182604164294ccf749be0eff5b63394d90708e2420", "submit_tasks.py": 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"22cde0492bb6d4a238d3e78455017ec52b9ab5cab7be84b84c3e46bb51299843", "plot_existing.py": "9b6d841cb2ddd246e541359caf7d1cba6b1351ea363614694e2bfea160a19c2e", "build_summary.py": "a3cc048c692198a56a58cf35815eb81102bfcb361e1bf64db17b1d1758e6c629", "pool.py": "4f12ac5956bb3420ca6b23046daed31e7c4dca75718df2d7f80f62ede8944d11", "pool_smoke.json": "f28706137c9f2a4df6bade0b11d704358fa67297fc9ee83087848ecd49c761ca", "serve.py": "f2c07fcd6b5388d4a1238d182604164294ccf749be0eff5b63394d90708e2420", "submit_tasks.py": "da58d36bde750e3d6fe75bbcab1a86d303a16a5a5b6f5cf2405716c723e097b0", "test_engine.py": "69c60fd4b19f45a9052ed96fb384734173d009516ef65d62094d7123bf9a52b3", "uv.lock": "94a9ea4835cf11c2dc8dad2bfcafe21ae0523f3a0fd5f6b77a9279fdec4881ad", "launch.py": "9ee8ea99c2bda217a92c7ad80bc4a52bb46477fde2552f417dff01eb4a04e5e4", "collect.py": "1d767b2071f0c4126999f4693c145d63d323411d34d0290419ed2007a74a5343", "bootstrap.sh": "1091adc05c50c0f0ac511662465545c0fec8298b5ee8c1d06f5aab11f8529a71", "regional_inputs_manifest.json": "c1d68a0f6c9870d709783b62cb4f11a1096a4949801727a3fdfe368bad388332", "monitor.py": "2a6a2afdf4d474d10d63dbb57bbdac9ab24a63cd2fa0006644d4e4cdd6bea77e", "pool_bootstrap.sh": "4cdf54f35dacc080f56920b085eb7a533ccb834059e00fa8f5bc73844f98b105", "compare.py": "6ea8507aa12bf9220d4f78dbd3fddb7ff0cd9798fa4eb6505c557262dbc829d7", "prepare_shared.py": "8d8bb46d007e7dccd84b49236c95a181554de40063d1820f984ab1549542f37e", "engine.py": "7d08fe6a495e5db03c1b3a8135948d7a7e42a1d8a0b5279614901206302e4aa2", "validation_pool.json": "7f0b373f397e5e33e7fb9160028927a3a53eb4bb1bf1a6c5343075b24b27e61f", "runtime.py": "6b00b54d419df8b615b2274c5716d90a983ab6d1849608ee897c8dddc097ab52", "worker.py": "1ce8784ee5240ad215d1fcfa2679e01a8973017dac74c502235593fc7c287569", "plot_pools.py": "8b30d3191593666451cad8843399beb947774e4ca46aa261022b5f593eb0101c", "test_metrics.py": "d9ac3c8bb2661735de2cb423241f584396132166fe02fa06ddc1c165668a93a5", "release_manifest.json": "f0849427b998a6719490d82ce86db9de9b9785d3cc5467f875af593deb9e5dd3", "pilot_direct.json": "b0a439f63eb93ba3d40a695e567dd6b3512777cdc626cf0c6f05bac9f6febb1e", "release_api/records.py": "c5c4ca668e24c0bce9ec8a5daba967e80fa9c4140ff3790cc8d4ff7d8954b767", "release_api/storage.py": "37f4ec95ade1f8eee9f685dddafd692e4d8d8357112a0492b8f67345abdb4d21", "release_api/model.py": "f13d987f379955497a9a5d8667942549eb6d87df58c0a25879decfbfa5e25382"}, "sha256": "0b55e147ba2c27c95b0a5e9664e24889d2bb059cffc9e7c31e39a7564bfd730b", "git_commit": "036407d6cff9984e0eb4d7406f89e5821e1b3b4e"}, "task": {"kind": "pool", "plan": "validation_pool.json", "output": "validation-pool", "input": null, "shard": 3, "shards": 4, "smoke": false, "bundle": "s3://marin-us-east-02a/MarinFold/exp368/server-v1/bundles/a19ce4598aeba910be9c5a4f3a86bca5bee679114a91ba6acdfd71fd0d44caf4.tar.gz", "bundle_sha256": "a19ce4598aeba910be9c5a4f3a86bca5bee679114a91ba6acdfd71fd0d44caf4"}} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py index af78ea68..9e8d3d26 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py @@ -18,7 +18,8 @@ def main() -> None: """Bundle the pinned source and write durable job ownership metadata.""" parser = argparse.ArgumentParser() parser.add_argument('--name', required=True) - parser.add_argument('--kind', choices=['guided', 'pool', 'score', 'serve', 'recover'], default='guided') + parser.add_argument('--kind', choices=['guided', 'pool', 'score', 'serve', 'recover', 'mirror', + 'regional-recover', 'regional-pool'], default='guided') parser.add_argument('--cluster', default='cw-us-east-02a') parser.add_argument('--dry-run', action='store_true') args, remaining = parser.parse_known_args() @@ -32,22 +33,31 @@ def main() -> None: (HERE / 'code_manifest.json').write_text(json.dumps(source, indent=2)) client = HERE.parent.parent / 'scratch/exp368-iris-client' server = args.kind == 'serve' - if args.cluster != 'cw-us-east-02a': + mirror = args.kind == 'mirror' + regional = args.kind in {'regional-recover', 'regional-pool'} + if regional and args.cluster != 'cw-rno2a': + raise ValueError('Regional recovery must use the verified RNO2A mirror') + if args.cluster != 'cw-us-east-02a' and not ((mirror or regional) and args.cluster == 'cw-rno2a'): raise ValueError('All new jobs must be colocated with storage; preemption can repeat model staging') + entrypoint = (['uv', 'run', '--no-project', '--with', 's3fs==2026.2.0', '--with', + 'huggingface-hub==1.7.1', 'python', 'prepare_regional_mirror.py'] if mirror else + ['bash', 'pool_bootstrap.sh' if args.kind == 'pool' else 'bootstrap.sh', + *(['--score'] if args.kind == 'score' else ['--serve'] if server else + ['--recover', '--regional'] if regional else ['--recover'] if args.kind == 'recover' else [])]) command = ['uv', 'run', '--project', str(client), '--package', 'marin-iris', 'iris', '--cluster', 'marin', 'job', 'run', '--target-cluster', args.cluster, '--priority', 'batch', '--user', 'bizon', '--job-name', args.name, '--no-wait', - '--enable-extra-resources', '--cpu', '32' if server else '8', - '--memory', '512GB' if server else '64GB', '--disk', '256GB', + '--enable-extra-resources', '--cpu', '32' if server else '2' if mirror else '8', + '--memory', '512GB' if server else '8GB' if mirror else '64GB', '--disk', '16GB' if mirror else '256GB', '--no-sync', '--timeout', '259200', '--max-retries', '0' if server else '2', '--task-image', - 'vllm/vllm-openai:v0.9.2' if args.kind in {'pool', 'serve'} else IMAGE, + 'ghcr.io/astral-sh/uv:python3.12-bookworm-slim' if mirror else + 'vllm/vllm-openai:v0.9.2' if args.kind in {'pool', 'serve', 'regional-pool'} else IMAGE, '--exclude', r'(^|/)(_cache|\.venv|wandb|data|plots|__pycache__)/', '--include', 'release_api/*.py', '--include', 'code_manifest.json', - '-e', 'EXP368_JOB_ID', '/bizon/' + args.name, '--gpu', 'H100x8' if server else 'H100x1', - '--', 'bash', 'pool_bootstrap.sh' if args.kind == 'pool' else 'bootstrap.sh', - *(['--score'] if args.kind == 'score' else ['--serve'] if server else - ['--recover'] if args.kind == 'recover' else []), *remaining] + '-e', 'EXP368_JOB_ID', '/bizon/' + args.name, + *([] if mirror else ['--gpu', 'H100x8' if server else 'H100x1']), + '--', *entrypoint, *remaining] exact = shlex.join(command) print(exact, flush=True) if args.dry_run: diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf b/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf index 9ba89f3c95a57d3cee64b6d303c1f0f3ee19c5df..35dc103a9e62e129c13a5f13dc562734eb692592 100644 GIT binary patch delta 4165 zcmZu!3s9BE6^>jC?HxctAqEtI6ka)&224}7g+Ap7Gv z>s(jyGy6{eGe7Y5l$@T#cEFXR@-?MEkFK2QIv1UunAR^7=#0 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z^o|8nrcN#)BpMfP2;7|k+gfkLWJD)AHw|j*Nw}$yLc)4NT;LKIrze3iMK*Y0pd7%r zSGKBk4sMoCLJk~6SE4{8^~9jAsADA&;RJwP^Ev^4Se9u03b5*(fCWjcpbS0B;7L=t zEi0BKs0WgNcn$*oS|@@Lw0=R;(Az?Q{ON=fph!A`0>nb&7Cd4tRe@IEs|p!2te1*Z awHaaSz(~24&T)i$!N7P01%>s0-|K&z6wD<6 diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/prepare_regional_mirror.py b/experiments/exp368_evals_proofreader_guided_contact_maps/prepare_regional_mirror.py new file mode 100644 index 00000000..3eebc2a6 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/prepare_regional_mirror.py @@ -0,0 +1,101 @@ +"""Make one durable, bounded regional input copy for restartable H100 work.""" + +import json +import os +from datetime import UTC, datetime +from pathlib import Path + +import s3fs + +from runtime import HERE, READER, ROOT, TARGETS + +REGIONAL = 's3://marinfold-exp368-rno2a/MarinFold/exp368/inputs-v1' + + +class SingleAttemptS3(s3fs.S3FileSystem): + """Do not silently repeat a cross-region copy after a transport failure.""" + + retries = 1 + + +def main() -> None: + """Reserve bytes durably before each copy; refuse a cumulative 7 GB excess.""" + fs = SingleAttemptS3(**({} if os.environ.get('FSSPEC_S3') else {'profile': 'cw'}), + endpoint_url='https://cwobject.com', + config_kwargs={'s3': {'addressing_style': 'virtual'}, 'retries': {'max_attempts': 0}, + 'connect_timeout': 10, 'read_timeout': 300}) + location = fs.call_s3('head_bucket', Bucket='marinfold-exp368-rno2a') + if location['ResponseMetadata']['HTTPHeaders']['x-amz-bucket-region'] != 'RNO2A': + raise ValueError('Mirror bucket is not colocated with the RNO H100 pool') + inputs = [] + for source, subdir in [(READER, 'reader'), (ROOT + '/shared-generator-v1', 'head')]: + for item in fs.ls(source.removeprefix('s3://'), detail=True): + if item['type'] != 'file' or item['name'].endswith('training_state.pt'): + continue + inputs.append(dict(source=item['name'], relative=subdir + '/' + Path(item['name']).name, + bytes=item['size'])) + inputs.append(dict(source=TARGETS.removeprefix('s3://'), relative='targets.parquet', + bytes=fs.size(TARGETS.removeprefix('s3://')))) + size = sum(item['bytes'] for item in inputs) + if size >= 7_000_000_000: + raise ValueError(f'Input mirror exceeds its 7 GB cap: {size}') + root = REGIONAL.removeprefix('s3://') + ledger_key = root + '/transfer-stream.json' + if fs.exists(ledger_key): + ledger = json.loads(fs.cat(ledger_key)) + if ledger['inputs'] != inputs: + raise ValueError('Source inventory differs from the frozen mirror plan') + else: + ledger = dict(inputs=inputs, input_bytes=size, reserved_bytes=0, completed=[], objects={}, + created_at=datetime.now(UTC).isoformat(), destination=REGIONAL) + bucket, key = ledger_key.split('/', 1) + fs.call_s3('put_object', Bucket=bucket, Key=key, Body=json.dumps(ledger).encode(), IfNoneMatch='*') + for item in sorted(inputs, key=lambda item: item['bytes'], reverse=True): + destination = root + '/' + item['relative'] + if item['relative'] in ledger['completed']: + if fs.size(destination) != item['bytes']: + raise ValueError('Completed mirror object changed: ' + destination) + continue + print('[exp368-mirror] copying ' + item['relative'], item['bytes'], flush=True) + bucket, key = destination.split('/', 1) + if item['relative'] not in ledger['objects']: + upload = fs.call_s3('create_multipart_upload', Bucket=bucket, Key=key) + ledger['objects'][item['relative']] = dict(upload_id=upload['UploadId'], parts=[]) + fs.pipe_file(ledger_key, json.dumps(ledger, indent=2).encode()) + progress = ledger['objects'][item['relative']] + block = 32 * 1024 * 1024 + for index, start in enumerate(range(0, item['bytes'], block), 1): + if index <= len(progress['parts']): + continue + end = min(item['bytes'], start + block) + # Reserve before the cross-region GET. Retried or ambiguous chunks + # count again, while completed multipart pieces survive preemption. + if ledger['reserved_bytes'] + end - start > 7_000_000_000: + raise ValueError('Retry would exceed the durable transfer reservation cap') + ledger['reserved_bytes'] += end - start + fs.pipe_file(ledger_key, json.dumps(ledger, indent=2).encode()) + payload = fs.cat_file(item['source'], start=start, end=end) + if len(payload) != end - start: + raise ValueError('Source returned an incomplete range') + part = fs.call_s3('upload_part', Bucket=bucket, Key=key, UploadId=progress['upload_id'], + PartNumber=index, Body=payload) + progress['parts'].append(dict(PartNumber=index, ETag=part['ETag'])) + fs.pipe_file(ledger_key, json.dumps(ledger, indent=2).encode()) + if index % 16 == 0: + print('[exp368-mirror] committed bytes', end, flush=True) + if not fs.exists(destination): + fs.call_s3('complete_multipart_upload', Bucket=bucket, Key=key, UploadId=progress['upload_id'], + MultipartUpload={'Parts': progress['parts']}) + if fs.size(destination) != item['bytes']: + raise ValueError('Mirror size mismatch: ' + destination) + ledger['completed'].append(item['relative']) + fs.pipe_file(ledger_key, json.dumps(ledger, indent=2).encode()) + ledger['complete_at'] = datetime.now(UTC).isoformat() + fs.pipe_file(root + '/complete.json', json.dumps(ledger, indent=2).encode()) + (HERE / 'data').mkdir(exist_ok=True) + (HERE / 'data/regional_mirror.json').write_text(json.dumps(ledger, indent=2) + '\n') + print(json.dumps(dict(destination=REGIONAL, bytes=size, objects=len(inputs)))) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py b/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py index f459d860..92b6c1fc 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py @@ -15,6 +15,7 @@ import tarfile from pathlib import Path +from regional_inputs import stage_regional from runtime import ROOT, load_release @@ -23,6 +24,8 @@ def main() -> None: parser = argparse.ArgumentParser() parser.add_argument('--control', default=ROOT + '/server-v1') parser.add_argument('--task', required=True) + parser.add_argument('--regional', action='store_true') + parser.add_argument('--result-root', help='Durable result root; defaults to the original server results') args = parser.parse_args() if '/' in args.task or '..' in args.task: raise ValueError('Task must be a simple identifier') @@ -37,18 +40,22 @@ def main() -> None: with tarfile.open(fileobj=io.BytesIO(content), mode='r:gz') as archive: archive.extractall(source, filter='data') kind = task['kind'] - if kind not in {'guided', 'score'}: - raise ValueError('This recovery image supports guided/scoring tasks') - command = [sys.executable, 'worker.py' if kind == 'guided' else 'score_pool.py', - '--plan', task['plan'], '--out', args.control + '/results/' + task['output'], - '--shard', str(task['shard']), '--shards', str(task['shards'])] + if kind not in {'guided', 'score', 'pool'}: + raise ValueError('Unsupported recovery task kind') + command = (['bash', 'pool_bootstrap.sh'] if kind == 'pool' else + [sys.executable, 'worker.py' if kind == 'guided' else 'score_pool.py']) + results = args.result_root or args.control + '/results' + command += ['--plan', task['plan'], '--out', results + '/' + task['output'], + '--shard', str(task['shard']), '--shards', str(task['shards'])] if kind == 'score': - command += ['--input', args.control + '/results/' + task['input']] + command += ['--input', results + '/' + task['input']] if task.get('smoke'): command += ['--smoke'] env = dict(os.environ) env.pop('EXP368_SHARED_MODELS', None) env.pop('EXP368_TARGETS', None) + if args.regional: + env = stage_regional(api) print('[exp368-recovery] frozen task ' + args.task, flush=True) subprocess.run(command, cwd=source, env=env, check=True) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/regional_inputs.py b/experiments/exp368_evals_proofreader_guided_contact_maps/regional_inputs.py new file mode 100644 index 00000000..478da15c --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/regional_inputs.py @@ -0,0 +1,57 @@ +"""Stage verified model inputs from the durable RNO2A mirror.""" + +import json +import os +import shutil +from pathlib import Path + +from safetensors import safe_open +from safetensors.torch import load_file, save_file + +from runtime import HERE, digest_file + +REGIONAL = 's3://marinfold-exp368-rno2a/MarinFold/exp368/inputs-v1' + + +def stage_regional(api) -> dict[str, str]: + """Rebuild the exact original generator using only regional weight reads.""" + fs, root = api.storage.filesystem(REGIONAL) + location = fs.call_s3('head_bucket', Bucket='marinfold-exp368-rno2a') + if location['ResponseMetadata']['HTTPHeaders']['x-amz-bucket-region'] != 'RNO2A': + raise ValueError('Regional inputs are not in the GPU region') + complete = json.loads(fs.cat(root + '/complete.json')) + if len(complete['completed']) != len(complete['inputs']) or complete['reserved_bytes'] > 7_000_000_000: + raise ValueError('Input mirror is incomplete or exceeds its transfer reservation') + reader, generator, head = [Path('/tmp/exp368-' + name) for name in ['reader', 'generator', 'head']] + api.storage.stage_directory(REGIONAL + '/reader', reader) + api.storage.stage_directory(REGIONAL + '/head', head) + release = json.loads((HERE / 'release_manifest.json').read_text()) + for name in ['model.safetensors', 'heads.pt', 'config.json', 'proofreader.json', + 'tokenizer.json', 'tokenizer_config.json']: + if digest_file(reader / name) != release['files'][name]['sha256']: + raise ValueError('Regional reader hash mismatch: ' + name) + head_manifest = json.loads((HERE / 'shared_generator_manifest.json').read_text()) + for name, expected in head_manifest.items(): + if digest_file(head / name) != expected['sha256']: + raise ValueError('Regional generator-head hash mismatch: ' + name) + generator.mkdir(parents=True, exist_ok=True) + weights = load_file(head / 'lm_head.safetensors') + with safe_open(reader / 'model.safetensors', framework='pt', device='cpu') as tensors: + for name in tensors.keys(): + value = tensors.get_tensor(name) + if name == 'embed_tokens.weight': + value = value[:2845].contiguous() + weights['model.' + name] = value + save_file(weights, generator / 'model.safetensors', metadata={'format': 'pt'}) + del weights + for name in ['config.json', 'tokenizer.json', 'tokenizer_config.json']: + shutil.copyfile(head / name, generator / name) + targets = Path('/tmp/exp368-targets.parquet') + fs.get_file(root + '/targets.parquet', str(targets)) + expected = json.loads((HERE / 'regional_inputs_manifest.json').read_text()) + if digest_file(targets) != expected['targets_sha256']: + raise ValueError('Regional target hash mismatch') + if digest_file(generator / 'model.safetensors') != expected['generator_weights_sha256']: + raise ValueError('Reconstructed regional generator differs from the verified pilot generator') + print('[exp368-regional] all input hashes verified against the original pilot', flush=True) + return dict(os.environ, EXP368_SHARED_MODELS='1', EXP368_TARGETS=str(targets)) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/regional_inputs_manifest.json b/experiments/exp368_evals_proofreader_guided_contact_maps/regional_inputs_manifest.json new file mode 100644 index 00000000..827197d8 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/regional_inputs_manifest.json @@ -0,0 +1,8 @@ +{ + "input_transfer_bytes": 6014167823, + "reader": "s3://marin-us-east-02a/MarinFold/exp356/checkpoints/exp356-exp277-frozen-contact-pdb50k-v2/step-18000", + "generator": "s3://marin-us-east-02a/MarinFold/exp304/model/exp277-step-266344", + "targets_sha256": "d264c3784def4c2b2fdf0906643cd9114f9bdb012c4aa5ce99a29890ecd0b064", + "target_source": "s3://marin-us-east-02a/MarinFold/exp356/data/v1/targets.parquet", + "generator_weights_sha256": "ca293e56fd4c2ebbfa1d65cedece171103b31dc6b68a16620e6eb10779fb3bc4" +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md index 19fcbd8c..61b635cd 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md @@ -46,8 +46,10 @@ An eight-H100 RNO worker was preempted repeatedly. Iris failure-retry limits do not limit preemption retries, so the worker repeated its shared model transfer and lost local progress. It was canceled on detection; the incident is recorded. -Twelve colocated H100 workers now resume the original source snapshots directly -from durable S3 trajectories. A complete guided comparison is still pending. +Recovery uses original source snapshots and durable S3 trajectories. After East +capacity remained full, a durable 6.014 GB RNO2A input mirror was completed with +per-chunk reservations and a restart-safe 7 GB cap. Regional H100 smoke tests +verify identical model and target hashes. The complete guided comparison is pending. Ordinary baselines are queued for 1,375 structures from 255 validation groups outside the pilot. No new reserved-test scores have been computed or inspected. From 7dfa85eb741dbd34bb8e58423ba825d9ca969d9f Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 12:38:26 -0400 Subject: [PATCH 07/50] Add complete-cohort diagnostics and resilient scoring dependencies --- .../README.md | 22 +++ .../data/dispatches.jsonl | 1 + .../pilot_pool/diagnostics/calibration.csv.gz | Bin 0 -> 13557 bytes .../data/pilot_pool/diagnostics/curves.csv.gz | Bin 0 -> 26933 bytes .../pilot_pool/diagnostics/quality.csv.gz | Bin 0 -> 7757 bytes .../data/server_tasks.jsonl | 5 + .../diagnose_maps.py | 152 ++++++++++++++++++ .../launch.py | 2 +- .../plot_diagnostics.py | 79 +++++++++ .../plots/pilot_pool_diagnostics.png | Bin 0 -> 246048 bytes .../pilot_pool_diagnostics.png.meta.json | 16 ++ .../plots/summary.pdf | Bin 230112 -> 322041 bytes .../pool_bootstrap.sh | 7 +- .../summary_narrative.md | 12 ++ .../watch_scoring.py | 69 ++++++++ 15 files changed, 363 insertions(+), 2 deletions(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/diagnostics/calibration.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/diagnostics/curves.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/diagnostics/quality.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/diagnose_maps.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plot_diagnostics.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_pool_diagnostics.png create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_pool_diagnostics.png.meta.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/watch_scoring.py diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md index e4bd96e1..007ec272 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md @@ -60,6 +60,19 @@ CSV inputs and timings are in `data/pilot_pool/`; the figure is `plots/pilot_pool.png`. An independent-pool latency benchmark requests each pool in a single vLLM call, avoiding the staged baseline's repeated batch costs. +Ordinary-pool diagnostics now include fixed sequence-length-budget precision/recall +curves, emitted-contact calibration and trajectory overlap. On the 128-rollout +pilot, mean absolute error in per-rollout predicted precision is 0.0606 and in +predicted recall is 0.0547, averaged within each structure and then across the +32 structures. Mean pairwise trajectory Jaccard overlap is 0.3473 (at most 128 +deterministically sampled trajectory pairs per protein). These measurements are +for ordinary generation; guided-rollout calibration is evaluated separately. +The calibration curve pools contacts, whereas the reported error means weight +structures equally. Figures and diagnostic CSVs are generated by +`diagnose_maps.py` and `plot_diagnostics.py`. + +![Ordinary rollout pool precision, recall, calibration and diversity](plots/pilot_pool_diagnostics.png) + ### Frozen pilot protocol `pilot.json` fixes 32 validation proteins from 32 distinct homology groups, @@ -153,6 +166,15 @@ H100 hardware and original frozen task bundles, with large weight reads now colocated. New larger phases also write to the regional bucket. The small existing guided results retain their original durable prefix for resumption. +The regional ordinary-generation bootstrap now uses the vLLM container's existing +interpreter instead of installing a second CUDA/PyTorch environment solely for +staging. A separate two-protein smoke run verified identical input and generator +hashes and completed all 8/32/128 rollout waves. Scientific recovery still executes +each task's original immutable source bundle. `watch_scoring.py` is a finite local +dependency watcher: it submits the five declared scoring tasks only after their +matching generation jobs succeed, records every launch, and exits after submission. +The active experiment monitor continues to check the scoring jobs themselves. + ## Conclusion _(Fill in after results are in.)_ diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl index 665b17de..db7f63b4 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl @@ -42,3 +42,4 @@ {"job_id": "/bizon/exp368-validation-pool-rno-001", "cluster": "cw-rno2a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T16:19:52.618859+00:00", 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a/experiments/exp368_evals_proofreader_guided_contact_maps/diagnose_maps.py b/experiments/exp368_evals_proofreader_guided_contact_maps/diagnose_maps.py new file mode 100644 index 00000000..e96897f6 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/diagnose_maps.py @@ -0,0 +1,152 @@ +"""Separate map coverage, trajectory diversity and proofreader calibration. + +Diagnostics require the entire named cohort. Contact calibration pools eligible +first occurrences within each rollout; structure-level error metrics give every +structure equal weight. Precision/recall curves use fixed multiples of sequence +length, with absent prediction slots counted as misses, as in the main metrics. +""" + +import argparse +import itertools +import json +from pathlib import Path + +import numpy as np +import pandas as pd +import pyarrow.parquet as pq + +from metrics import aggregate, rank_key + + +def read_maps(root: Path, entry: str, policy: str, n: int, plan: dict) -> list[dict]: + """Read only committed complete maps under the frozen pool semantics.""" + if policy not in {'ordinary', 'ordinary-direct'}: + key = root / entry / policy + if not key.with_suffix('.done.json').exists(): + raise FileNotFoundError('Incomplete policy: ' + str(key)) + rows = sorted(pq.read_table(key.with_suffix('.parquet')).to_pylist(), key=lambda row: row['sample']) + rows = rows[:n] + else: + independent = plan.get('pool_mode') == 'independent' + if independent != (policy == 'ordinary-direct'): + raise ValueError('Pool label conflicts with its frozen plan') + sizes = [n] if independent else [size for size in plan.get('pool_sizes', [8, 32, 128]) if size <= n] + rows = [] + for size in sizes: + key = root / entry / f'pool-{size}' + if not key.with_suffix('.done.json').exists(): + raise FileNotFoundError('Incomplete pool: ' + str(key)) + rows.extend(pq.read_table(key.with_suffix('.parquet')).to_pylist()) + if len(rows) != n or {row['sample'] for row in rows} != set(range(n)): + raise ValueError('Missing or duplicate rollout identities') + return rows + + +def eligible_observations(row: dict, truth: set[tuple[int, int]]) -> tuple[dict, int]: + """Verify labels and retain the first probability of each eligible pair.""" + unique = {} + duplicates = 0 + for pair, q, label in zip(row['pairs'], row['probabilities'], row['labels'], strict=True): + a, b = pair + pair = (a, b) + if bool(label) != (pair in truth): + raise ValueError('Stored contact label disagrees with target') + if not 0 <= a < b < row['L'] or b - a < 6: + continue + if not np.isfinite(q) or not 0 <= q <= 1: + raise ValueError('Invalid contact probability') + duplicates += int(pair in unique) + unique.setdefault(pair, q) + return unique, duplicates + + +def diversity(pair_sets: list[set]) -> dict: + """Measure independent trajectory overlap using at most 128 fixed pairs.""" + pairs = list(itertools.combinations(range(len(pair_sets)), 2)) + if len(pairs) > 128: + selected = np.random.default_rng(368).choice(len(pairs), size=128, replace=False) + pairs = [pairs[index] for index in selected] + overlap = [] + for i, j in pairs: + union = pair_sets[i] | pair_sets[j] + overlap.append(len(pair_sets[i] & pair_sets[j]) / len(union) if union else 1.) + union = set().union(*pair_sets) + observations = sum(map(len, pair_sets)) + return dict(pairwise_jaccard=float(np.mean(overlap)) if overlap else np.nan, + compared_trajectory_pairs=len(pairs), unique_candidates=len(union), + unique_per_observation=len(union) / observations if observations else 0.) + + +def main() -> None: + """Save complete-cohort calibration, diversity and fixed-budget curves.""" + parser = argparse.ArgumentParser() + parser.add_argument('--plan', type=Path, required=True) + parser.add_argument('--targets', type=Path, required=True) + parser.add_argument('--root', type=Path, required=True) + parser.add_argument('--spec', nargs='+', required=True, help='policy:rollouts:aggregation') + parser.add_argument('--out', type=Path, required=True) + args = parser.parse_args() + plan = json.loads(args.plan.read_text()) + targets = {row['entry_id']: row for row in pq.read_table(args.targets, + filters=[('entry_id', 'in', plan['entries'])]).to_pylist()} + if set(targets) != set(plan['entries']) or any(row['split'] != plan['split'] for row in targets.values()): + raise ValueError('Missing targets or wrong split') + quality, bins, curves = [], [], [] + for spec in args.spec: + policy, count, method = spec.split(':') + n = int(count) + for entry in plan['entries']: + target = targets[entry] + truth = set(map(tuple, target['contacts'])) + rows = read_maps(args.root, entry, policy, n, plan) + identity = dict(entry_id=entry, group_id=target['group_id'], L=target['L'], + policy=policy, rollouts=n, method=method) + observations = [eligible_observations(row, truth) for row in rows] + unique = [item[0] for item in observations] + pairs = [set(item) for item in unique] + probability = np.array([q for item in unique for q in item.values()]) + labels = np.array([float(pair in truth) for item in unique for pair in item]) + if not len(truth): + raise ValueError('Target has no eligible native contacts') + precision = np.array([len(item & truth) / len(item) if item else 0. for item in pairs]) + recall = np.array([len(item & truth) / len(truth) for item in pairs]) + predicted_precision = np.array([np.mean(list(item.values())) if item else 0. for item in unique]) + predicted_recall = np.array([row['predicted_recall'] for row in rows]) + bin_ids = np.minimum((probability * 10).astype(int), 9) + for bin_id in range(10): + mask = bin_ids == bin_id + bins.append(dict(**identity, bin=bin_id, count=int(mask.sum()), + sum_probability=float(probability[mask].sum()), positives=float(labels[mask].sum()))) + quality.append(dict(**identity, **diversity(pairs), + oracle_coverage=len(set().union(*pairs) & truth) / len(truth), + mean_contacts=float(np.mean(list(map(len, pairs)))), + trajectory_precision=float(precision.mean()), trajectory_recall=float(recall.mean()), + predicted_precision=float(predicted_precision.mean()), predicted_recall=float(predicted_recall.mean()), + precision_mae=float(np.abs(predicted_precision - precision).mean()), + recall_mae=float(np.abs(predicted_recall - recall).mean()), + contact_brier=float(np.mean((probability - labels) ** 2)) if len(labels) else np.nan, + finished_fraction=float(np.mean([row['finished'] for row in rows])), + eligible_duplicates=sum(item[1] for item in observations), + malformed=sum(row['malformed'] for row in rows), + invalid_contacts=sum(row['invalid_contacts'] for row in rows))) + scores = aggregate(rows, method) + for separation in [6, 24]: + native = {pair for pair in truth if pair[1] - pair[0] >= separation} + ranked = sorted((pair for pair in scores if pair[1] - pair[0] >= separation), + key=lambda pair: (-scores[pair], rank_key(pair))) + cumulative = np.cumsum([pair in native for pair in ranked]) + for multiplier in [.1, .25, .5, 1., 2., 4., 8., 16.]: + budget = max(1, int(target['L'] * multiplier)) + tp = int(cumulative[min(budget, len(cumulative)) - 1]) if len(cumulative) else 0 + curves.append(dict(**identity, separation=separation, budget_L=multiplier, + prediction_budget=budget, native_contacts=len(native), + precision=tp / budget if native else np.nan, + recall=tp / len(native) if native else np.nan)) + args.out.mkdir(parents=True, exist_ok=True) + for name, records in [('quality', quality), ('calibration', bins), ('curves', curves)]: + pd.DataFrame(records).to_csv(args.out / f'{name}.csv.gz', index=False) + print(f'Complete map configurations analyzed: {len(quality)}') + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py index 9e8d3d26..6c6e6978 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py @@ -41,7 +41,7 @@ def main() -> None: raise ValueError('All new jobs must be colocated with storage; preemption can repeat model staging') entrypoint = (['uv', 'run', '--no-project', '--with', 's3fs==2026.2.0', '--with', 'huggingface-hub==1.7.1', 'python', 'prepare_regional_mirror.py'] if mirror else - ['bash', 'pool_bootstrap.sh' if args.kind == 'pool' else 'bootstrap.sh', + ['bash', 'pool_bootstrap.sh' if args.kind in {'pool', 'regional-pool'} else 'bootstrap.sh', *(['--score'] if args.kind == 'score' else ['--serve'] if server else ['--recover', '--regional'] if regional else ['--recover'] if args.kind == 'recover' else [])]) command = ['uv', 'run', '--project', str(client), '--package', 'marin-iris', diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plot_diagnostics.py b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_diagnostics.py new file mode 100644 index 00000000..71338a74 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_diagnostics.py @@ -0,0 +1,79 @@ +"""Plot map precision/recall and the calibration of emitted contact judgments.""" + +import argparse +from pathlib import Path + +import matplotlib.pyplot as plt +import pandas as pd + +from build_summary import save_plot_with_meta + + +def main() -> None: + """Compare explicit configurations on one complete structure cohort.""" + parser = argparse.ArgumentParser() + parser.add_argument('--data', nargs='+', type=Path, required=True) + parser.add_argument('--spec', nargs='+', required=True) + parser.add_argument('--out', type=Path, required=True) + parser.add_argument('--title', required=True) + args = parser.parse_args() + tables = {name: pd.concat([pd.read_csv(path / f'{name}.csv.gz') for path in args.data], ignore_index=True) + for name in ['quality', 'calibration', 'curves']} + selected = [] + cohort = None + for spec in args.spec: + policy, count, method = spec.split(':') + rows = {name: frame[(frame.policy == policy) & (frame.rollouts == int(count)) & (frame.method == method)] + for name, frame in tables.items()} + quality = rows['quality'] + entries = set(quality.entry_id) + if not entries or quality.entry_id.duplicated().any(): + raise ValueError('Missing or duplicated map configuration: ' + spec) + if cohort is not None and entries != cohort: + raise ValueError('Diagnostic plots require the same structure cohort') + cohort = entries + selected.append((spec, rows)) + fig, axes = plt.subplots(2, 2, figsize=(12.4, 9)) + coverage_points = {} + for index, (spec, rows) in enumerate(selected): + color = plt.get_cmap('tab10')(index) + for axis, separation in zip(axes[0], [6, 24], strict=True): + frame = rows['curves'] + frame = frame[frame.separation == separation] + curve = frame.groupby('budget_L')[['precision', 'recall']].mean() + axis.plot(curve.recall, curve.precision, 'o-', color=color, label=spec, markersize=4) + axis.set(xlabel='Recall at fixed L-based prediction budgets', ylabel='Precision', xlim=(0, 1), ylim=(0, 1), + title='All eligible contacts' if separation == 6 else 'Long-range contacts') + bins = rows['calibration'].groupby('bin')[['count', 'sum_probability', 'positives']].sum() + bins = bins[bins['count'] > 0] + axes[1, 0].plot(bins.sum_probability / bins['count'], bins.positives / bins['count'], 'o-', color=color, + label=spec, markersize=4) + quality = rows['quality'] + point = (quality.pairwise_jaccard.mean(), quality.oracle_coverage.mean()) + if point not in coverage_points: + axes[1, 1].scatter(*point, color=color, label=spec, s=65) + coverage_points[point] = [] + coverage_points[point].append(str(index + 1)) + for point, labels in coverage_points.items(): + axes[1, 1].annotate(', '.join(labels), point, xytext=(6, 5), textcoords='offset points') + axes[0, 0].legend(fontsize=7) + axes[1, 0].plot([0, 1], [0, 1], '--', color='.5', linewidth=1) + axes[1, 0].set(xlabel='Predicted contact probability', ylabel='Observed contact accuracy', + title='Emitted-contact calibration', xlim=(0, 1), ylim=(0, 1)) + axes[1, 1].set(xlabel='Mean trajectory-pair Jaccard overlap', ylabel='Native contacts appearing in the pool', + title='Diversity and oracle coverage', xlim=(0, 1), ylim=(0, 1)) + for axis in axes.flat: + axis.grid(alpha=.2) + fig.suptitle(args.title) + fig.tight_layout() + save_plot_with_meta(fig, args.out, dpi=180, + caption='Curves average over the same structures at budgets 0.1, 0.25, 0.5, 1, 2, 4, 8 and 16 times sequence length. ' + 'Unfilled slots count as misses; curves do not use native contact counts to choose the prediction budget. ' + 'Calibration pools first occurrences within each rollout and is contact-weighted. ' + 'Diversity and coverage are structure means; at most 128 deterministically sampled trajectory pairs measure overlap. ' + 'Numbers in the coverage panel follow legend order; multiple aggregators of the same pool share calibration and diversity.') + plt.close(fig) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_pool_diagnostics.png b/experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_pool_diagnostics.png new file mode 100644 index 0000000000000000000000000000000000000000..c179e4a8045f5832ef896d822ebe7458a703579e GIT binary patch literal 246048 zcmeFZc{tYV`!@P9m1v-7G)2i2kxFDpM3RgVNk~x{GbCf8P?18DG8d7dWQdR_jR4ud7jrDpsAsv+b>jK|r+;jERd z%~nzIEuvB)JeH1*c4wu<#H|1Q4pCc&lVY!ooIc=H7TKvDK1)&SQpvwGN7sgMP&5>^ zPieRAxrp9xE(UD+4GVs|{p3_qVqr@&O|=wZ6fn@LVm!sB75n)kMR>`ai#_yq4Y6_W!Rh)xO)IivO1%FN{ep4M>T2u%>jinAn`<-u&rit8n#lS8qK~Ln*wn=WW=F%a&mGH zZ-@eK2+xKMaq8x=%We%t*q=Qs+^^}sTlE$>fF>pA7R zh>?*ccqaTYcI#g zZ#2w26Y%R>ZgE4yx`~O24o)Ffy)BCtEs}B@5lJ!5z2r4BzEDd`%m2!iJ&KC7ix)3G 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+ "Ordinary pools on 32 validation proteins", + "--out", + "experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_pool_diagnostics.png" + ], + "caption": "Curves average over the same structures at budgets 0.1, 0.25, 0.5, 1, 2, 4, 8 and 16 times sequence length. Unfilled slots count as misses; curves do not use native contact counts to choose the prediction budget. Calibration pools first occurrences within each rollout and is contact-weighted. Diversity and coverage are structure means; at most 128 deterministically sampled trajectory pairs measure overlap. Numbers in the coverage panel follow legend order; multiple aggregators of the same pool share calibration and diversity." +} \ No newline at end of file diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf b/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf index 35dc103a9e62e129c13a5f13dc562734eb692592..70c2a71242c6c116378caac0bee94285c9ef61e0 100644 GIT binary patch delta 98639 zcmZ5{2RN1g`~NYjlZ0{zp<_$3cQOmvSy|b#_nuFLLPU>|ove^~j5Mf3MuE{(tBCT-WE#c|7lRkJsyU-@S{a*?dV~>wraKjdZR};OQQ&ADgc?;QUaS#z%4_@he6G<0l9PiZ|7W_lk zv*27h*8z7Q4V&5ypNrTG8E)IVuHBp#FF2o-E9ej;1Yfs#sdnu?bg;(VhxNl5A3_}C3!>|(D>B~HbbWq?ea~u=!!c07t7sEAkoTeod;6}*QgWE%es4on z$BkPv2G6JY?kJ=_W7w2qRE&2?JAVDWtUC4CpPcF%YaL3sOq=_%r(};0U12!Ok}3P# z)iHQuk2hDc^YeP{eJA#b5zHqhPrQz&3DmTp?GK8W`_-&&i||&rm&?xX?JL?sKIC}n zPUgz*j(w|f)!f)>c)`MfS746(=>DJ=RGukxzEO1HHs+=DF<%-9_cq9%%JM9{bKi5d zK6mbt$o=)8ycgFV>~kEM4vhQpZq-9dEW3|P(Uo@3++jx{{T1@!y=qKFJUR7Oykeqk 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propcache==0.5.4 python-dateutil==2.9.0.post0 six==1.17.0 urllib3==2.8.0 \ - wrapt==1.17.4rc1 yarl==1.25.1 pyarrow==23.0.1 + wrapt==1.17.4rc1 yarl==1.25.1 pyarrow==23.0.1 safetensors==0.7.0 fi +export EXP368_VLLM_READY=1 if [ "${1:-}" = "--prepare-only" ]; then exit 0; fi +if [ "${1:-}" = "--recover" ]; then + shift + exec "$VLLM_PY" recover_task.py "$@" +fi export VLLM_PORT=$("$VLLM_PY" -c 'import socket; s=socket.socket(); s.bind(("",0)); print(s.getsockname()[1]); s.close()') exec "$VLLM_PY" pool.py "$@" diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md index 61b635cd..fe16633e 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md @@ -20,6 +20,18 @@ remaining error is ranking error despite the much larger candidate pool. Confidence tie-breaking and predicted-F1 vote weighting were added as exploratory validation tests. Their tiny gains over frequency have intervals including zero. +## Baseline calibration and coverage + +On 128 ordinary rollouts per pilot structure, per-rollout predicted precision +has mean absolute error 0.0606 and predicted recall 0.0547. Errors average within +structures and then over the same 32 structures. Contact calibration curves +weight individual contacts; the two summaries answer different questions. + +Mean trajectory overlap is 0.3473. Enlarging the pool exposes about 95% of native +contacts, but ranking only recovers about 60% at the native contact-count budget. +The remaining ranking gap motivates guidance and better aggregation; it does not +establish that either can close the gap. Guided-rollout calibration is pending. + ## First result: aggregation baseline On existing validation rollouts, sum q remains strongest among five simple diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/watch_scoring.py b/experiments/exp368_evals_proofreader_guided_contact_maps/watch_scoring.py new file mode 100644 index 00000000..ce2942c4 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/watch_scoring.py @@ -0,0 +1,69 @@ +"""Start frozen scoring tasks after their corresponding generation jobs finish. + +This finite dependency watcher submits only the five predeclared validation +scoring jobs. It records submissions through launch.py, detects previous +submissions on restart, and exits once all five exist. Failed parents or scoring +jobs stop the watcher visibly for the monitoring agent to investigate. +""" + +import json +import subprocess +import sys +import time +from datetime import UTC, datetime + +from runtime import HERE + +RESULT_ROOT = 's3://marinfold-exp368-rno2a/MarinFold/exp368/results' +DEPENDENCIES = [('exp368-pilot-direct-rno-v1', '42-regional-pilot-direct-score-000', + 'exp368-pilot-direct-score-rno-v1')] +DEPENDENCIES += [(f'exp368-validation-pool-rno-{shard:03d}', + f'43-regional-validation-pool-score-{shard:03d}', + f'exp368-validation-score-rno-{shard:03d}') for shard in range(4)] + + +def main() -> None: + """Advance known dependencies without changing scientific source snapshots.""" + client = HERE.parent.parent / 'scratch/exp368-iris-client' + query = json.dumps({'query': {'job_id_prefix': '/bizon/exp368', 'limit': 100}}) + command = ['uv', 'run', '--project', str(client), '--package', 'marin-iris', + 'iris', '--cluster', 'marin', 'rpc', 'controller', 'list-jobs', '--json', query] + previous = None + while True: + state = json.loads(subprocess.check_output(command, text=True, stderr=subprocess.DEVNULL)) + if state.get('has_more'): + raise ValueError('Iris status truncated; refusing an incomplete dependency view') + jobs = {job['job_id']: job for job in state['jobs']} + submitted = {json.loads(line)['job_id'] for line in (HERE / 'data/dispatches.jsonl').read_text().splitlines()} + status = {} + for parent, task, name in DEPENDENCIES: + parent_id, child_id = '/bizon/' + parent, '/bizon/' + name + if parent_id not in jobs: + raise ValueError('Missing parent job: ' + parent_id) + if jobs[parent_id]['state'] in {'JOB_STATE_FAILED', 'JOB_STATE_KILLED'}: + raise RuntimeError('Generation needs recovery: ' + parent_id) + if child_id in submitted: + if child_id in jobs and jobs[child_id]['state'] in {'JOB_STATE_FAILED', 'JOB_STATE_KILLED'}: + raise RuntimeError('Scoring needs recovery: ' + child_id) + status[name] = jobs.get(child_id, {}).get('state', 'SUBMITTED') + continue + if jobs[parent_id]['state'] != 'JOB_STATE_SUCCEEDED': + status[name] = 'WAITING_FOR_GENERATION' + continue + subprocess.run([sys.executable, str(HERE / 'launch.py'), '--kind', 'regional-recover', + '--cluster', 'cw-rno2a', '--name', name, '--', '--task', task, + '--result-root', RESULT_ROOT], check=True) + status[name] = 'SUBMITTED' + snapshot = dict(observed_at=datetime.now(UTC).isoformat(), dependencies=status) + (HERE / '_cache/scoring_dependencies.json').write_text(json.dumps(snapshot, indent=2)) + if status != previous: + print(json.dumps(snapshot), flush=True) + previous = status + if all(value != 'WAITING_FOR_GENERATION' for value in status.values()): + print('All five scoring dependencies submitted; watcher finished.', flush=True) + return + time.sleep(120) + + +if __name__ == '__main__': + main() From d4970d4d1ab0fa4e79ab944642f0de6d75b1f629 Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 13:02:25 -0400 Subject: [PATCH 08/50] Benchmark single-batch pools and add fixed-length guidance controls --- .../README.md | 34 +++ .../data/capacity_observation.json | 10 + .../data/dispatches.jsonl | 3 + .../data/pilot_direct/calibration.csv.gz | Bin 0 -> 43 bytes .../data/pilot_direct/completeness.csv | 97 +++++++++ .../diagnostics/calibration.csv.gz | Bin 0 -> 13626 bytes .../pilot_direct/diagnostics/curves.csv.gz | Bin 0 -> 27374 bytes .../pilot_direct/diagnostics/quality.csv.gz | Bin 0 -> 7748 bytes .../data/pilot_direct/paired_vs_sumq8.csv | 181 ++++++++++++++++ .../pilot_direct/paired_vs_sumq8.skipped.json | 1 + .../data/pilot_direct/per_protein.csv.gz | Bin 0 -> 35695 bytes .../data/pilot_direct/summary.csv | 22 ++ .../data/pilot_direct/timings.csv | 193 ++++++++++++++++++ .../pilot_direct/trajectory_quality.csv.gz | Bin 0 -> 50 bytes .../data/server_tasks.jsonl | 1 + .../length_probe.json | 91 +++++++++ .../length_probe.py | 151 ++++++++++++++ .../length_smoke.json | 61 ++++++ .../monitor.py | 10 +- .../plot_frontier.py | 64 ++++++ .../plots/pilot_direct_pool.png | Bin 0 -> 134765 bytes .../plots/pilot_direct_pool.png.meta.json | 12 ++ .../plots/summary.pdf | Bin 322041 -> 407426 bytes .../publish_to_hf.py | 69 +++++++ .../recover_task.py | 4 +- .../submit_tasks.py | 9 +- .../summary_narrative.md | 22 ++ .../test_length_probe.py | 27 +++ 28 files changed, 1056 insertions(+), 6 deletions(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/capacity_observation.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/calibration.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/completeness.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/diagnostics/calibration.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/diagnostics/curves.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/diagnostics/quality.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/paired_vs_sumq8.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/paired_vs_sumq8.skipped.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/per_protein.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/summary.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/timings.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/trajectory_quality.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/length_probe.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/length_probe.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/length_smoke.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plot_frontier.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_direct_pool.png create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_direct_pool.png.meta.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/publish_to_hf.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/test_length_probe.py diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md index 007ec272..a36415d0 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md @@ -73,6 +73,20 @@ structures equally. Figures and diagnostic CSVs are generated by ![Ordinary rollout pool precision, recall, calibration and diversity](plots/pilot_pool_diagnostics.png) +The separate single-batch pool benchmark is also complete on all 32 pilot +structures. At 128 rollouts, frequency ranking gives all-contact R-precision +0.6036 and long-range R-precision 0.5894, using 7.165 mean warm H100 seconds per +map. Relative to eight rollouts with sum-q aggregation (0.5792 all-contact, +0.5537 long-range, 2.649 seconds), the paired gains are 0.0244 (95% interval +0.0101–0.0373) and 0.0357 (0.0154–0.0519). At 128 rollouts, sum q gives 0.6006 +all-contact and 0.5876 long-range R-precision at 9.581 seconds. The candidate +pool contains 95.39% of native contacts. These single-batch measurements are the +preferred practical cost baseline; nested pools remain a separate experiment. +Neither score nor timing comparisons treat stochastic completions from different +batch sizes or deployments as identical. Data are in `data/pilot_direct/`. + +![Contact-map accuracy from pools requested in a single batch](plots/pilot_direct_pool.png) + ### Frozen pilot protocol `pilot.json` fixes 32 validation proteins from 32 distinct homology groups, @@ -127,6 +141,26 @@ read for tuning, panel selection or stopping decisions. The existing test set was previously used for the proofreader release, which is disclosed in the eventual report; generator pretraining decontamination is not established. +### Exploratory fixed-length control + +While the original pilot was running, five short proteins had complete results +for every policy. On this shared, incomplete cohort, top-10% filtering increased +mean per-rollout precision from 0.5862 to 0.6956, but emitted 26.10 rather than +40.85 contacts and reduced recall from 0.5803 to 0.5193. Every trajectory in +these two groups ended with a sampled EOS. These observations motivate a +stopping-rule test; they do not select a winner or estimate full-pilot performance. + +`length_probe.json` freezes an additional exploratory comparison on the same +32 pilot proteins: ordinary constrained sampling and top-10%-of-16 sampling, +each evaluated at exactly L and 2L unique contacts with EOS disabled. Four +independent continuations are generated per sampler and protein. The L map is +a prefix of its corresponding 2L continuation, giving 256 underlying trajectories +and 512 prefix maps. No artificial EOS is appended. Both methods receive the +same fixed budgets, which depend only on sequence length. Timings accumulate +generation and prefix scoring, including the intermediate L score in the 2L +cost, while excluding artifact writes. This addition is explicitly adaptive and +uses no new reserved-test scores. The original 15-policy protocol remains frozen. + ### Execution and recovery Jobs are independent batch H100 root jobs on `cw-us-east-02a`, submitted through diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/capacity_observation.json b/experiments/exp368_evals_proofreader_guided_contact_maps/data/capacity_observation.json new file mode 100644 index 00000000..fa5df46b --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/capacity_observation.json @@ -0,0 +1,10 @@ +{ + "observed_at": "2026-10-21T16:50:05Z", + "cluster": "cw-rno2a", + "advertised_free_h100": 16, + "physical_unrequested_h100": 16, + "schedulable_unrequested_h100": 0, + "unschedulable_node_count_with_free_gpu": 2, + "interpretation": "Both nodes with physically free GPUs were cordoned; one was also NotReady. No shared cluster state was changed. The scoring pod was subsequently admitted at 16:50:04 UTC with its original eight-CPU request.", + "monitoring_change": "Show task_state_counts in active jobs; JOB_STATE_RUNNING can include TASK_STATE_BUILDING pods waiting for Kubernetes admission." +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl index db7f63b4..cdb0f988 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl @@ -43,3 +43,6 @@ {"job_id": "/bizon/exp368-validation-pool-rno-002", "cluster": "cw-rno2a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T16:19:59.236393+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run 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+ordinary-direct,128,sumq,32,32,306.5852261353284,9.580788316729013,31,0.6005843317775593,0.5268900893735113,0.6646777010268315,0.6342634281026253,0.5435561789891431,0.7117568098888413,0.9539222368422091,0.9317170946678881,0.972457947253001,0.5875603539635669,0.5106058710904802,0.6543587170824706,0.6091635366387176,0.5179542688626795,0.6884543086013976,0.9428380120690083,0.9142858836241758,0.9645258273500483,232.8837890625,163.53862915039062,325.51926879882814,0.5488919472127933,0.47946731859945146,0.6122046518120443,0.7245777838772011,0.6367212898012254,0.7975948105149425,0.8415479446588843,0.7559725260475507,0.9098738428501565 diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/timings.csv b/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/timings.csv new file mode 100644 index 00000000..a4de4539 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/timings.csv @@ -0,0 +1,193 @@ +stem,n_residues,n_pairs,mode,sample_start,sample_end,elapsed_seconds,model_load_seconds,total_seconds,timing_scope,timestamp_utc,model_nickname,runner_tag,gpu_name,gpu_total_memory_gb,gpu_compute_capability,hostname,platform,torch_version +6dsl_A,33,133,vllm-ordinary,0.0,8,0.2904004510492086,164.4454408697784,164.84870841447264,"one protein, independent complete pool",2026-10-21T16:23:20.742969+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dsl_A,33,133,proofread-ordinary,,8,0.4811321403831243,7.84094300866127,8.354715172201395,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:39.133861+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6dsl_A,33,548,vllm-ordinary,0.0,32,0.256869588047266,164.4454408697784,164.79879081062973,"one protein, independent complete pool",2026-10-21T16:23:21.453237+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dsl_A,33,548,proofread-ordinary,,32,0.1085914056748151,7.84094300866127,7.974396066740155,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:39.344293+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6dsl_A,33,2281,vllm-ordinary,0.0,128,0.4367239801213145,164.4454408697784,165.07306999899447,"one protein, independent complete pool",2026-10-21T16:23:22.218154+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dsl_A,33,2281,proofread-ordinary,,128,0.358349522575736,7.84094300866127,8.233327204361558,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:39.828540+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6z0m_A,48,209,vllm-ordinary,0.0,8,0.2779063293710351,164.4454408697784,164.75597294513136,"one protein, independent complete pool",2026-10-21T16:23:22.590099+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6z0m_A,48,209,proofread-ordinary,,8,0.0439219549298286,7.84094300866127,7.910807685926557,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:39.982202+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6z0m_A,48,824,vllm-ordinary,0.0,32,0.3377320114523172,164.4454408697784,164.8139730123803,"one protein, independent complete pool",2026-10-21T16:23:23.246727+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6z0m_A,48,824,proofread-ordinary,,32,0.1148899924010038,7.84094300866127,7.98028770275414,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:40.201972+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6z0m_A,48,3275,vllm-ordinary,0.0,128,0.5607449961826205,164.4454408697784,165.0394380716607,"one protein, independent complete pool",2026-10-21T16:23:23.911780+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6z0m_A,48,3275,proofread-ordinary,,128,0.4010632559657097,7.84094300866127,8.270355684682727,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:40.724206+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1k3h_A,71,286,vllm-ordinary,0.0,8,0.3692731177434325,164.4454408697784,164.8410885417834,"one protein, independent complete pool",2026-10-21T16:23:24.455400+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1k3h_A,71,286,proofread-ordinary,,8,0.0489192474633455,7.84094300866127,7.911346405744553,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:40.880274+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1k3h_A,71,1135,vllm-ordinary,0.0,32,0.465110233053565,164.4454408697784,165.0130705870688,"one protein, independent complete pool",2026-10-21T16:23:25.242713+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1k3h_A,71,1135,proofread-ordinary,,32,0.143307939171791,7.84094300866127,8.008056370541453,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:41.120997+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1k3h_A,71,4613,vllm-ordinary,0.0,128,0.8225504392758012,164.4454408697784,165.30509187467396,"one protein, independent complete pool",2026-10-21T16:23:26.186420+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1k3h_A,71,4613,proofread-ordinary,,128,0.5437580160796642,7.84094300866127,8.408938931301236,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:41.780938+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1ilo_A,77,527,vllm-ordinary,0.0,8,0.6714802021160722,164.4454408697784,165.14250157494098,"one protein, independent complete pool",2026-10-21T16:23:27.045220+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ilo_A,77,527,proofread-ordinary,,8,0.0524425040930509,7.84094300866127,7.913389563560486,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:41.925247+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1ilo_A,77,2077,vllm-ordinary,0.0,32,0.7896636361256242,164.4454408697784,165.26801755372435,"one protein, independent complete pool",2026-10-21T16:23:27.995874+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ilo_A,77,2077,proofread-ordinary,,32,0.1766694895923137,7.84094300866127,8.040114169940352,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:42.204153+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1ilo_A,77,8223,vllm-ordinary,0.0,128,1.327586722560227,164.4454408697784,165.8230359228328,"one protein, independent complete pool",2026-10-21T16:23:29.453947+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ilo_A,77,8223,proofread-ordinary,,128,0.6739566829055548,7.84094300866127,8.544196017086506,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:43.020437+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2jov_A,85,396,vllm-ordinary,0.0,8,0.6937603121623397,164.4454408697784,165.29390632361174,"one protein, independent complete pool",2026-10-21T16:23:30.361861+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jov_A,85,396,proofread-ordinary,,8,0.047588201239705,7.84094300866127,7.910312220454216,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:43.177483+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2jov_A,85,1695,vllm-ordinary,0.0,32,0.930043169297278,164.4454408697784,165.40575367584825,"one protein, independent complete pool",2026-10-21T16:23:31.404305+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jov_A,85,1695,proofread-ordinary,,32,0.1918202042579651,7.84094300866127,8.053572613745928,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:43.472216+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2jov_A,85,6875,vllm-ordinary,0.0,128,1.5134544288739562,164.4454408697784,166.00585178472102,"one protein, independent complete pool",2026-10-21T16:23:33.039390+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jov_A,85,6875,proofread-ordinary,,128,0.750725032761693,7.84094300866127,8.619371647015214,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:44.373160+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +3lkl_A,93,650,vllm-ordinary,0.0,8,0.9188759280368686,164.4454408697784,165.3891125852242,"one protein, independent complete pool",2026-10-21T16:23:34.041479+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lkl_A,93,650,proofread-ordinary,,8,0.0594245884567499,7.84094300866127,7.922062132507563,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:44.525931+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +3lkl_A,93,2560,vllm-ordinary,0.0,32,1.0325088016688824,164.4454408697784,165.5066178375855,"one protein, independent complete pool",2026-10-21T16:23:35.170214+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lkl_A,93,2560,proofread-ordinary,,32,0.1986197922378778,7.84094300866127,8.067558027803898,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:44.845324+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +3lkl_A,93,10154,vllm-ordinary,0.0,128,1.6911386642605066,164.4454408697784,166.20265584997833,"one protein, independent complete pool",2026-10-21T16:23:37.009132+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lkl_A,93,10154,proofread-ordinary,,128,0.7684803754091263,7.84094300866127,8.650706812739372,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:45.776832+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4ofk_A,103,760,vllm-ordinary,0.0,8,0.9607411930337548,164.4454408697784,165.4325193213299,"one protein, independent complete pool",2026-10-21T16:23:38.063436+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ofk_A,103,760,proofread-ordinary,,8,0.0612231250852346,7.84094300866127,7.922581344842911,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:45.934687+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4ofk_A,103,3002,vllm-ordinary,0.0,32,1.1584793413057923,164.4454408697784,165.63645351771265,"one protein, independent complete pool",2026-10-21T16:23:39.327269+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ofk_A,103,3002,proofread-ordinary,,32,0.2228870280086994,7.84094300866127,8.08693541586399,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:46.283211+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4ofk_A,103,12178,vllm-ordinary,0.0,128,2.030867837369442,164.4454408697784,166.5378934359178,"one protein, independent complete pool",2026-10-21T16:23:41.530297+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ofk_A,103,12178,proofread-ordinary,,128,0.8914199564605951,7.84094300866127,8.76964846253395,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:47.342729+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4g1r_A,114,938,vllm-ordinary,0.0,8,1.2214101823046803,164.4454408697784,165.6938840188086,"one protein, independent complete pool",2026-10-21T16:23:42.847580+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4g1r_A,114,938,proofread-ordinary,,8,0.0733946785330772,7.84094300866127,7.937818707898259,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:47.546013+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4g1r_A,114,3745,vllm-ordinary,0.0,32,1.4531335206702352,164.4454408697784,165.94525571819395,"one protein, independent complete pool",2026-10-21T16:23:44.417086+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4g1r_A,114,3745,proofread-ordinary,,32,0.2684881333261728,7.84094300866127,8.132638296112418,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:47.933395+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4g1r_A,114,14721,vllm-ordinary,0.0,128,2.4083663672208786,164.4454408697784,166.93974542804062,"one protein, independent complete pool",2026-10-21T16:23:46.995710+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4g1r_A,114,14721,proofread-ordinary,,128,1.00590206310153,7.84094300866127,8.891117295250297,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:49.120561+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2db2_A,119,765,vllm-ordinary,0.0,8,1.0467900531366467,164.4454408697784,165.51847850438207,"one protein, independent complete pool",2026-10-21T16:23:48.144921+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2db2_A,119,765,proofread-ordinary,,8,0.0621056109666824,7.84094300866127,7.92908600717783,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:49.285502+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2db2_A,119,2870,vllm-ordinary,0.0,32,1.2612978974357247,164.4454408697784,165.73773145396262,"one protein, independent complete pool",2026-10-21T16:23:49.511987+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2db2_A,119,2870,proofread-ordinary,,32,0.2362917345017194,7.84094300866127,8.100287867709994,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:49.631406+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2db2_A,119,11690,vllm-ordinary,0.0,128,2.179174014367163,164.4454408697784,166.6841353122145,"one protein, independent complete pool",2026-10-21T16:23:51.835835+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2db2_A,119,11690,proofread-ordinary,,128,0.9746116623282431,7.84094300866127,8.845722857862711,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:50.759949+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6xxd_A,125,611,vllm-ordinary,0.0,8,0.8419411145150661,164.4454408697784,165.32444042153656,"one protein, independent complete pool",2026-10-21T16:23:52.771526+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6xxd_A,125,611,proofread-ordinary,,8,0.0571121405810117,7.84094300866127,7.924045830965042,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:50.926846+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6xxd_A,125,2444,vllm-ordinary,0.0,32,0.9778626104816794,164.4454408697784,165.4537186725065,"one protein, independent complete pool",2026-10-21T16:23:53.841041+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6xxd_A,125,2444,proofread-ordinary,,32,0.2178182918578386,7.84094300866127,8.080683121457696,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:51.258613+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6xxd_A,125,9695,vllm-ordinary,0.0,128,1.667278442531824,164.4454408697784,166.16635266970843,"one protein, independent complete pool",2026-10-21T16:23:55.654114+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6xxd_A,125,9695,proofread-ordinary,,128,0.8413194958120584,7.84094300866127,8.709846336394548,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:52.261432+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5fmu_A,131,656,vllm-ordinary,0.0,8,1.0699171554297209,164.4454408697784,165.54020647518337,"one protein, independent complete pool",2026-10-21T16:23:56.814403+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5fmu_A,131,656,proofread-ordinary,,8,0.0644501950591802,7.84094300866127,7.93769534304738,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:52.443841+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5fmu_A,131,2392,vllm-ordinary,0.0,32,1.2306445557624102,164.4454408697784,165.71170114632696,"one protein, independent complete pool",2026-10-21T16:23:58.164320+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5fmu_A,131,2392,proofread-ordinary,,32,0.2420275714248418,7.84094300866127,8.110991844907403,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:52.816786+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5fmu_A,131,10998,vllm-ordinary,0.0,128,2.254423601552844,164.4454408697784,166.76130150351673,"one protein, independent complete pool",2026-10-21T16:24:00.576558+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5fmu_A,131,10998,proofread-ordinary,,128,1.0313053615391254,7.84094300866127,8.90334746427834,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:54.047871+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6ejq_A,138,568,vllm-ordinary,0.0,8,0.9005264388397336,164.4454408697784,165.3706212034449,"one protein, independent complete pool",2026-10-21T16:24:01.563539+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ejq_A,138,568,proofread-ordinary,,8,0.0596171934157609,7.84094300866127,7.9266849514096975,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:54.234747+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6ejq_A,138,2252,vllm-ordinary,0.0,32,1.2624306380748749,164.4454408697784,165.75313019007444,"one protein, independent complete pool",2026-10-21T16:24:02.949355+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ejq_A,138,2252,proofread-ordinary,,32,0.2376089487224817,7.84094300866127,8.104984885081649,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:54.600050+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6ejq_A,138,8635,vllm-ordinary,0.0,128,1.9134231256321077,164.4454408697784,166.4233994409442,"one protein, independent complete pool",2026-10-21T16:24:05.019688+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ejq_A,138,8635,proofread-ordinary,,128,0.9525674488395452,7.84094300866127,8.82186521217227,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:55.717304+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4d5r_A,151,1016,vllm-ordinary,0.0,8,1.4091037586331367,164.4454408697784,165.88239690102637,"one protein, independent complete pool",2026-10-21T16:24:06.513496+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4d5r_A,151,1016,proofread-ordinary,,8,0.0818500760942697,7.84094300866127,7.9515985157340765,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:55.908597+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4d5r_A,151,4194,vllm-ordinary,0.0,32,1.7110254559665918,164.4454408697784,166.1924415724352,"one protein, independent complete pool",2026-10-21T16:24:08.329461+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4d5r_A,151,4194,proofread-ordinary,,32,0.3176341503858566,7.84094300866127,8.181763844564557,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:56.385801+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4d5r_A,151,16754,vllm-ordinary,0.0,128,3.1764641869813204,164.4454408697784,167.69741192553192,"one protein, independent complete pool",2026-10-21T16:24:11.675970+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4d5r_A,151,16754,proofread-ordinary,,128,1.2766296844929457,7.84094300866127,9.155715553089976,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:57.846056+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4ftx_A,158,1164,vllm-ordinary,0.0,8,1.531046117655933,164.4454408697784,166.0058240313083,"one protein, independent complete pool",2026-10-21T16:24:13.312766+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ftx_A,158,1164,proofread-ordinary,,8,0.0837180949747562,7.84094300866127,7.950490852817893,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:58.035738+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4ftx_A,158,4508,vllm-ordinary,0.0,32,1.9408266274258492,164.4454408697784,166.42425190564245,"one protein, independent complete pool",2026-10-21T16:24:15.360770+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ftx_A,158,4508,proofread-ordinary,,32,0.3445925451815128,7.84094300866127,8.210607940331101,"one protein, this wave only; add generation wave cost",2026-10-21T16:52:58.489299+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4ftx_A,158,18227,vllm-ordinary,0.0,128,3.41587128303945,164.4454408697784,167.9403082029894,"one protein, independent complete pool",2026-10-21T16:24:18.949251+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ftx_A,158,18227,proofread-ordinary,,128,1.382420523092151,7.84094300866127,9.278838779777288,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:00.065036+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2g3t_A,169,1356,vllm-ordinary,0.0,8,1.6919316137209537,164.4454408697784,166.16843954101205,"one protein, independent complete pool",2026-10-21T16:24:20.742905+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g3t_A,169,1356,proofread-ordinary,,8,0.0913743712007999,7.84094300866127,7.9538874085992575,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:00.273632+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2g3t_A,169,5387,vllm-ordinary,0.0,32,2.152938077226281,164.4454408697784,166.6374927861616,"one protein, independent complete pool",2026-10-21T16:24:23.015288+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g3t_A,169,5387,proofread-ordinary,,32,0.3623472619801759,7.84094300866127,8.227348586544394,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:00.748797+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2g3t_A,169,21945,vllm-ordinary,0.0,128,3.946237351745367,164.4454408697784,168.48046061582863,"one protein, independent complete pool",2026-10-21T16:24:27.149348+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g3t_A,169,21945,proofread-ordinary,,128,1.499721210449934,7.84094300866127,9.377155719324946,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:02.447331+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5hjf_A,179,1065,vllm-ordinary,0.0,8,1.466773647814989,164.4454408697784,165.94003860186783,"one protein, independent complete pool",2026-10-21T16:24:28.709269+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hjf_A,179,1065,proofread-ordinary,,8,0.0895039793103933,7.84094300866127,7.953277105465531,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:02.645367+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5hjf_A,179,4363,vllm-ordinary,0.0,32,1.7963296491652727,164.4454408697784,166.2814912656322,"one protein, independent complete pool",2026-10-21T16:24:30.616686+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hjf_A,179,4363,proofread-ordinary,,32,0.3345313724130392,7.84094300866127,8.19891707226634,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:03.104021+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5hjf_A,179,17026,vllm-ordinary,0.0,128,3.1599993044510484,164.4454408697784,167.6781780431047,"one protein, independent complete pool",2026-10-21T16:24:33.955438+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hjf_A,179,17026,proofread-ordinary,,128,1.337035769596696,7.84094300866127,9.212727963924408,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:04.622641+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5gp9_A,193,1290,vllm-ordinary,0.0,8,1.625842466019094,164.4454408697784,166.0996211702004,"one protein, independent complete pool",2026-10-21T16:24:35.680469+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gp9_A,193,1290,proofread-ordinary,,8,0.0939274821430444,7.84094300866127,8.161371717229486,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:05.032036+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5gp9_A,193,5273,vllm-ordinary,0.0,32,2.1065873093903065,164.4454408697784,166.59232275933027,"one protein, independent complete pool",2026-10-21T16:24:37.889990+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gp9_A,193,5273,proofread-ordinary,,32,0.3775555193424225,7.84094300866127,8.244988298043609,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:05.525575+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5gp9_A,193,20905,vllm-ordinary,0.0,128,3.831717309542,164.4454408697784,168.36566858645529,"one protein, independent complete pool",2026-10-21T16:24:41.910380+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gp9_A,193,20905,proofread-ordinary,,128,1.4976383969187737,7.84094300866127,9.387277884408832,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:07.228149+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5z6d_A,204,1578,vllm-ordinary,0.0,8,2.1191124534234405,189.90074791479856,192.0508552817628,"one protein, independent complete pool",2026-10-21T16:37:22.234057+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5z6d_A,204,1578,proofread-ordinary,,8,0.1187149211764335,7.84094300866127,7.983344340696931,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:07.467297+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5z6d_A,204,6441,vllm-ordinary,0.0,32,3.042476324364543,189.90074791479856,192.9895898718387,"one protein, independent complete pool",2026-10-21T16:37:25.423391+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5z6d_A,204,6441,proofread-ordinary,,32,0.5049430634826422,7.84094300866127,8.377917593345046,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:08.121070+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5z6d_A,204,26538,vllm-ordinary,0.0,128,5.361615595407784,189.90074791479856,195.37799509614703,"one protein, independent complete pool",2026-10-21T16:37:31.011331+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5z6d_A,204,26538,proofread-ordinary,,128,1.953214168548584,7.84094300866127,9.838147910311818,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:10.300932+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1em2_A,214,1911,vllm-ordinary,0.0,8,2.4439537273719907,189.90074791479856,192.3748126924038,"one protein, independent complete pool",2026-10-21T16:37:33.572744+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1em2_A,214,1911,proofread-ordinary,,8,0.128066387027502,7.84094300866127,7.997734053060412,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:10.542648+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1em2_A,214,7513,vllm-ordinary,0.0,32,3.0186293460428715,189.90074791479856,192.9689739346504,"one protein, independent complete pool",2026-10-21T16:37:36.730530+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1em2_A,214,7513,proofread-ordinary,,32,0.4998413771390915,7.84094300866127,8.366876604035497,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:11.191535+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1em2_A,214,29917,vllm-ordinary,0.0,128,5.610947362147272,189.90074791479856,195.63966614939272,"one protein, independent complete pool",2026-10-21T16:37:42.567320+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1em2_A,214,29917,proofread-ordinary,,128,1.9772000387310984,7.84094300866127,9.869434813037516,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:13.414250+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5ufm_A,225,1750,vllm-ordinary,0.0,8,2.2960043931379914,189.90074791479856,192.2258453909308,"one protein, independent complete pool",2026-10-21T16:37:44.955333+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ufm_A,225,1750,proofread-ordinary,,8,0.1238875407725572,7.84094300866127,7.986289532855153,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:13.639259+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5ufm_A,225,6989,vllm-ordinary,0.0,32,2.914608704857528,189.90074791479856,192.85916109662503,"one protein, independent complete pool",2026-10-21T16:37:47.991342+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ufm_A,225,6989,proofread-ordinary,,32,0.4927853289991617,7.84094300866127,8.374272057786584,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:14.288494+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5ufm_A,225,27762,vllm-ordinary,0.0,128,5.352369830943644,189.90074791479856,195.35755661223084,"one protein, independent complete pool",2026-10-21T16:37:53.548789+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ufm_A,225,27762,proofread-ordinary,,128,1.9557301439344883,7.84094300866127,9.838414466008544,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:16.481235+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4knw_A,239,1887,vllm-ordinary,0.0,8,2.350575163960457,189.90074791479856,192.28395827114585,"one protein, independent complete pool",2026-10-21T16:37:55.998930+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4knw_A,239,1887,proofread-ordinary,,8,0.1302302163094282,7.84094300866127,7.993938004598021,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:16.719571+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4knw_A,239,7626,vllm-ordinary,0.0,32,3.057629845105112,189.90074791479856,193.009395015426,"one protein, independent complete pool",2026-10-21T16:37:59.173270+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4knw_A,239,7626,proofread-ordinary,,32,0.5138253811746836,7.84094300866127,8.381766287609935,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:17.371687+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4knw_A,239,30387,vllm-ordinary,0.0,128,5.779243703000248,189.90074791479856,195.81406463496387,"one protein, independent complete pool",2026-10-21T16:38:05.205370+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4knw_A,239,30387,proofread-ordinary,,128,2.0734418388456106,7.84094300866127,9.971524039283397,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:19.671863+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4d8b_A,254,2022,vllm-ordinary,0.0,8,2.547928255982697,189.90074791479856,192.48791409563276,"one protein, independent complete pool",2026-10-21T16:38:07.854703+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4d8b_A,254,2022,proofread-ordinary,,8,0.1421161852777004,7.84094300866127,8.011607324704528,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:19.941986+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4d8b_A,254,8119,vllm-ordinary,0.0,32,3.2630225932225585,189.90074791479856,193.21748040243983,"one protein, independent complete pool",2026-10-21T16:38:11.241574+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4d8b_A,254,8119,proofread-ordinary,,32,0.5659107267856598,7.84094300866127,8.439483316615224,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:20.684939+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4d8b_A,254,32503,vllm-ordinary,0.0,128,6.418698308058083,189.90074791479856,196.44502600003037,"one protein, independent complete pool",2026-10-21T16:38:17.899159+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4d8b_A,254,32503,proofread-ordinary,,128,2.2713920138776302,7.84094300866127,10.168849924579265,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:23.222890+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1i2l_A,269,2216,vllm-ordinary,0.0,8,2.834419140592217,189.90074791479856,192.7849090928212,"one protein, independent complete pool",2026-10-21T16:38:20.849597+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1i2l_A,269,2216,proofread-ordinary,,8,0.1564477868378162,7.84094300866127,8.031781012192369,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:23.497466+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1i2l_A,269,8572,vllm-ordinary,0.0,32,3.4692061208188534,189.90074791479856,193.41820871084929,"one protein, independent complete pool",2026-10-21T16:38:24.464423+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1i2l_A,269,8572,proofread-ordinary,,32,0.5955765936523676,7.84094300866127,8.464778339490294,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:24.229077+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1i2l_A,269,34210,vllm-ordinary,0.0,128,6.710751263424754,189.90074791479856,196.746384723112,"one protein, independent complete pool",2026-10-21T16:38:31.429718+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1i2l_A,269,34210,proofread-ordinary,,128,2.381142493337393,7.84094300866127,10.28742410801351,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:26.871786+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1xxx_A,296,1930,vllm-ordinary,0.0,8,2.4434392023831606,189.90074791479856,192.38462360017,"one protein, independent complete pool",2026-10-21T16:38:34.000059+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1xxx_A,296,1930,proofread-ordinary,,8,0.147125132381916,7.84094300866127,8.012431750074029,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:27.142069+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1xxx_A,296,7689,vllm-ordinary,0.0,32,3.152014540508389,189.90074791479856,193.11486558802423,"one protein, independent complete pool",2026-10-21T16:38:37.314917+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1xxx_A,296,7689,proofread-ordinary,,32,0.5798382665961981,7.84094300866127,8.479611119255424,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:27.915383+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1xxx_A,296,30749,vllm-ordinary,0.0,128,6.101013309322298,189.90074791479856,196.14277046639472,"one protein, independent complete pool",2026-10-21T16:38:43.684893+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1xxx_A,296,30749,proofread-ordinary,,128,2.304768074303865,7.84094300866127,10.19414583221078,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:30.476346+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +3cpx_A,309,3146,vllm-ordinary,0.0,8,3.9252122733742,189.90074791479856,193.86424234788865,"one protein, independent complete pool",2026-10-21T16:38:47.714107+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3cpx_A,309,3146,proofread-ordinary,,8,0.2104689925909042,7.84094300866127,8.078146127983928,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:30.804943+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +3cpx_A,309,12440,vllm-ordinary,0.0,32,5.270882806740701,189.90074791479856,195.23235350567847,"one protein, independent complete pool",2026-10-21T16:38:53.118592+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3cpx_A,309,12440,proofread-ordinary,,32,0.8575166203081608,7.84094300866127,8.72939881682396,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:31.830427+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +3cpx_A,309,49680,vllm-ordinary,0.0,128,10.472424222156404,189.90074791479856,200.5595302982256,"one protein, independent complete pool",2026-10-21T16:39:03.905213+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3cpx_A,309,49680,proofread-ordinary,,128,3.3537893816828728,7.84094300866127,11.272460870444776,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:35.513612+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6fnq_A,322,2770,vllm-ordinary,0.0,8,3.635425675660372,189.90074791479856,193.5895860036835,"one protein, independent complete pool",2026-10-21T16:39:07.653926+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6fnq_A,322,2770,proofread-ordinary,,8,0.2040396090596914,7.84094300866127,8.081793744117022,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:35.836170+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6fnq_A,322,10767,vllm-ordinary,0.0,32,4.6390259535983205,189.90074791479856,194.5953647037968,"one protein, independent complete pool",2026-10-21T16:39:12.451830+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6fnq_A,322,10767,proofread-ordinary,,32,0.7958613242954016,7.84094300866127,8.667408365756273,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:36.787487+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6fnq_A,322,42483,vllm-ordinary,0.0,128,9.050287386402488,189.90074791479856,199.10995654109863,"one protein, independent complete pool",2026-10-21T16:39:21.793784+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6fnq_A,322,42483,proofread-ordinary,,128,3.104685833677649,7.84094300866127,10.999069007113576,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:40.175666+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5a5l_A,338,2566,vllm-ordinary,0.0,8,3.349782875739038,189.90074791479856,193.290289782919,"one protein, independent complete pool",2026-10-21T16:39:25.272798+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5a5l_A,338,2566,proofread-ordinary,,8,0.1991850435733795,7.84094300866127,8.063390824943781,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:40.487172+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5a5l_A,338,10245,vllm-ordinary,0.0,32,4.875449969433248,189.90074791479856,194.8371375342831,"one protein, independent complete pool",2026-10-21T16:39:30.279893+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5a5l_A,338,10245,proofread-ordinary,,32,0.8253542501479387,7.84094300866127,8.699628258123994,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:41.481107+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +5a5l_A,338,40377,vllm-ordinary,0.0,128,9.321800501085818,189.90074791479856,199.36985846795145,"one protein, independent complete pool",2026-10-21T16:39:39.912585+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5a5l_A,338,40377,proofread-ordinary,,128,3.3069041557610035,7.84094300866127,11.198558561503887,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:45.047278+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6gkw_A,351,2859,vllm-ordinary,0.0,8,3.854388115927577,189.90074791479856,193.7923977971077,"one protein, independent complete pool",2026-10-21T16:39:43.863780+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gkw_A,351,2859,proofread-ordinary,,8,0.2237578798085451,7.84094300866127,8.09342397749424,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:45.391276+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6gkw_A,351,11173,vllm-ordinary,0.0,32,5.001133135519922,189.90074791479856,194.96366431564093,"one protein, independent complete pool",2026-10-21T16:39:49.006993+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gkw_A,351,11173,proofread-ordinary,,32,0.8373843487352133,7.84094300866127,8.716169940307736,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:46.395343+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6gkw_A,351,43854,vllm-ordinary,0.0,128,9.591197958216071,189.90074791479856,199.6511892322451,"one protein, independent complete pool",2026-10-21T16:39:58.902680+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gkw_A,351,43854,proofread-ordinary,,128,3.3341866061091423,7.84094300866127,11.241499504074454,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:50.017960+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2y4e_A,384,3414,vllm-ordinary,0.0,8,4.559907795861363,189.90074791479856,194.5013836361468,"one protein, independent complete pool",2026-10-21T16:40:03.562116+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2y4e_A,384,3414,proofread-ordinary,,8,0.267103798687458,7.84094300866127,8.133856462314725,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:50.395590+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2y4e_A,384,14343,vllm-ordinary,0.0,32,6.681100025773048,189.90074791479856,196.6530533311889,"one protein, independent complete pool",2026-10-21T16:40:10.412721+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2y4e_A,384,14343,proofread-ordinary,,32,1.088078012689948,7.84094300866127,8.964489033445716,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:51.646431+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +2y4e_A,384,58156,vllm-ordinary,0.0,128,13.910173052921891,189.90074791479856,204.01274413615465,"one protein, independent complete pool",2026-10-21T16:40:24.677518+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2y4e_A,384,58156,proofread-ordinary,,128,4.380958491936326,7.84094300866127,12.2823301050812,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:56.348161+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4ler_A,457,4224,vllm-ordinary,0.0,8,5.525730126537383,189.90074791479856,195.46976894885304,"one protein, independent complete pool",2026-10-21T16:40:30.311034+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ler_A,457,4224,proofread-ordinary,,8,0.3368745781481266,7.84094300866127,8.204286154359579,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:56.801736+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4ler_A,457,17156,vllm-ordinary,0.0,32,7.754718626849353,189.90074791479856,197.75580498669297,"one protein, independent complete pool",2026-10-21T16:40:38.252922+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ler_A,457,17156,proofread-ordinary,,32,1.3130599968135357,7.84094300866127,9.190019927918913,"one protein, this wave only; add generation wave cost",2026-10-21T16:53:58.281278+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4ler_A,457,69278,vllm-ordinary,0.0,128,16.977860184386373,189.90074791479856,207.13522225245836,"one protein, independent complete pool",2026-10-21T16:40:55.650252+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ler_A,457,69278,proofread-ordinary,,128,5.329974180087447,7.84094300866127,13.238587779924272,"one protein, this wave only; add generation wave cost",2026-10-21T16:54:03.980863+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4d1j_A,539,5216,vllm-ordinary,0.0,8,6.75892385840416,189.90074791479856,196.70954744052145,"one protein, independent complete pool",2026-10-21T16:41:02.520741+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4d1j_A,539,5216,proofread-ordinary,,8,0.4300713557749986,7.84094300866127,8.29762215167284,"one protein, this wave only; add generation wave cost",2026-10-21T16:54:04.529869+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4d1j_A,539,21707,vllm-ordinary,0.0,32,10.26254875957966,189.90074791479856,200.2598381917924,"one protein, independent complete pool",2026-10-21T16:41:12.967441+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4d1j_A,539,21707,proofread-ordinary,,32,1.768088098615408,7.84094300866127,9.64381431043148,"one protein, this wave only; add generation wave cost",2026-10-21T16:54:06.482544+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +4d1j_A,539,85892,vllm-ordinary,0.0,128,23.35641203634441,189.90074791479856,213.5560261402279,"one protein, independent complete pool",2026-10-21T16:41:36.831801+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4d1j_A,539,85892,proofread-ordinary,,128,7.045288816094399,7.84094300866127,14.964158868417144,"one protein, this wave only; add generation wave cost",2026-10-21T16:54:13.976712+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1q2l_A,937,9361,vllm-ordinary,0.0,8,13.710207054391503,189.90074791479856,203.6837645014748,"one protein, independent complete pool",2026-10-21T16:41:50.689944+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1q2l_A,937,9361,proofread-ordinary,,8,1.046375134959817,7.84094300866127,8.916300293058157,"one protein, this wave only; add generation wave cost",2026-10-21T16:54:15.190294+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1q2l_A,937,38553,vllm-ordinary,0.0,32,22.470358916558325,189.90074791479856,212.7803844045848,"one protein, independent complete pool",2026-10-21T16:42:13.691310+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1q2l_A,937,38553,proofread-ordinary,,32,4.095583101734519,7.84094300866127,11.985821085050702,"one protein, this wave only; add generation wave cost",2026-10-21T16:54:19.545777+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +1q2l_A,937,153911,vllm-ordinary,0.0,128,58.93778220005333,189.90074791479856,249.6167584434152,"one protein, independent complete pool",2026-10-21T16:43:13.693302+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1q2l_A,937,153911,proofread-ordinary,,128,16.33704647049308,7.84094300866127,24.303866907954216,"one protein, this wave only; add generation wave cost",2026-10-21T16:54:36.548369+00:00,exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/trajectory_quality.csv.gz b/experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_direct/trajectory_quality.csv.gz new file mode 100644 index 0000000000000000000000000000000000000000..273e5b3a8dfd4c5b487113a68c0f449be514e50b GIT binary patch literal 50 zcmb2|=HU49?nV~V|B|A_tkmR^{G!VE!qUW?%#upI State: + """Continue a nonterminal prefix to an exact budget without sampling EOS.""" + if state.finished or count < state.count or policy.lookahead or policy.repair or policy.particles > 1: + raise ValueError('Fixed-length probe requires an unfinished ordinary or immediate-guidance prefix') + while state.count < count: + state = engine.choose(state, policy, length, offset, rng, count) + return state + + +def main() -> None: + """Run a frozen length-control shard with cumulative inference timings.""" + parser = argparse.ArgumentParser() + parser.add_argument('--plan', required=True) + parser.add_argument('--out', required=True) + parser.add_argument('--shard', type=int, default=0) + parser.add_argument('--shards', type=int, default=1) + parser.add_argument('--smoke', action='store_true') + args = parser.parse_args() + torch.set_num_threads(4) + torch.set_float32_matmul_precision('highest') + api = load_release() + plan = json.loads((HERE / args.plan).read_text()) + pin = pin_run(api, plan, args.out, args.shard, kind='fixed-length-probe', shards=args.shards) + targets = {row['entry_id']: row for row in api.storage.read_rows(TARGETS)} + panel = sorted([targets[entry] for entry in plan['entries']], key=lambda row: (row['L'], row['entry_id'])) + if any(row['split'] != plan['split'] for row in panel): + raise ValueError('Length-control panel has the wrong split') + panel = panel[args.shard::args.shards] + multipliers = plan['contact_budgets_L'] + if multipliers != [1, 2]: + raise ValueError('This probe fixes exactly L and 2L contacts') + samplers = [Policy(**row) for row in plan['samplers']] + expected = {f'{sampler.name}-fixed{multiple}L' for sampler in samplers for multiple in multipliers} + if {row['name'] for row in plan['policies']} != expected: + raise ValueError('Analysis policy names differ from the length-control samplers') + fs, root = api.storage.filesystem(args.out) + started = time.perf_counter() + engine = load_engine(api) + torch.cuda.synchronize() + load_seconds = time.perf_counter() - started + gpu = torch.cuda.get_device_properties(0) + worker = dict(model_nickname='exp277-step-266344+exp356-step-18000', runner_tag='iris', + gpu_name=gpu.name, gpu_total_memory_gb=gpu.total_memory / 1e9, + gpu_compute_capability=f'{gpu.major}.{gpu.minor}', hostname=socket.gethostname(), + platform=platform.platform(), torch_version=torch.__version__) + print(f'[exp368-length] loaded; proteins={len(panel)} samplers={len(samplers)}', flush=True) + for target in panel: + for policy in samplers: + for sample in range(plan['rollouts']): + keys = {multiple: f"{target['entry_id']}/{policy.name}-fixed{multiple}L-r{sample}" + for multiple in multipliers} + if all(fs.exists(root + '/' + key + '.done.json') for key in keys.values()): + continue + start = time.perf_counter() + identity = f"exp368:{target['entry_id']}:r{sample}" + prompt_text, offset = api.records.make_prompt(target['sequence'], identity) + prompt = engine.tokenizer.encode(prompt_text, add_special_tokens=False) + largest = max(multipliers) * target['L'] + maximum = min((8192 - len(prompt) - 1) // 3, (target['L'] - 6) * (target['L'] - 5) // 2) + if largest > maximum: + raise ValueError('Requested exact contact budget exceeds context or contact universe') + if args.smoke and sample == 0: + verification = verify_cache(engine, prompt, target['L'], offset) + api.storage.write_json(verification, args.out + '/' + keys[1] + '.verification.json') + engine.generated_tokens = engine.scored_contacts = 0 + engine.candidate_diagnostics = [] + rng = torch.Generator(device=engine.device).manual_seed(api.records.stable_seed('sample:' + identity)) + torch.cuda.reset_peak_memory_stats() + torch.cuda.synchronize() + segment_start = time.perf_counter() + state = engine.start(prompt) + elapsed = 0. + for multiple in multipliers: + count = multiple * target['L'] + state = advance_to_contacts(engine, state, policy, target['L'], offset, rng, count) + q, recall = released_score(engine, state) + torch.cuda.synchronize() + elapsed += time.perf_counter() - segment_start + key = keys[multiple] + if not fs.exists(root + '/' + key + '.done.json'): + completion = state.tokens[0, len(prompt):].tolist() + # Labels annotate a finished prefix; neither sampler nor + # subsequent continuation receives these target contacts. + parsed = api.records.parse_contacts(engine.tokenizer.convert_ids_to_tokens(completion), + offset, target['L'], target['contacts']) + if parsed['pairs'] != state.pairs[0].tolist() or len(parsed['pairs']) != count: + raise ValueError('Fixed-length cache and released parser disagree') + name = f'{policy.name}-fixed{multiple}L' + row = dict(entry_id=target['entry_id'], group_id=target['group_id'], split=target['split'], + L=target['L'], policy=name, sample=sample, prompt_ids=prompt, completion_ids=completion, + finished=False, probabilities=q[0].tolist(), predicted_recall=recall[0].item(), + gt_count=len(target['contacts']), **parsed) + api.storage.write_rows([row], args.out + '/' + key + '.parquet') + if engine.candidate_diagnostics: + native = set(map(tuple, target['contacts'])) + diagnostics = [dict(item, label=int(tuple(item['pair']) in native)) + for item in engine.candidate_diagnostics] + api.storage.write_rows(diagnostics, args.out + '/' + key + '.candidates.parquet') + api.storage.write_json(dict(rows=len(diagnostics), **pin), + args.out + '/' + key + '.candidates.done.json') + timing = dict(stem=target['entry_id'], n_residues=target['L'], n_pairs=count, + mode=name, sample=sample, elapsed_seconds=elapsed, model_load_seconds=load_seconds, + total_seconds=time.perf_counter() - start + load_seconds, + timing_scope='cumulative fixed-length prefix generation and intermediate/final scoring; excludes dumps', + generated_tokens=engine.generated_tokens, scored_contacts=engine.scored_contacts, + peak_memory_gb=torch.cuda.max_memory_allocated() / 1e9, + timestamp_utc=datetime.now(UTC).isoformat(), **worker) + api.storage.write_csv([timing], args.out + '/' + key + '.timings.csv') + api.storage.write_json(pin, args.out + '/' + key + '.done.json') + print(f'[exp368-length] {key} contacts={count} seconds={elapsed:.2f}', flush=True) + del q, recall + torch.cuda.synchronize() + segment_start = time.perf_counter() + del state + for multiple in multipliers: + name = f'{policy.name}-fixed{multiple}L' + key = f"{target['entry_id']}/{name}" + samples = [key + f'-r{sample}' for sample in range(plan['rollouts'])] + if not all(fs.exists(root + '/' + sample + '.done.json') for sample in samples): + raise ValueError('Length-control group is incomplete after its sampling loop') + rows = [row for sample in samples for row in api.storage.read_rows(args.out + '/' + sample + '.parquet')] + api.storage.write_rows(rows, args.out + '/' + key + '.parquet') + api.storage.write_json(dict(rollouts=len(rows), **pin), args.out + '/' + key + '.done.json') + api.storage.write_json(dict(proteins=len(panel), **pin), args.out + f'/shard-{args.shard:03d}.complete.json') + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/length_smoke.json b/experiments/exp368_evals_proofreader_guided_contact_maps/length_smoke.json new file mode 100644 index 00000000..914aaab3 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/length_smoke.json @@ -0,0 +1,61 @@ +{ + "split": "validation", + "entries": [ + "6dsl_A", + "6z0m_A" + ], + "rollouts": 1, + "contact_budgets_L": [ + 1, + 2 + ], + "samplers": [ + { + "name": "control" + }, + { + "name": "top10-k16", + "candidates": 16, + "fraction": 0.1 + } + ], + "policies": [ + { + "name": "control-fixed1L" + }, + { + "name": "control-fixed2L" + }, + { + "name": "top10-k16-fixed1L" + }, + { + "name": "top10-k16-fixed2L" + } + ], + "selection": "Same frozen 32-protein pilot. Exploratory length ablation added before the original pilot completed; no test scores used. L and 2L maps are nested prefixes of the same continuation, with EOS disabled.", + "adaptive_rationale": { + "observed_at": "2026-10-21T16:53:26Z", + "complete_common_entries": [ + "1ilo_A", + "1k3h_A", + "2jov_A", + "6dsl_A", + "6z0m_A" + ], + "scope": "Five short proteins only; this is a hypothesis-generating diagnostic, not a policy selection or a claim about the complete pilot.", + "control": { + "mean_contacts": 40.85, + "precision": 0.586218, + "recall": 0.580294, + "finished_fraction": 1.0 + }, + "top10-k16": { + "mean_contacts": 26.1, + "precision": 0.695646, + "recall": 0.519308, + "finished_fraction": 1.0 + }, + "hypothesis": "Filtering may improve contact choice while increasing early termination; fixed-length controls separate selection quality from stopping." + } +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py b/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py index 452c4c29..15b29b0f 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py @@ -17,7 +17,7 @@ def main() -> None: args = parser.parse_args() if not args.server: client = HERE.parent.parent / 'scratch/exp368-iris-client' - query = json.dumps({'query': {'job_id_prefix': '/bizon/exp368', 'limit': 100}}) + query = json.dumps({'query': {'job_id_prefix': '/bizon/exp368', 'limit': 250}}) command = ['uv', 'run', '--project', str(client), '--package', 'marin-iris', 'iris', '--cluster', 'marin', 'rpc', 'controller', 'list-jobs', '--json', query] result = subprocess.run(command, text=True, capture_output=True, check=True) @@ -29,9 +29,15 @@ def main() -> None: snapshot = dict(observed_at=datetime.now(UTC).isoformat(), **state) path.write_text(json.dumps(snapshot, indent=2)) print(dict(Counter(job['state'] for job in state['jobs']))) + counts = Counter() for job in state['jobs']: if job['state'] == 'JOB_STATE_RUNNING': - print(job['job_id'], job['state'], 'preemptions=' + str(job.get('preemption_count', 0))) + counts.update(job.get('task_state_counts', {})) + print('Actual task states in active jobs:', dict(counts)) + for job in state['jobs']: + if job['state'] == 'JOB_STATE_RUNNING': + print(job['job_id'], job.get('task_state_counts', {}), + 'preemptions=' + str(job.get('preemption_count', 0))) elif job['state'] == 'JOB_STATE_FAILED': print(job['job_id'], job['state'], job.get('error', '')[-240:]) pending = [job for job in state['jobs'] if job['state'] == 'JOB_STATE_PENDING'] diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plot_frontier.py b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_frontier.py new file mode 100644 index 00000000..78d263cf --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_frontier.py @@ -0,0 +1,64 @@ +"""Compare complete-cohort contact accuracy against measured H100 compute.""" + +import argparse +import json +from pathlib import Path + +import matplotlib.pyplot as plt +import pandas as pd + +from build_summary import save_plot_with_meta + + +def main() -> None: + """Plot frozen guided policies and ordinary baselines only when complete.""" + parser = argparse.ArgumentParser() + parser.add_argument('--input', nargs='+', type=Path, required=True) + parser.add_argument('--plan', type=Path, required=True) + parser.add_argument('--out', type=Path, required=True) + parser.add_argument('--title', required=True) + args = parser.parse_args() + plan = json.loads(args.plan.read_text()) + entries = set(plan['entries']) + frame = pd.concat([pd.read_csv(path) for path in args.input], ignore_index=True) + frame = frame[frame.entry_id.isin(entries)] + keys = ['policy', 'rollouts', 'method'] + if frame.duplicated(keys + ['entry_id']).any(): + raise ValueError('Duplicate map metrics across inputs') + ordinary = frame.policy.isin(['ordinary', 'ordinary-direct']) + frame = frame[(~ordinary & (frame.method == 'sumq')) | + (ordinary & frame.method.isin(['sumq', 'frequency']))] + expected = {policy['name'] for policy in plan['policies']} + if not expected.issubset(set(frame.policy)): + raise ValueError('A planned guided policy has no results') + for key, rows in frame.groupby(keys): + if set(rows.entry_id) != entries: + raise ValueError('Incomplete cohort for ' + str(key)) + summary = frame.groupby(keys)[['elapsed_seconds', 'r_precision', 'long_r_precision']].mean().reset_index() + fig, axes = plt.subplots(1, 2, figsize=(13, 6)) + for index, ((policy, method), rows) in enumerate(summary.groupby(['policy', 'method'])): + rows = rows.sort_values('rollouts') + label = policy + (' / ' + method if policy.startswith('ordinary') else ' / sum q') + color = plt.get_cmap('tab20')(index) + marker = 's' if policy.startswith('ordinary') else 'o' + for axis, metric, title in zip(axes, ['r_precision', 'long_r_precision'], + ['All-contact R-precision', 'Long-range R-precision'], strict=True): + axis.plot(rows.elapsed_seconds, rows[metric], marker=marker, color=color, label=label, + linewidth=1.5, markersize=4) + axis.set(xscale='log', xlabel='Mean warm H100 GPU seconds per contact map', ylabel=title) + axis.grid(alpha=.2) + handles, labels = axes[0].get_legend_handles_labels() + fig.legend(handles, labels, loc='lower center', ncol=4, fontsize=7.5, frameon=False) + fig.suptitle(args.title) + fig.tight_layout(rect=(0, .23, 1, .96)) + save_plot_with_meta(fig, args.out, dpi=180, + caption='Each point averages the same planned structures. Guided curves use sum-q aggregation over increasing ' + 'independent trajectories; ordinary curves show both frequency and sum q. Search cost includes discarded ' + 'proposals, lookahead, population branches, repair and final scoring. Ordinary frequency omits proofreader cost. ' + 'GPU resource seconds sum the work for all trajectories; they are not parallel serving latency. Model staging ' + 'and loading are excluded. These are measured compute envelopes, not exactly cost-matched experiments.') + plt.close(fig) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_direct_pool.png b/experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_direct_pool.png new file mode 100644 index 0000000000000000000000000000000000000000..7bd241c0e0d1dfc4a9c75e6232243cc2d79acfea GIT binary patch literal 134765 zcmeFZWn7kN`!(w5IF3CkC@A2lfTSpb2olB^H==Y%s+6>VbeX6iprmwn2}qYkgGe_h z9RkwQ?>d=ho<0Bfw?FJJ`^&rc{d)#{;O4%r>x|=A$6D(+pG#c7ynW05E$h~;+fKRi zm(;p-n~T=1TR-yqZ}w2(FVEipa_G<6Ggr96q&EH)$@=FOr^Dt{ZwkY1 z7X`;qoui7p!NT@O&J~{>=g*7ZiDiuVym-0P?`6mIufKOyn;B=f@SFBmj#YmDls`r1 zaf`+gm;Tp_Wuv~~^uPW;`6mn8|YqsZSvPydgfoQ*xlvg3dJL_+rurw#w(C!YKN z5B`|1r}pjMeb}Rn(W5M)%;Tt%eqDi`jj8_!KS8V1?Btg(U!I?n_v9{aD6m^RAVk%! zar%^KbW57He^(p6b`5@8H@|o9UM*qAr`r$6eYKx7;ktj|QT0LB>aY*m3>d}xZ7v-y 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Error bars are 95% homology-group bootstrap intervals. Oracle coverage measures whether a native contact was proposed; it is not an attainable ranking result. Long-range means sequence separation at least 24. No test-set results appear here." +} \ No newline at end of file diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf b/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf index 70c2a71242c6c116378caac0bee94285c9ef61e0..03831ff8994fcfe3f00435a94efcfcda812c5849 100644 GIT binary patch delta 94243 zcmcF~c{o+?`>v@-lh}mBmU*7%nUFbS$dJtQJcd=KN};SwWhj}2w2he)iX=k`AxV;y z%(L@s>G%76&vpJe*SU^AKD~SIwbrxN`##V8-1q&i&w4*q#BbWC^M{c*ql=yo1To>O zWs(9(l+HEcA1x~K{YRyB?pIXxT78hO`Ak4peu%wr<#*s!2MzlBOD#l^+m>(V7R)_6 zjmAeUTBfh~)Q;rFdzpUjyw*ZADB@Mql0+3#$EIPY{FuVJc&->T8q*+qSovGc>pz|F zduDx05=tE*JWm^rIiZ7mp=CN@Pua&-d;e}%8N(KZ!(ygm^4)R4^`U|aK11VcJUUj+ zzcnhI3H3T>ibO-m69hMP8{fQ|qYe3N$d6)&h1Qze7**80B@Qq}Av zF5HPVtyf`vEK4ui&a7SkJT0Q9u*Xi2?D|bztqbPFJ@yxyx0ZKXQZ;soIyd@<4Eeki zVr;P&jRQud$rUP;C8IgcJFrTg`u^JPP_6iLefN$O^FieqY_{yZRMaql?y-KZkB>O{Jv*zvaqjHg^Y%t(e_YFss`T46M62}|LCtMv$~ESM zpxbK~MP*N)ZE3CeUGR3OG-Kr`mYV+i!(7RTW6D`-1(rT^8>H_NIgT5W<1Tw%eG(E) 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+import json +import shutil +import subprocess +import sys +import tempfile +from datetime import UTC, datetime +from pathlib import Path + +from huggingface_hub import HfFileSystem + +HERE = Path(__file__).resolve().parent +DESTINATION = 'hf://buckets/open-athena/MarinFold/data/exp368/reports' + + +def main() -> None: + """Rebuild the PDF, upload the explicit artifact set and verify public reads.""" + parser = argparse.ArgumentParser() + parser.add_argument('--dry-run', action='store_true') + args = parser.parse_args() + subprocess.run([sys.executable, str(HERE / 'build_summary.py')], check=True) + files = [path for path in HERE.iterdir() if path.is_file() and path.suffix in + {'.py', '.md', '.json', '.sh', '.toml', '.lock'} and path.name != 'code_manifest.json'] + files += [path for directory in ['data', 'plots', 'release_api'] + for path in (HERE / directory).rglob('*') if path.is_file() and '__pycache__' not in path.parts] + total = sum(path.stat().st_size for path in files) + if total > 1_000_000_000: + raise ValueError('Small-artifact publication exceeds its 1 GB ceiling') + manifest = {} + for path in sorted(files): + with path.open('rb') as stream: + digest = hashlib.file_digest(stream, 'sha256').hexdigest() + manifest[str(path.relative_to(HERE))] = dict(size=path.stat().st_size, sha256=digest) + result = dict(destination=DESTINATION, total_bytes=total, files=manifest, + git_commit=subprocess.check_output(['git', 'rev-parse', 'HEAD'], cwd=HERE, text=True).strip(), + working_tree_dirty=bool(subprocess.check_output( + ['git', 'status', '--porcelain', '--', str(HERE)], cwd=HERE, text=True).strip()), + published_at=datetime.now(UTC).isoformat()) + if args.dry_run: + print(json.dumps(result, indent=2)) + return + with tempfile.TemporaryDirectory(prefix='exp368-publication-') as temporary: + root = Path(temporary) + for path in files: + target = root / path.relative_to(HERE) + target.parent.mkdir(parents=True, exist_ok=True) + shutil.copyfile(path, target) + (root / 'publication.json').write_text(json.dumps(result, indent=2)) + subprocess.run(['hf', 'buckets', 'sync', str(root), DESTINATION, '--quiet'], check=True) + anonymous = HfFileSystem(token=False) + public = DESTINATION.removeprefix('hf://') + actual = json.loads(anonymous.read_text(public + '/publication.json')) + if actual != result: + raise ValueError('Public publication manifest differs from the uploaded artifacts') + for name, item in manifest.items(): + if anonymous.info(public + '/' + name)['size'] != item['size']: + raise ValueError('Public artifact has the wrong size: ' + name) + for name in ['README.md', 'plots/summary.pdf']: + if hashlib.sha256(anonymous.read_bytes(public + '/' + name)).hexdigest() != manifest[name]['sha256']: + raise ValueError('Public report hash differs from its manifest: ' + name) + (HERE / '_cache/publication.json').write_text(json.dumps(result, indent=2)) + print(json.dumps(dict(destination=DESTINATION, files=len(manifest), bytes=total), indent=2)) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py b/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py index 92b6c1fc..a94674d6 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py @@ -40,10 +40,10 @@ def main() -> None: with tarfile.open(fileobj=io.BytesIO(content), mode='r:gz') as archive: archive.extractall(source, filter='data') kind = task['kind'] - if kind not in {'guided', 'score', 'pool'}: + if kind not in {'guided', 'score', 'pool', 'length'}: raise ValueError('Unsupported recovery task kind') command = (['bash', 'pool_bootstrap.sh'] if kind == 'pool' else - [sys.executable, 'worker.py' if kind == 'guided' else 'score_pool.py']) + [sys.executable, {'guided': 'worker.py', 'score': 'score_pool.py', 'length': 'length_probe.py'}[kind]]) results = args.result_root or args.control + '/results' command += ['--plan', task['plan'], '--out', results + '/' + task['output'], '--shard', str(task['shard']), '--shards', str(task['shards'])] diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/submit_tasks.py b/experiments/exp368_evals_proofreader_guided_contact_maps/submit_tasks.py index be9d0775..c9dff6a9 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/submit_tasks.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/submit_tasks.py @@ -6,6 +6,7 @@ import json import subprocess import tarfile +import tempfile from runtime import HERE, ROOT, load_release @@ -14,7 +15,7 @@ def main() -> None: """Publish one source snapshot and explicit task descriptors, never shell code.""" parser = argparse.ArgumentParser() parser.add_argument('--control', default=ROOT + '/server-v1') - parser.add_argument('--kind', choices=['guided', 'pool', 'score'], required=True) + parser.add_argument('--kind', choices=['guided', 'pool', 'score', 'length'], required=True) parser.add_argument('--plan', required=True) parser.add_argument('--output', required=True) parser.add_argument('--input') @@ -41,7 +42,11 @@ def main() -> None: sha = hashlib.sha256(content).hexdigest() fs, root = api.storage.filesystem(args.control) bundle = args.control + '/bundles/' + sha + '.tar.gz' - fs.pipe_file(root + '/bundles/' + sha + '.tar.gz', content, timeout=60) + print(f'Uploading immutable source bundle: {len(content)} bytes', flush=True) + with tempfile.NamedTemporaryFile(suffix='.tar.gz') as temporary: + temporary.write(content) + temporary.flush() + fs.put_file(temporary.name, root + '/bundles/' + sha + '.tar.gz', timeout=60) records = [] for shard in range(args.shards): task_id = f'{args.tag}-{shard:03d}' diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md index fe16633e..82acf56a 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md @@ -32,6 +32,28 @@ contacts, but ranking only recovers about 60% at the native contact-count budget The remaining ranking gap motivates guidance and better aggregation; it does not establish that either can close the gap. Guided-rollout calibration is pending. +## Practical single-batch baseline + +Requesting each pool in one batch gives 0.6036 all-contact and 0.5894 long-range +R-precision with frequency ranking at 128 rollouts. Mean warm generation cost is +7.165 H100 seconds per map; no proofreader pass is needed for this aggregator. + +Against eight rollouts with sum-q ranking, the paired all-contact gain is 0.0244 +(95% group interval 0.0101–0.0373) and the long-range gain is 0.0357 +(0.0154–0.0519). The 128-rollout pool contains 95.39% of native contacts. +The single-batch recipe is the practical cost baseline for guided search. + +## Exploratory length control + +On the five short proteins completed by every original policy, top-10% filtering +raises per-rollout precision but emits fewer contacts and lowers recall. This +incomplete cohort motivates a stopping-rule ablation, not policy selection. + +An added exploratory pilot compares ordinary and top-10%-of-16 sampling at +exactly L and 2L contacts, with EOS disabled for both. Four independent 2L +continuations yield nested L and 2L maps. The original 15-policy pilot remains +frozen. No new reserved-test scores have been inspected. + ## First result: aggregation baseline On existing validation rollouts, sum q remains strongest among five simple diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/test_length_probe.py b/experiments/exp368_evals_proofreader_guided_contact_maps/test_length_probe.py new file mode 100644 index 00000000..732426d5 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/test_length_probe.py @@ -0,0 +1,27 @@ +"""Protect fixed-length control semantics and the nested-prefix comparison.""" + +import torch + +from engine import Policy +from length_probe import advance_to_contacts +from test_engine import tiny_engine + + +def test_length_control_ignores_eos_and_scoring_does_not_change_continuation() -> None: + engine = tiny_engine() + prompt = [14, 26, 32, 2002] + policy = Policy('top10', candidates=4, fraction=.25) + rng = torch.Generator().manual_seed(42) + first = advance_to_contacts(engine, engine.start(prompt), policy, 24, 0, rng, 4) + tokens = first.tokens.clone() + cache_length = first.cache.get_seq_length() + engine.score(first) + second = advance_to_contacts(engine, first, policy, 24, 0, rng, 8) + direct = advance_to_contacts(engine, engine.start(prompt), policy, 24, 0, + torch.Generator().manual_seed(42), 8) + torch.testing.assert_close(second.tokens, direct.tokens, rtol=0, atol=0) + torch.testing.assert_close(first.tokens, tokens, rtol=0, atol=0) + assert first.cache.get_seq_length() == cache_length + assert first.count == 4 and second.count == 8 + assert not first.finished and not second.finished + assert engine.end_id not in second.tokens[0, len(prompt):].tolist() From a64b40e9acee539004c92808e5f0259b9898c590 Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 13:20:37 -0400 Subject: [PATCH 09/50] Preserve guided results through regional storage recovery --- .../README.md | 10 +- .../data/dispatches.jsonl | 12 + .../data/guided_results_migration.json | 22240 ++++++++++++++++ .../data/server_tasks.jsonl | 4 + .../data/storage_write_incident.json | 36 + .../migrate_results.py | 75 + .../plot_trajectory_quality.py | 92 + 7 files changed, 22467 insertions(+), 2 deletions(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/guided_results_migration.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/storage_write_incident.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/migrate_results.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plot_trajectory_quality.py diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md index a36415d0..3bd58d09 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md @@ -197,8 +197,14 @@ copy. The streaming mirror completed successfully in about 70 seconds. `regional_inputs.py` checks the full reader, head, reconstructed-generator and target hashes against the original pilot. Regional recovery jobs use identical H100 hardware and original frozen task bundles, with large weight reads now -colocated. New larger phases also write to the regional bucket. The small -existing guided results retain their original durable prefix for resumption. +colocated. New larger phases also write to the regional bucket. After East result writes began timing out at 16:55 UTC, five guided workers +exhausted their failure retries and the remaining seven were canceled. The +14,227,449-byte snapshot (4,446 objects) was copied to +`s3://marinfold-exp368-rno2a/MarinFold/exp368/results/pilot-guided/`. +Every local object matched its source ETag and every destination object was +read back and checked against SHA256. The original immutable tasks resume from +this regional copy. `data/storage_write_incident.json` and +`data/guided_results_migration.json` retain the evidence and complete file audit. The regional ordinary-generation bootstrap now uses the vLLM container's existing interpreter instead of installing a second CUDA/PyTorch environment solely for diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl index cdb0f988..45753860 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl @@ -46,3 +46,15 @@ {"job_id": "/bizon/exp368-pilot-direct-score-rno-v1", "cluster": "cw-rno2a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T16:44:04.881879+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-rno2a --priority batch --user bizon --job-name exp368-pilot-direct-score-rno-v1 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' --include code_manifest.json -e EXP368_JOB_ID /bizon/exp368-pilot-direct-score-rno-v1 --gpu H100x1 -- bash bootstrap.sh --recover --regional --task 42-regional-pilot-direct-score-000 --result-root s3://marinfold-exp368-rno2a/MarinFold/exp368/results", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "shared_generator_manifest.json": "a61cc1883ae663e8a668afcc286a3df1dd2090d1f341f0b165001003a5abadd7", "analyze_candidates.py": "de26b3aab80f5d896caeb2099f3d9c73c5b32f4d0dedd26d70a2433f57ce1386", "score_pool.py": 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"resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-rno2a --priority batch --user bizon --job-name exp368-length-smoke-rno-v2 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' --include code_manifest.json -e EXP368_JOB_ID /bizon/exp368-length-smoke-rno-v2 --gpu H100x1 -- bash bootstrap.sh --recover --regional --task 50-length-smoke-000 --control s3://marinfold-exp368-rno2a/MarinFold/exp368/control-v2 --result-root s3://marinfold-exp368-rno2a/MarinFold/exp368/results", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": 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"source": "s3://marin-us-east-02a/MarinFold/exp368/server-v1/results/pilot-guided", + "last_successful_write": "2026-10-21T16:55:00.626Z", + "saved_objects": 4446, + "saved_bytes": 14227449, + "failures": [ + { + "job_id": "/bizon/exp368-recover-rno-010", + "state": "JOB_STATE_FAILED", + "error": "Cumulative failed task attempts exceeded max_task_failures: failures=3, limit=2; -gnu/lib/python3.12/asyncio/timeouts.py\", line 115, in __aexit__\n raise TimeoutError from exc_val\nTimeoutError\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 207, in \n main()\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 107, in main\n pin = pin_run(api, plan, args.out, args.shard, kind='guided-search', shards=args.shards)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/runtime.py\", line 90, in pin_run\n api.storage.write_json(pin, out + f'/shard-{shard:03d}.pin.json')\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/release_api/storage.py\", line 58, in write_json\n fs.pipe_file(path, json.dumps(value, indent=2).encode(), timeout=60)\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 118, in wrapper\n return sync(self.loop, func, *args, **kwargs)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 101, in sync\n raise FSTimeoutError from return_result\nfsspec.exceptions.FSTimeoutError\nTraceback (most recent call last):\n File \"/app/recover_task.py\", line 64, in \n main()\n File \"/app/recover_task.py\", line 60, in main\n subprocess.run(command, cwd=source, env=env, check=True)\n File \"/uv/cache/python/cpython-3.12.13-linux-x86_64-gnu/lib/python3.12/subprocess.py\", line 571, in run\n raise CalledProcessError(retcode, process.args,\nsubprocess.CalledProcessError: Command '['/app/.venv/bin/python3', 'worker.py', '--plan', 'pilot.json', '--out', 's3://marin-us-east-02a/MarinFold/exp368/server-v1/results/pilot-guided', '--shard', '10', '--shards', '12']' returned non-zero exit status 1.\n" + }, + { + "job_id": "/bizon/exp368-recover-rno-009", + "state": "JOB_STATE_FAILED", + "error": "Cumulative failed task attempts exceeded max_task_failures: failures=3, limit=2; 4-gnu/lib/python3.12/asyncio/timeouts.py\", line 115, in __aexit__\n raise TimeoutError from exc_val\nTimeoutError\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 207, in \n main()\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 107, in main\n pin = pin_run(api, plan, args.out, args.shard, kind='guided-search', shards=args.shards)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/runtime.py\", line 90, in pin_run\n api.storage.write_json(pin, out + f'/shard-{shard:03d}.pin.json')\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/release_api/storage.py\", line 58, in write_json\n fs.pipe_file(path, json.dumps(value, indent=2).encode(), timeout=60)\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 118, in wrapper\n return sync(self.loop, func, *args, **kwargs)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 101, in sync\n raise FSTimeoutError from return_result\nfsspec.exceptions.FSTimeoutError\nTraceback (most recent call last):\n File \"/app/recover_task.py\", line 64, in \n main()\n File \"/app/recover_task.py\", line 60, in main\n subprocess.run(command, cwd=source, env=env, check=True)\n File \"/uv/cache/python/cpython-3.12.13-linux-x86_64-gnu/lib/python3.12/subprocess.py\", line 571, in run\n raise CalledProcessError(retcode, process.args,\nsubprocess.CalledProcessError: Command '['/app/.venv/bin/python3', 'worker.py', '--plan', 'pilot.json', '--out', 's3://marin-us-east-02a/MarinFold/exp368/server-v1/results/pilot-guided', '--shard', '9', '--shards', '12']' returned non-zero exit status 1.\n" + }, + { + "job_id": "/bizon/exp368-recover-rno-008", + "state": "JOB_STATE_FAILED", + "error": "Cumulative failed task attempts exceeded max_task_failures: failures=3, limit=2; 4-gnu/lib/python3.12/asyncio/timeouts.py\", line 115, in __aexit__\n raise TimeoutError from exc_val\nTimeoutError\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 207, in \n main()\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 107, in main\n pin = pin_run(api, plan, args.out, args.shard, kind='guided-search', shards=args.shards)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/runtime.py\", line 90, in pin_run\n api.storage.write_json(pin, out + f'/shard-{shard:03d}.pin.json')\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/release_api/storage.py\", line 58, in write_json\n fs.pipe_file(path, json.dumps(value, indent=2).encode(), timeout=60)\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 118, in wrapper\n return sync(self.loop, func, *args, **kwargs)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 101, in sync\n raise FSTimeoutError from return_result\nfsspec.exceptions.FSTimeoutError\nTraceback (most recent call last):\n File \"/app/recover_task.py\", line 64, in \n main()\n File \"/app/recover_task.py\", line 60, in main\n subprocess.run(command, cwd=source, env=env, check=True)\n File \"/uv/cache/python/cpython-3.12.13-linux-x86_64-gnu/lib/python3.12/subprocess.py\", line 571, in run\n raise CalledProcessError(retcode, process.args,\nsubprocess.CalledProcessError: Command '['/app/.venv/bin/python3', 'worker.py', '--plan', 'pilot.json', '--out', 's3://marin-us-east-02a/MarinFold/exp368/server-v1/results/pilot-guided', '--shard', '8', '--shards', '12']' returned non-zero exit status 1.\n" + }, + { + "job_id": "/bizon/exp368-recover-rno-006", + "state": "JOB_STATE_FAILED", + "error": "Cumulative failed task attempts exceeded max_task_failures: failures=3, limit=2; 4-gnu/lib/python3.12/asyncio/timeouts.py\", line 115, in __aexit__\n raise TimeoutError from exc_val\nTimeoutError\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 207, in \n main()\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 107, in main\n pin = pin_run(api, plan, args.out, args.shard, kind='guided-search', shards=args.shards)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/runtime.py\", line 90, in pin_run\n api.storage.write_json(pin, out + f'/shard-{shard:03d}.pin.json')\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/release_api/storage.py\", line 58, in write_json\n fs.pipe_file(path, json.dumps(value, indent=2).encode(), timeout=60)\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 118, in wrapper\n return sync(self.loop, func, *args, **kwargs)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 101, in sync\n raise FSTimeoutError from return_result\nfsspec.exceptions.FSTimeoutError\nTraceback (most recent call last):\n File \"/app/recover_task.py\", line 64, in \n main()\n File \"/app/recover_task.py\", line 60, in main\n subprocess.run(command, cwd=source, env=env, check=True)\n File \"/uv/cache/python/cpython-3.12.13-linux-x86_64-gnu/lib/python3.12/subprocess.py\", line 571, in run\n raise CalledProcessError(retcode, process.args,\nsubprocess.CalledProcessError: Command '['/app/.venv/bin/python3', 'worker.py', '--plan', 'pilot.json', '--out', 's3://marin-us-east-02a/MarinFold/exp368/server-v1/results/pilot-guided', '--shard', '6', '--shards', '12']' returned non-zero exit status 1.\n" + }, + { + "job_id": "/bizon/exp368-recover-rno-005", + "state": "JOB_STATE_FAILED", + "error": "Cumulative failed task attempts exceeded max_task_failures: failures=3, limit=2; 4-gnu/lib/python3.12/asyncio/timeouts.py\", line 115, in __aexit__\n raise TimeoutError from exc_val\nTimeoutError\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 207, in \n main()\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/worker.py\", line 107, in main\n pin = pin_run(api, plan, args.out, args.shard, kind='guided-search', shards=args.shards)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/runtime.py\", line 90, in pin_run\n api.storage.write_json(pin, out + f'/shard-{shard:03d}.pin.json')\n File \"/tmp/exp368-recovery/327c21600e88785b3d52212681ebe3b3ee4eaf8b8bde0753dda7035e7a2977a1/release_api/storage.py\", line 58, in write_json\n fs.pipe_file(path, json.dumps(value, indent=2).encode(), timeout=60)\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 118, in wrapper\n return sync(self.loop, func, *args, **kwargs)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/app/.venv/lib/python3.12/site-packages/fsspec/asyn.py\", line 101, in sync\n raise FSTimeoutError from return_result\nfsspec.exceptions.FSTimeoutError\nTraceback (most recent call last):\n File \"/app/recover_task.py\", line 64, in \n main()\n File \"/app/recover_task.py\", line 60, in main\n subprocess.run(command, cwd=source, env=env, check=True)\n File \"/uv/cache/python/cpython-3.12.13-linux-x86_64-gnu/lib/python3.12/subprocess.py\", line 571, in run\n raise CalledProcessError(retcode, process.args,\nsubprocess.CalledProcessError: Command '['/app/.venv/bin/python3', 'worker.py', '--plan', 'pilot.json', '--out', 's3://marin-us-east-02a/MarinFold/exp368/server-v1/results/pilot-guided', '--shard', '5', '--shards', '12']' returned non-zero exit status 1.\n" + } + ], + "regional_validation_progress": "Regional validation-pool objects continued arriving at 17:08:29 UTC (6418 objects, 227795039 bytes).", + "recovery": "Stop all twelve old guided jobs, verify and copy their small saved outputs into the RNO bucket, then resume the original frozen descriptors against the regional result root." +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/migrate_results.py b/experiments/exp368_evals_proofreader_guided_contact_maps/migrate_results.py new file mode 100644 index 00000000..6f1f5adb --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/migrate_results.py @@ -0,0 +1,75 @@ +"""Copy a stopped, small result prefix with a byte-for-byte verification ledger.""" + +import argparse +import hashlib +import json +from concurrent.futures import ThreadPoolExecutor +from datetime import datetime, timezone +from pathlib import Path + +from runtime import load_release + + +def main() -> None: + """Verify a collected snapshot, publish it regionally, and read back every file.""" + parser = argparse.ArgumentParser() + parser.add_argument('--source', required=True) + parser.add_argument('--destination', required=True) + parser.add_argument('--local', type=Path, required=True) + parser.add_argument('--manifest', type=Path, required=True) + args = parser.parse_args() + for uri in [args.source, args.destination]: + if '/MarinFold/exp368/' not in uri or 'checkpoint' in uri: + raise ValueError('Migration is limited to exp368 results') + if args.source == args.destination: + raise ValueError('Source and destination must differ') + api = load_release(('storage',)) + source_fs, source_root = api.storage.filesystem(args.source) + destination_fs, destination_root = api.storage.filesystem(args.destination) + snapshot = json.loads((args.local / '_collection.json').read_text()) + + def listing(fs, root: str) -> dict: + return {name.removeprefix(root.rstrip('/') + '/'): dict(size=item['size'], etag=item.get('ETag')) + for name, item in fs.find(root, detail=True).items() if item['type'] == 'file'} + + if listing(source_fs, source_root) != snapshot: + raise ValueError('Source changed since collection; stop writers and recollect') + total_bytes = sum(item['size'] for item in snapshot.values()) + if total_bytes > 1_000_000_000: + raise ValueError('Migration exceeds the 1 GB result-copy ceiling') + existing = listing(destination_fs, destination_root) + if existing.keys() - snapshot.keys(): + raise ValueError('Destination contains unrelated files') + + def transfer(relative: str) -> tuple[str, dict]: + path = args.local / relative + value = path.read_bytes() + if len(value) != snapshot[relative]['size']: + raise ValueError('Local size mismatch: ' + relative) + # These tiny, unencrypted, single-PUT objects use a content-MD5 ETag. + # Reject other ETag forms rather than inferring source-byte integrity. + etag = (snapshot[relative]['etag'] or '').strip('"') + if len(etag) != 32 or hashlib.md5(value, usedforsecurity=False).hexdigest() != etag: + raise ValueError('Local content differs from the source ETag: ' + relative) + sha256 = hashlib.sha256(value).hexdigest() + target = destination_root + '/' + relative + if relative not in existing: + destination_fs.put_file(str(path), target, timeout=60) + if hashlib.sha256(destination_fs.cat(target)).hexdigest() != sha256: + raise ValueError('Destination conflicts with snapshot: ' + relative) + return relative, dict(snapshot[relative], sha256=sha256) + + with ThreadPoolExecutor(max_workers=16) as executor: + verified = dict(executor.map(transfer, sorted(snapshot))) + if listing(source_fs, source_root) != snapshot: + raise ValueError('Source changed during migration') + manifest = dict(source=args.source, destination=args.destination, + verified_at=datetime.now(timezone.utc).isoformat(), + total_bytes=total_bytes, files=verified) + args.manifest.parent.mkdir(parents=True, exist_ok=True) + args.manifest.write_text(json.dumps(manifest, indent=2) + '\n') + print(json.dumps(dict(files=len(verified), bytes=total_bytes, manifest=str(args.manifest))), flush=True) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plot_trajectory_quality.py b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_trajectory_quality.py new file mode 100644 index 00000000..ef38246e --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_trajectory_quality.py @@ -0,0 +1,92 @@ +"""Compare actual rollout quality, critic predictions, and emitted contact counts.""" + +import argparse +import json +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd + +from build_summary import save_plot_with_meta +from metrics import bootstrap + + +def main() -> None: + """Plot complete, equally weighted protein cohorts without selecting winners.""" + parser = argparse.ArgumentParser() + parser.add_argument('--data', type=Path, nargs='+', required=True) + parser.add_argument('--plan', type=Path, nargs='+', required=True) + parser.add_argument('--out', type=Path, required=True) + parser.add_argument('--table', type=Path, required=True) + parser.add_argument('--title', default='Rollout precision, recall and length') + args = parser.parse_args() + if len(args.data) != len(args.plan): + raise ValueError('Each analysis directory requires its frozen plan') + panels, order = [], [] + cohort = None + for directory, plan_path in zip(args.data, args.plan, strict=True): + plan = json.loads(plan_path.read_text()) + entries = set(plan['entries']) + if cohort is not None and entries != cohort: + raise ValueError('Plans differ in protein cohort') + cohort = entries + quality = pd.read_csv(directory / 'trajectory_quality.csv.gz') + maps = pd.read_csv(directory / 'per_protein.csv.gz') + lengths = maps[['entry_id', 'L']].drop_duplicates() + if lengths.entry_id.duplicated().any(): + raise ValueError('Conflicting protein lengths') + quality = quality.merge(lengths, on='entry_id', validate='many_to_one') + quality['contacts_per_L'] = quality.contacts / quality.L + for policy in plan['policies']: + name = policy['name'] + if name in order: + raise ValueError('Duplicate policy across panels: ' + name) + rows = quality[quality.policy == name] + if (set(rows.entry_id) != entries or rows.duplicated(['entry_id', 'sample']).any() + or not rows.groupby('entry_id')['sample'].apply(set).apply( + lambda samples: samples == set(range(plan['rollouts']))).all()): + raise ValueError('Policy has incomplete trajectories: ' + name) + order.append(name) + panels.append(rows.groupby(['entry_id', 'group_id', 'policy'], as_index=False)[ + ['precision', 'recall', 'predicted_precision', 'predicted_recall', 'contacts_per_L']].mean()) + frame = pd.concat(panels, ignore_index=True) + records = [] + for name in order: + rows = frame[frame.policy == name] + for metric in ['precision', 'recall', 'predicted_precision', 'predicted_recall', 'contacts_per_L']: + low, high = bootstrap(rows[metric].tolist(), rows.group_id.tolist()) + records.append(dict(policy=name, metric=metric, mean=rows[metric].mean(), + low=low, high=high, structures=len(rows), groups=rows.group_id.nunique())) + summary = pd.DataFrame(records) + args.table.parent.mkdir(parents=True, exist_ok=True) + summary.to_csv(args.table, index=False) + fig, axes = plt.subplots(1, 3, figsize=(12, max(5, len(order) * .32)), sharey=True) + y = np.arange(len(order)) + for axis, metric, title in zip(axes, ['precision', 'recall', 'contacts_per_L'], + ['Per-rollout precision', 'Per-rollout recall', 'Contacts / sequence length'], strict=True): + rows = summary[summary.metric == metric].set_index('policy').loc[order] + axis.errorbar(rows['mean'], y, xerr=np.stack([rows['mean'] - rows.low, rows.high - rows['mean']]), + fmt='o', color='#2166ac', markersize=4, capsize=2, label='Actual, 95% group bootstrap') + if metric != 'contacts_per_L': + predicted = summary[summary.metric == 'predicted_' + metric].set_index('policy').loc[order] + axis.scatter(predicted['mean'], y, marker='x', color='#b35806', label='Proofreader prediction') + axis.set_xlim(0, 1) + axis.set_title(title) + axis.grid(axis='x', alpha=.2) + axes[0].set_yticks(y, order) + axes[0].invert_yaxis() + axes[0].legend(loc='lower left', bbox_to_anchor=(0, 1.04), fontsize=8) + fig.suptitle(args.title, y=1.01) + fig.tight_layout() + args.out.parent.mkdir(parents=True, exist_ok=True) + save_plot_with_meta(fig, args.out, caption=( + f'{len(cohort)} proteins, equally weighted after averaging trajectories within each protein. ' + 'Blue intervals resample homology groups. Orange crosses show mean critic predictions.' + + (' Fixed-length L and 2L maps are nested prefixes of the same continuations.' + if any('-fixed' in name for name in order) else ''))) + plt.close(fig) + + +if __name__ == '__main__': + main() From a96c3329beaa27a0bffb828b97f3e6a043978060 Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 13:39:28 -0400 Subject: [PATCH 10/50] Validate raw frequency analysis and durable scoring barriers --- .../README.md | 13 +++- .../analyze.py | 16 +++-- .../data/controller_outage.json | 13 ++++ .../data/raw_frequency_verification.json | 5 ++ .../metrics.py | 9 ++- .../plots/summary.pdf | Bin 407426 -> 415974 bytes .../summary_narrative.md | 57 ++++++++++++++++-- .../test_metrics.py | 6 ++ .../watch_scoring.py | 47 ++++++++++++++- 9 files changed, 151 insertions(+), 15 deletions(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/controller_outage.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/raw_frequency_verification.json diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md index 3bd58d09..1d1980fe 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md @@ -214,7 +214,18 @@ each task's original immutable source bundle. `watch_scoring.py` is a finite loc dependency watcher: it submits the five declared scoring tasks only after their matching generation jobs succeed, records every launch, and exits after submission. The active experiment monitor continues to check the scoring jobs themselves. +When the regional controller stopped reporting after 17:14 UTC, the watcher +was restarted with an artifact-based dependency check: all four source/plan-pinned +completion markers and all 2,750 planned generation groups must exist before +it queues scoring against stale scheduler status. The shared cluster was not +modified. Frequency-only analysis can run directly on raw generated contacts; +its results exactly reproduce all fields for 96 previously scored pilot maps. ## Conclusion -_(Fill in after results are in.)_ +The completed 32-protein pilot supports larger ordinary rollout pools: 128 +frequency-ranked rollouts improve both all-contact and long-range R-precision +relative to eight proofreader-weighted rollouts. This is a pilot result; the +larger validation analysis is pending. The guided-policy and fixed-length +comparisons remain incomplete, so there is no conclusion yet about whether +proofreader-guided sampling improves the final accuracy/cost tradeoff. diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py index a392243f..03642170 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py @@ -35,8 +35,12 @@ def main() -> None: parser.add_argument('--guided', type=Path) parser.add_argument('--pool', type=Path) parser.add_argument('--pool-generation', type=Path) + parser.add_argument('--frequency-only', action='store_true', + help='Evaluate raw ordinary pools without waiting for GPU proofreading') parser.add_argument('--out', type=Path, required=True) args = parser.parse_args() + if args.frequency_only and (args.guided or not args.pool): + raise ValueError('Frequency-only analysis requires an ordinary pool and no guided inputs') plan = json.loads(args.plan.read_text()) targets = {row['entry_id']: row for row in pq.read_table(args.targets, filters=[('entry_id', 'in', plan['entries'])]).to_pylist()} @@ -100,11 +104,13 @@ def main() -> None: if len(rows) != size or {r['sample'] for r in rows} != set(range(size)): raise ValueError('Ordinary pool contains missing or duplicate samples') gt = pd.read_csv(args.pool_generation / entry / f'pool-{size}.timings.csv').iloc[0].to_dict() - st = pd.read_csv(key.with_suffix('.timings.csv')).iloc[0].to_dict() - ledger.extend([gt, st]) + ledger.append(gt) generation_seconds += gt['elapsed_seconds'] - score_seconds += st['elapsed_seconds'] - for method in METHODS: + if not args.frequency_only: + st = pd.read_csv(key.with_suffix('.timings.csv')).iloc[0].to_dict() + ledger.append(st) + score_seconds += st['elapsed_seconds'] + for method in ['frequency'] if args.frequency_only else METHODS: seconds = generation_seconds + (score_seconds if method != 'frequency' else 0.) name = 'ordinary-direct' if plan.get('pool_mode') == 'independent' else 'ordinary' results.append(evaluate(rows, target, method, seconds, name)) @@ -132,7 +138,7 @@ def main() -> None: summary.append(record) summary = pd.DataFrame(summary) summary.to_csv(args.out / 'summary.csv', index=False) - print(summary[summary.method == 'sumq'][['policy', 'rollouts', 'structures', 'r_precision', + print(summary[summary.method == ('frequency' if args.frequency_only else 'sumq')][['policy', 'rollouts', 'structures', 'r_precision', 'long_r_precision', 'oracle_coverage', 'mean_seconds']].to_string(index=False)) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/controller_outage.json b/experiments/exp368_evals_proofreader_guided_contact_maps/data/controller_outage.json new file mode 100644 index 00000000..d5063b45 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/controller_outage.json @@ -0,0 +1,13 @@ +{ + "observed_at": "2026-10-21T17:24:50.266281+00:00", + "last_federated_contact": "2026-10-21T17:14:22.662Z", + "cluster": "cw-rno2a", + "symptoms": [ + "Central controller reports peer unreachable", + "Direct standard Kubernetes tunnel succeeds but list_jobs request times out after 30 seconds", + "Existing validation task pods continue producing regional results" + ], + "pending_owned_jobs": 13, + "shared_cluster_changes": "none", + "response": "Keep jobs queued; monitor existing workers through regional output markers and task pod logs" +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/raw_frequency_verification.json b/experiments/exp368_evals_proofreader_guided_contact_maps/data/raw_frequency_verification.json new file mode 100644 index 00000000..1d7c26d1 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/raw_frequency_verification.json @@ -0,0 +1,5 @@ +{ + "maps": 96, + "comparison": "All per-protein fields exactly equal to previously scored pilot_direct frequency results", + "metric_tests_passed": 3 +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py b/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py index 0db02274..32dd28e7 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py @@ -1,13 +1,18 @@ """Evaluate ranked contact maps against the entire eligible pair universe.""" import hashlib -from collections import defaultdict +from collections import Counter, defaultdict import numpy as np def aggregate(rollouts: list[dict], method: str) -> dict[tuple[int, int], float]: """Combine unique per-rollout observations, with optional trajectory discount.""" + if method == 'frequency': + counts = Counter() + for row in rollouts: + counts.update({(a, b) for a, b in row['pairs'] if 0 <= a < b < row['L'] and b - a >= 6}) + return {pair: float(count) for pair, count in counts.items()} observations = [] for row in rollouts: pairs = {} @@ -35,7 +40,7 @@ def aggregate(rollouts: list[dict], method: str) -> dict[tuple[int, int], float] for pair, probability in pairs.items(): count[pair] += weight total[pair] += weight * probability - if method in {'frequency', 'f1_weighted_frequency'}: + if method == 'f1_weighted_frequency': return dict(count) if method == 'frequency_then_meanq': # Integer vote counts remain strictly ordered. 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Frozen generator: exp277 step 266344. Frozen proofreader: exp356 step 18000. Implementation and GPU validation are in progress; no guided-policy result yet. -## Complete ordinary-pool pilot +## Frozen models and experimental references + +The generator is the exp277 step-266344 Qwen3 model. The proofreader freezes +its causal backbone and adds a four-layer, 512-wide bidirectional contact reader +with 22.18 million trainable parameters. It predicts each supplied contact's +correctness and the current rollout's recall. No model is retrained here. + +The proofreader was trained on 50,000 experimental PDB chain structures. +References use the complete exp222 native-only pyconfind contact set: a 3 Å +side-chain threshold, minimum contact degree 0.001 and sequence separation ≥6. +The validation split has 1,552 structures in 287 related groups. + +## What top ten percent means here + +At each contact boundary, sample K candidate contacts from the constrained +generator. Score them with the proofreader after appending each candidate. +Keep the highest ceil(0.1 K) candidates and sample uniformly among survivors. +This keeps 2 of 16 or 7 of 64 sampled proposals, including possible repeats; +it does not enumerate the entire residue-pair universe. + +Soft guidance weights the same proposals by q raised to a chosen power. +Lookahead adds future contacts before scoring, then commits only the first. +The generator's probability already enters through proposal sampling. + +## Complete nested-pool pilot On 32 validation structures, sum-q R-precision increases from 0.5792 with eight rollouts to 0.5993 with 128. The paired gain is 0.0200, with 95% group-bootstrap @@ -54,7 +78,7 @@ exactly L and 2L contacts, with EOS disabled for both. Four independent 2L continuations yield nested L and 2L maps. The original 15-policy pilot remains frozen. No new reserved-test scores have been inspected. -## First result: aggregation baseline +## Existing 1552-structure validation baseline On existing validation rollouts, sum q remains strongest among five simple aggregators: all-contact R-precision 0.5315; long-range R-precision 0.5046. @@ -84,8 +108,8 @@ Recovery uses original source snapshots and durable S3 trajectories. After East capacity remained full, a durable 6.014 GB RNO2A input mirror was completed with per-chunk reservations and a restart-safe 7 GB cap. Regional H100 smoke tests verify identical model and target hashes. The complete guided comparison is pending. -Ordinary baselines are queued for 1,375 structures from 255 validation groups -outside the pilot. No new reserved-test scores have been computed or inspected. +Ordinary generation is nearly complete for 1,375 structures from 255 validation +groups outside the pilot. New job starts are delayed by a regional controller outage. No new reserved-test scores have been computed or inspected. ## Numerical validation @@ -94,3 +118,28 @@ with full forward passes. The first H100 smoke caught BF16 incremental/full-pass drift of up to 0.02394 in one contact probability. FP32 cached search passes on three real proteins, with maximum error 0.00000358. Final maps use the released BF16 full-pass reader for comparison. + +## Regional recovery status at 1730 UTC + +East-region output writes failed after 16:55. All affected workers stopped, and +4,446 saved objects were copied to the GPU region. Source checksums and complete +destination readbacks verified every file. Original code, sharding and seeds +are preserved, with new results resuming from the verified regional snapshot. + +The regional controller stopped responding after 17:14. Thirteen replacement +and smoke jobs remain queued. Existing validation-generation workers continue +writing outputs. These are infrastructure delays; guided-policy conclusions +remain pending. No shared cluster state has been changed. + +## How to interpret the eventual comparison + +R-precision evaluates the top R predictions, where R is the number of native +contacts used only for evaluation. Precision at L, L/2 and L/5 provides usable +sequence-length budgets. AP includes every eligible unproposed pair at score +zero. Contact labels enter only after sampling decisions are finished. + +Pilot and larger-validation results select the final methods. The reserved test +was previously used for the proofreader release; new inference-policy test scores +have not been inspected. Generator pretraining decontamination is not established. +Search timings describe this implementation, including discarded work, and are +not hardware-independent lower bounds on the cost of these policy families. diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py b/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py index 9eaec5d6..de84d149 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py @@ -24,3 +24,9 @@ def test_confidence_tiebreak_cannot_reverse_an_extra_vote() -> None: dict(L=20, pairs=[[1, 9]], probabilities=[.001])] scores = aggregate(rows, 'frequency_then_meanq') assert scores[(1, 9)] > scores[(0, 8)] > scores[(2, 10)] + + +def test_raw_frequency_counts_distinct_eligible_votes_without_reader() -> None: + rows = [dict(L=20, pairs=[[0, 8], [0, 8], [1, 9], [0, 2], [-1, 8], [9, 1], [0, 20]]), + dict(L=20, pairs=[[0, 8], [2, 10]])] + assert aggregate(rows, 'frequency') == {(0, 8): 2., (1, 9): 1., (2, 10): 1.} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/watch_scoring.py b/experiments/exp368_evals_proofreader_guided_contact_maps/watch_scoring.py index ce2942c4..e144c6d0 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/watch_scoring.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/watch_scoring.py @@ -6,13 +6,15 @@ jobs stop the watcher visibly for the monitoring agent to investigate. """ +import argparse +import hashlib import json import subprocess import sys import time from datetime import UTC, datetime -from runtime import HERE +from runtime import HERE, load_release RESULT_ROOT = 's3://marinfold-exp368-rno2a/MarinFold/exp368/results' DEPENDENCIES = [('exp368-pilot-direct-rno-v1', '42-regional-pilot-direct-score-000', @@ -22,19 +24,57 @@ f'exp368-validation-score-rno-{shard:03d}') for shard in range(4)] +def validation_artifacts_complete() -> bool: + """Validate all immutable generation barriers when scheduler status is stale.""" + plan = json.loads((HERE / 'validation_pool.json').read_text()) + plan_sha = hashlib.sha256(json.dumps(plan, sort_keys=True).encode()).hexdigest() + tasks = {row['task_id']: row for row in map(json.loads, (HERE / 'data/server_tasks.jsonl').read_text().splitlines())} + api = load_release(('storage',)) + fs, root = api.storage.filesystem(RESULT_ROOT + '/validation-pool') + names = set(fs.find(root)) + markers = [root + f'/shard-{shard:03d}.complete.json' for shard in range(4)] + if not all(key in names for key in markers): + return False + barriers = [] + for shard, key in enumerate(markers): + value = json.loads(fs.cat(key)) + expected = dict(plan_sha256=plan_sha, kind='ordinary-generation', shards=4, + proteins=len(plan['entries'][shard::4]), + code_sha256=tasks[f'41-regional-validation-pool-{shard:03d}']['source']['sha256']) + if any(value.get(field) != item for field, item in expected.items()): + raise ValueError('Generation artifact barrier differs from its frozen task: ' + key) + barriers.append(value) + expected_groups = {root + f'/{entry}/pool-{size}.done.json' + for entry in plan['entries'] for size in plan['pool_sizes']} + if not expected_groups <= names: + raise ValueError('Shard barriers exist but a planned output group is missing') + evidence = dict(verified_at=datetime.now(UTC).isoformat(), result_root=RESULT_ROOT, + expected_groups=len(expected_groups), barriers=barriers, + reason='Central peer status stale during regional controller outage') + (HERE / 'data/validation_generation_barriers.json').write_text(json.dumps(evidence, indent=2) + '\n') + return True + + def main() -> None: """Advance known dependencies without changing scientific source snapshots.""" + parser = argparse.ArgumentParser() + parser.add_argument('--artifact-barriers', action='store_true', + help='Permit scoring after all validated generation artifacts commit') + args = parser.parse_args() client = HERE.parent.parent / 'scratch/exp368-iris-client' - query = json.dumps({'query': {'job_id_prefix': '/bizon/exp368', 'limit': 100}}) + query = json.dumps({'query': {'job_id_prefix': '/bizon/exp368', 'limit': 250}}) command = ['uv', 'run', '--project', str(client), '--package', 'marin-iris', 'iris', '--cluster', 'marin', 'rpc', 'controller', 'list-jobs', '--json', query] previous = None + artifacts_ready = False while True: state = json.loads(subprocess.check_output(command, text=True, stderr=subprocess.DEVNULL)) if state.get('has_more'): raise ValueError('Iris status truncated; refusing an incomplete dependency view') jobs = {job['job_id']: job for job in state['jobs']} submitted = {json.loads(line)['job_id'] for line in (HERE / 'data/dispatches.jsonl').read_text().splitlines()} + if args.artifact_barriers and not artifacts_ready: + artifacts_ready = validation_artifacts_complete() status = {} for parent, task, name in DEPENDENCIES: parent_id, child_id = '/bizon/' + parent, '/bizon/' + name @@ -47,7 +87,8 @@ def main() -> None: raise RuntimeError('Scoring needs recovery: ' + child_id) status[name] = jobs.get(child_id, {}).get('state', 'SUBMITTED') continue - if jobs[parent_id]['state'] != 'JOB_STATE_SUCCEEDED': + if jobs[parent_id]['state'] != 'JOB_STATE_SUCCEEDED' and not ( + artifacts_ready and parent.startswith('exp368-validation-pool-')): status[name] = 'WAITING_FOR_GENERATION' continue subprocess.run([sys.executable, str(HERE / 'launch.py'), '--kind', 'regional-recover', From 2b0c69652fd9338c9798dda5043bf61dfdea86af Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 13:57:22 -0400 Subject: [PATCH 11/50] Record full validation frequency results and East recovery --- .../README.md | 39 +- .../data/dispatches.jsonl | 25 + .../data/guided_pending_cancellation.json | 80 + .../data/guided_results_east_recovery.json | 22238 +++++++++ .../data/length_smoke_timings.csv | 9 + .../data/length_smoke_verification.json | 49 + .../data/scoring_pending_cancellation.json | 32 + .../validation_frequency/calibration.csv.gz | Bin 0 -> 43 bytes .../validation_frequency/completeness.csv | 2751 + .../paired_vs_frequency8.csv | 10 + .../paired_vs_frequency8.skipped.json | 1 + .../validation_frequency/per_protein.csv.gz | Bin 0 -> 261468 bytes .../data/validation_frequency/summary.csv | 3 + .../data/validation_frequency/timings.csv | 2751 + .../trajectory_quality.csv.gz | Bin 0 -> 50 bytes .../data/validation_generation_barriers.json | 44 + .../data/validation_pool_east_recovery.json | 41298 ++++++++++++++++ .../plot_pools.py | 15 +- .../plots/summary.pdf | Bin 415974 -> 493081 bytes .../plots/validation_frequency.png | Bin 0 -> 122233 bytes .../plots/validation_frequency.png.meta.json | 16 + .../publish_to_hf.py | 41 +- .../summary_narrative.md | 25 + 23 files changed, 69418 insertions(+), 9 deletions(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/guided_pending_cancellation.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/guided_results_east_recovery.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/length_smoke_timings.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/length_smoke_verification.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/scoring_pending_cancellation.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/calibration.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/completeness.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/paired_vs_frequency8.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/paired_vs_frequency8.skipped.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/per_protein.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/summary.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/timings.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/trajectory_quality.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_generation_barriers.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_pool_east_recovery.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/validation_frequency.png create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/validation_frequency.png.meta.json diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md index 1d1980fe..bb76c2f8 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md @@ -87,6 +87,26 @@ batch sizes or deployments as identical. Data are in `data/pilot_direct/`. ![Contact-map accuracy from pools requested in a single batch](plots/pilot_direct_pool.png) +### Larger validation frequency baseline + +Ordinary generation is complete for all 1,375 structures in the 255 validation +groups outside the pilot. With frequency ranking, increasing from eight to 128 +rollouts improves all-contact R-precision from 0.5014 to 0.5477. The paired gain +is 0.0463 (95% group-bootstrap interval 0.0403–0.0526). Long-range R-precision +increases from 0.4709 to 0.5215, a gain of 0.0506 (0.0430–0.0586), over the +1,371 structures with at least one long-range native contact. Mean warm generation +cost increases from 2.431 to 6.599 H100 seconds per map (2.714 times the cost). + +Oracle candidate coverage increases from 0.7392 to 0.9523, while full-universe AP +increases from 0.4565 to 0.5632. At 128 rollouts, precision at L, L/2 and L/5 is +0.5058, 0.6709 and 0.7932 respectively. This comparison uses frequency for both +pool sizes. Fresh proofreader-weighted scoring on the same generated pools is +still running; the older 1,552-structure reanalysis uses a different cohort and +cannot substitute for that comparison. Data and all 2,750 contemporaneous +per-input generation timings are in `data/validation_frequency/`. + +![Larger validation comparison of frequency-ranked pools](plots/validation_frequency.png) + ### Frozen pilot protocol `pilot.json` fixes 32 validation proteins from 32 distinct homology groups, @@ -221,11 +241,26 @@ it queues scoring against stale scheduler status. The shared cluster was not modified. Frequency-only analysis can run directly on raw generated contacts; its results exactly reproduce all fields for 96 previously scored pilot maps. +The East controller and eight schedulable H100s became available during the RNO +controller outage. A fresh East storage write/read check passed. The saved +guided snapshot (14.2 MB) and complete validation-generation outputs (404.6 MB) +were copied to `s3://marin-us-east-02a/MarinFold/exp368/recovery-east-v2/results/`, +with source ETags and every destination SHA256 readback verified. The queued +RNO replacement jobs were canceled and their terminal states checked before +East replacements were submitted. A new H100 fixed-length smoke passed all +model hashes, exact L and 2L counts, nested-prefix invariants and FP32 cache checks +(maximum probability error below 9e-7). The full fixed-length pilot is now queued +alongside the resumed original pilot and larger validation scoring. Large model +reads in East use the existing East checkpoints; no new cross-region model copy +was needed. Recovery manifests and cancellation audits are retained in `data/`. + ## Conclusion The completed 32-protein pilot supports larger ordinary rollout pools: 128 frequency-ranked rollouts improve both all-contact and long-range R-precision -relative to eight proofreader-weighted rollouts. This is a pilot result; the -larger validation analysis is pending. The guided-policy and fixed-length +relative to eight proofreader-weighted rollouts. A separate 1,375-structure +validation comparison confirms that increasing frequency-ranked pools from eight +to 128 improves R-precision by 0.0463 (95% interval 0.0403–0.0526). Fresh +proofreader-weighted validation scoring is still pending. The guided-policy and fixed-length comparisons remain incomplete, so there is no conclusion yet about whether proofreader-guided sampling improves the final accuracy/cost tradeoff. diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl index 45753860..52cac7ef 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl @@ -58,3 +58,28 @@ {"job_id": "/bizon/exp368-guided-regional-v2-009", "cluster": "cw-rno2a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T17:16:42.892059+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-rno2a --priority batch --user bizon --job-name exp368-guided-regional-v2-009 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' --include code_manifest.json -e EXP368_JOB_ID /bizon/exp368-guided-regional-v2-009 --gpu H100x1 -- bash bootstrap.sh --recover --regional --task 20-pilot-guided-009 --result-root s3://marinfold-exp368-rno2a/MarinFold/exp368/results", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "shared_generator_manifest.json": "a61cc1883ae663e8a668afcc286a3df1dd2090d1f341f0b165001003a5abadd7", "analyze_candidates.py": "de26b3aab80f5d896caeb2099f3d9c73c5b32f4d0dedd26d70a2433f57ce1386", "score_pool.py": 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"length_probe.py": "53f2093a298f929cdfba7c60a5c03d94722cc00c3549ec0dad99abd8f425a1e1", "plot_frontier.py": "9d984aca97161449357f721bdf1e3a1760699d123cfeb2b2a6c79ac9c1ec39cf", "collect.py": "1d767b2071f0c4126999f4693c145d63d323411d34d0290419ed2007a74a5343", "bootstrap.sh": "1091adc05c50c0f0ac511662465545c0fec8298b5ee8c1d06f5aab11f8529a71", "regional_inputs_manifest.json": "c1d68a0f6c9870d709783b62cb4f11a1096a4949801727a3fdfe368bad388332", "monitor.py": "b777115b641de19ad7416ec11f689e80ebec15d100e4750b25f6074216b2cdbf", "test_length_probe.py": "cb449be3e120529e3a16deec295894641892a0651544e028bbb0f46afa50e820", "pool_bootstrap.sh": "30ee765a0fe6ab2b00ce01c1b0a6fe5acf030f56e27b11993134d086283af4bc", "compare.py": "6ea8507aa12bf9220d4f78dbd3fddb7ff0cd9798fa4eb6505c557262dbc829d7", "prepare_shared.py": "8d8bb46d007e7dccd84b49236c95a181554de40063d1820f984ab1549542f37e", "migrate_results.py": "c63d5abcc172b80dffc546f20657adcb2601fb4fc23e83f1222a135de125a81c", "engine.py": "7d08fe6a495e5db03c1b3a8135948d7a7e42a1d8a0b5279614901206302e4aa2", "validation_pool.json": "7f0b373f397e5e33e7fb9160028927a3a53eb4bb1bf1a6c5343075b24b27e61f", "runtime.py": "6b00b54d419df8b615b2274c5716d90a983ab6d1849608ee897c8dddc097ab52", "worker.py": "1ce8784ee5240ad215d1fcfa2679e01a8973017dac74c502235593fc7c287569", "plot_diagnostics.py": "37fec93f09ca74654858feb037ee7f6d728ffad4601ac943c5c4d790769ab508", "plot_pools.py": "2683594c21d29b9cc0994dfa020bc24ab26bf9e32477638e6b66dda94d54b3f9", "test_metrics.py": "063c070274313534df4bd3c043c79741feaf49bf11127bbd70f450871ea61caf", "release_manifest.json": "f0849427b998a6719490d82ce86db9de9b9785d3cc5467f875af593deb9e5dd3", "pilot_direct.json": "b0a439f63eb93ba3d40a695e567dd6b3512777cdc626cf0c6f05bac9f6febb1e"}, "sha256": "73c8ff54d7387d2e7fd1789699b7111db24e7e7b76daecd115cfadda90e86252", "git_commit": "a96c3329beaa27a0bffb828b97f3e6a043978060"}} +{"job_id": "/bizon/exp368-guided-east-v3-011", "cluster": "cw-us-east-02a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T17:54:44.909287+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-guided-east-v3-011 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' --include code_manifest.json -e EXP368_JOB_ID /bizon/exp368-guided-east-v3-011 --gpu H100x1 -- bash bootstrap.sh --recover --task 20-pilot-guided-011 --result-root s3://marin-us-east-02a/MarinFold/exp368/recovery-east-v2/results", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "shared_generator_manifest.json": "a61cc1883ae663e8a668afcc286a3df1dd2090d1f341f0b165001003a5abadd7", "analyze_candidates.py": "de26b3aab80f5d896caeb2099f3d9c73c5b32f4d0dedd26d70a2433f57ce1386", "score_pool.py": "696dd15a8f4168bbbf046bdc1fbf0bc93cc8f8b40a590ceb0c5dde4361b9bd9a", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "recover_task.py": "b57cbe8031268874407669bad3def33332ee57d4915c4d0ab43d53eeef4fd81c", "diagnose_maps.py": "1ab769999ec8bfa654c9e21e584e103cfc72e9e9272c0b0275eac5bb06c062ae", "analyze.py": "a1723c6e00d68801fe34df7093f23c0087d531564f85eb100426cbdecd6616e0", "metrics.py": "45715394ad23d89cd8dc2419f00be4d906201a28fc3b5aebd750d65cf5c6de48", "regional_inputs.py": "f9a013c862af783b7a9e905346e23816b5d682d9263b42a1ab1803ca7352e5ef", "policy_smoke.json": "aa86e7add6b23e032c659a93c27d24450bd2c4c005eeac9f5f5ca696151f1d12", "analyze_existing.py": "185fcd8da878126c0033f3042f56b155adbc5fe47cc85e31d0c0b05cb0506eb6", "plot_trajectory_quality.py": "9ca5441c5a02fc17cd8a51be1e0a181b2b48f3d248953fd1a304cd63c852a8de", "length_smoke.json": "da2f2d469fb0d386cf56d11203bda390164d744c1b2e4379ff832e05cde63a90", "smoke.json": "e326c8b9a8e1d7bc64badc56c1445988d18399f4e8d94c55cd90eea5402fdf76", "prepare_regional_mirror.py": "22cde0492bb6d4a238d3e78455017ec52b9ab5cab7be84b84c3e46bb51299843", "watch_scoring.py": "f491ef0367cabee65fa4024d9c711a7650cb4f61d688e73520dae23fd815684e", "plot_existing.py": "9b6d841cb2ddd246e541359caf7d1cba6b1351ea363614694e2bfea160a19c2e", "build_summary.py": "a3cc048c692198a56a58cf35815eb81102bfcb361e1bf64db17b1d1758e6c629", "pool.py": "4f12ac5956bb3420ca6b23046daed31e7c4dca75718df2d7f80f62ede8944d11", "length_probe.json": "74a3e071dd784d9d6c6529084ad28e494925b191b470d575a4d1938dd680774e", "pool_smoke.json": "f28706137c9f2a4df6bade0b11d704358fa67297fc9ee83087848ecd49c761ca", "serve.py": "f2c07fcd6b5388d4a1238d182604164294ccf749be0eff5b63394d90708e2420", "submit_tasks.py": "af2514cd0bd74725e7afee2af9214dff0d65c16b5dd65959a97a9c3bb0d19130", "publish_to_hf.py": "eaff46366f3cc5cdec295284061669691d73cb657c102ea9650dd297d47a715b", "test_engine.py": "69c60fd4b19f45a9052ed96fb384734173d009516ef65d62094d7123bf9a52b3", "uv.lock": "94a9ea4835cf11c2dc8dad2bfcafe21ae0523f3a0fd5f6b77a9279fdec4881ad", "launch.py": "71c26140feb7ecbf5d78d04dd0f4eaf100a57e5e72ae10a5c712bd62422c886f", "length_probe.py": "53f2093a298f929cdfba7c60a5c03d94722cc00c3549ec0dad99abd8f425a1e1", "plot_frontier.py": "9d984aca97161449357f721bdf1e3a1760699d123cfeb2b2a6c79ac9c1ec39cf", "collect.py": "1d767b2071f0c4126999f4693c145d63d323411d34d0290419ed2007a74a5343", "bootstrap.sh": "1091adc05c50c0f0ac511662465545c0fec8298b5ee8c1d06f5aab11f8529a71", "regional_inputs_manifest.json": "c1d68a0f6c9870d709783b62cb4f11a1096a4949801727a3fdfe368bad388332", "monitor.py": "b777115b641de19ad7416ec11f689e80ebec15d100e4750b25f6074216b2cdbf", "test_length_probe.py": "cb449be3e120529e3a16deec295894641892a0651544e028bbb0f46afa50e820", "pool_bootstrap.sh": "30ee765a0fe6ab2b00ce01c1b0a6fe5acf030f56e27b11993134d086283af4bc", "compare.py": "6ea8507aa12bf9220d4f78dbd3fddb7ff0cd9798fa4eb6505c557262dbc829d7", "prepare_shared.py": "8d8bb46d007e7dccd84b49236c95a181554de40063d1820f984ab1549542f37e", "migrate_results.py": "c63d5abcc172b80dffc546f20657adcb2601fb4fc23e83f1222a135de125a81c", "engine.py": "7d08fe6a495e5db03c1b3a8135948d7a7e42a1d8a0b5279614901206302e4aa2", "validation_pool.json": "7f0b373f397e5e33e7fb9160028927a3a53eb4bb1bf1a6c5343075b24b27e61f", "runtime.py": "6b00b54d419df8b615b2274c5716d90a983ab6d1849608ee897c8dddc097ab52", "worker.py": "1ce8784ee5240ad215d1fcfa2679e01a8973017dac74c502235593fc7c287569", "plot_diagnostics.py": "37fec93f09ca74654858feb037ee7f6d728ffad4601ac943c5c4d790769ab508", "plot_pools.py": "2683594c21d29b9cc0994dfa020bc24ab26bf9e32477638e6b66dda94d54b3f9", "test_metrics.py": "063c070274313534df4bd3c043c79741feaf49bf11127bbd70f450871ea61caf", "release_manifest.json": "f0849427b998a6719490d82ce86db9de9b9785d3cc5467f875af593deb9e5dd3", "pilot_direct.json": "b0a439f63eb93ba3d40a695e567dd6b3512777cdc626cf0c6f05bac9f6febb1e"}, "sha256": "73c8ff54d7387d2e7fd1789699b7111db24e7e7b76daecd115cfadda90e86252", "git_commit": "a96c3329beaa27a0bffb828b97f3e6a043978060"}} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/guided_pending_cancellation.json b/experiments/exp368_evals_proofreader_guided_contact_maps/data/guided_pending_cancellation.json new file mode 100644 index 00000000..6abad0a0 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/guided_pending_cancellation.json @@ -0,0 +1,80 @@ +{ + "at": "2026-10-21T17:50:07.622700+00:00", + "reason": "Move pending work from unresponsive RNO controller to healthy East H100 capacity", + "jobs": [ + { + "job_id": "/bizon/exp368-guided-regional-v2-000", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:51 140464059905856 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:51 140464059905856 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-001", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:50 140154501850944 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:50 140154501850944 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-002", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:51 140020894562112 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:51 140020894562112 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-003", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:52 139874021599040 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:52 139874021599040 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-004", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:56 139786493736768 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:56 139786493736768 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-005", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:57 139794502276928 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:57 139794502276928 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-006", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:58 140543688542016 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:58 140543688542016 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-007", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:58 140287243016000 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:58 140287243016000 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-008", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:59 139968543672128 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:59 139968543672128 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-009", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:49:59 140172429121344 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:49:59 140172429121344 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-010", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:50:00 139988161574720 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:50:00 139988161574720 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-guided-regional-v2-011", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:50:01 139774737889088 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:50:01 139774737889088 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + } + ], + "confirmed_states": { + "/bizon/exp368-guided-regional-v2-000": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-001": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-002": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-003": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-004": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-005": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-006": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-007": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-008": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-009": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-010": "JOB_STATE_KILLED", + "/bizon/exp368-guided-regional-v2-011": 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b/experiments/exp368_evals_proofreader_guided_contact_maps/data/scoring_pending_cancellation.json new file mode 100644 index 00000000..92074665 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/scoring_pending_cancellation.json @@ -0,0 +1,32 @@ +{ + "at": "2026-10-21T17:51:14.560565+00:00", + "reason": "Score completed validation outputs on healthy East H100s after verified 404 MB result migration", + "jobs": [ + { + "job_id": "/bizon/exp368-validation-score-rno-000", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:50:59 139932284409664 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:50:59 139932284409664 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-validation-score-rno-001", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:51:11 140218164168512 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:51:11 140218164168512 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-validation-score-rno-002", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:51:00 139626104047424 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:51:00 139626104047424 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + }, + { + "job_id": "/bizon/exp368-validation-score-rno-003", + "returncode": 0, + "output": "se `--active` to target the active environment instead\nI20261021 13:51:00 140357635077952 iris.cli.main Resolved cluster 'marin' to config: /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nI20261021 13:51:00 140357635077952 iris.cluster.config Loading config from /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client/lib/iris/config/marin.yaml\nNot all requested scopes were granted by the authorization server, missing scopes email.\n" + } + ], + "confirmed_states": { + "/bizon/exp368-validation-score-rno-000": "JOB_STATE_KILLED", + "/bizon/exp368-validation-score-rno-001": 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+policy,rollouts,method,structures,groups,gpu_seconds,mean_seconds,long_structures,r_precision,r_precision_low,r_precision_high,average_precision,average_precision_low,average_precision_high,oracle_coverage,oracle_coverage_low,oracle_coverage_high,long_r_precision,long_r_precision_low,long_r_precision_high,long_average_precision,long_average_precision_low,long_average_precision_high,long_oracle_coverage,long_oracle_coverage_low,long_oracle_coverage_high,mean_contacts,mean_contacts_low,mean_contacts_high,precision_L,precision_L_low,precision_L_high,precision_L2,precision_L2_low,precision_L2_high,precision_L5,precision_L5_low,precision_L5_high 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+ordinary-direct,128,frequency,1375,255,9073.170819201507,6.598669686692005,1371,0.547694445222999,0.509905815201307,0.5893206141329659,0.5632113917162677,0.514446239122113,0.6160603485295524,0.9523112266991813,0.9427222533110416,0.9623818946257935,0.5215341259070545,0.4778387691687793,0.5651811371073673,0.535963385091189,0.4812645675896392,0.5906299117209486,0.9424009257642612,0.9298782937656932,0.9544459160323491,230.55130113636363,200.2921997369929,265.1842079632925,0.5057953039444736,0.46014412078084516,0.5521148656748935,0.6709010553919712,0.6169133416329894,0.7219147871946648,0.7932426041004331,0.7465254339450962,0.8350590898734888 diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/timings.csv b/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/timings.csv new file mode 100644 index 00000000..88e5e201 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/timings.csv @@ -0,0 +1,2751 @@ +stem,n_residues,n_pairs,mode,sample_start,sample_end,elapsed_seconds,model_load_seconds,total_seconds,timing_scope,timestamp_utc,model_nickname,runner_tag,gpu_name,gpu_total_memory_gb,gpu_compute_capability,hostname,platform,torch_version +1a0s_P,413,3770,vllm-ordinary,0,8,4.916531127877533,157.40733506623656,162.36283444054425,"one protein, independent complete pool",2026-10-21T17:13:08.790841+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1a0s_P,413,59078,vllm-ordinary,0,128,14.007982343435287,157.40733506623656,171.6193032693118,"one protein, independent complete pool",2026-10-21T17:13:23.193223+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1a0t_P,413,3708,vllm-ordinary,0,8,4.801779818721116,157.24639852438122,162.10092262458056,"one protein, independent complete pool",2026-10-21T17:13:09.590905+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1a0t_P,413,59280,vllm-ordinary,0,128,14.32135517243296,157.24639852438122,171.7696542274207,"one protein, independent complete pool",2026-10-21T17:13:24.266345+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1au1_A,166,1267,vllm-ordinary,0,8,1.7285176264122128,157.40733506623656,159.1685728756711,"one protein, independent complete pool",2026-10-21T16:43:15.260071+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1au1_A,166,19961,vllm-ordinary,0,128,4.041784561239183,157.40733506623656,161.54738224018365,"one protein, independent complete pool",2026-10-21T16:43:19.501402+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1b33_N,67,408,vllm-ordinary,0,8,0.5730018503963947,154.2631402183324,154.85890401806682,"one protein, independent complete pool",2026-10-21T16:24:14.683469+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1b33_N,67,6444,vllm-ordinary,0,128,1.2628541877493262,154.2631402183324,155.57168959081173,"one protein, independent complete pool",2026-10-21T16:24:16.067532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1b8d_A,164,925,vllm-ordinary,0,8,1.4493055720813572,150.57685415819287,152.05557283340022,"one protein, independent complete pool",2026-10-21T16:30:38.829721+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1b8d_A,164,14957,vllm-ordinary,0,128,2.920983513817191,150.57685415819287,153.56749110016972,"one protein, independent complete pool",2026-10-21T16:30:41.920338+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1b93_A,148,1006,vllm-ordinary,0,8,1.2668046662583947,157.24639852438122,158.5554430410266,"one protein, independent complete pool",2026-10-21T16:39:47.471968+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1b93_A,148,15656,vllm-ordinary,0,128,2.865157858468592,157.24639852438122,160.18350124545395,"one protein, independent complete pool",2026-10-21T16:39:50.512711+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1bbn_A,133,772,vllm-ordinary,0,8,1.3786562578752637,157.24639852438122,158.6609293129295,"one protein, independent complete pool",2026-10-21T16:38:51.936077+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1bbn_A,133,12574,vllm-ordinary,0,128,2.520654471591115,157.24639852438122,159.82961423136294,"one protein, independent complete pool",2026-10-21T16:38:54.625618+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1bcn_A,133,755,vllm-ordinary,0,8,1.2023412217386067,160.4695451501757,161.7002866109833,"one protein, independent complete pool",2026-10-21T16:34:38.400836+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1bcn_A,133,12302,vllm-ordinary,0,128,2.517201305832714,160.4695451501757,163.04746006894857,"one protein, independent complete pool",2026-10-21T16:34:41.067150+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1bvp_1,349,3196,vllm-ordinary,0,8,4.38469703681767,151.46286530792713,155.8917551394552,"one protein, independent complete pool",2026-10-21T17:15:27.876250+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1bvp_1,349,52811,vllm-ordinary,0,128,12.30680488795042,151.46286530792713,163.95712388679385,"one protein, independent complete pool",2026-10-21T17:15:40.511965+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1bxz_A,352,2729,vllm-ordinary,0,8,3.328990947455168,157.40733506623656,160.78180268313736,"one protein, independent complete pool",2026-10-21T17:08:05.637978+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1bxz_A,352,43559,vllm-ordinary,0,128,9.318912068381906,157.40733506623656,166.8860951187089,"one protein, independent complete pool",2026-10-21T17:08:15.281467+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1cid_A,177,1446,vllm-ordinary,0,8,1.8439678400754929,150.57685415819287,152.4586237249896,"one protein, independent complete pool",2026-10-21T16:33:04.360395+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1cid_A,177,23601,vllm-ordinary,0,128,4.318263177294284,150.57685415819287,154.98726944532245,"one protein, independent complete pool",2026-10-21T16:33:08.870329+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1cl3_A,138,990,vllm-ordinary,0,8,1.3888157876208425,157.40733506623656,158.8336984347552,"one protein, independent complete pool",2026-10-21T16:39:10.942155+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1cl3_A,138,15915,vllm-ordinary,0,128,3.02090447768569,157.40733506623656,160.51528684422374,"one protein, independent complete pool",2026-10-21T16:39:14.141839+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1cpc_A,162,762,vllm-ordinary,0,8,1.2511788681149485,155.1003769095987,156.37824957817793,"one protein, independent complete pool",2026-10-21T16:55:57.952968+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1cpc_A,162,13115,vllm-ordinary,0,128,2.6618207674473524,155.1003769095987,157.82690386846662,"one protein, independent complete pool",2026-10-21T16:56:00.786249+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1cyl_A,129,673,vllm-ordinary,0,8,1.1563555411994455,160.4695451501757,161.6659454931505,"one protein, independent complete pool",2026-10-21T16:34:06.598360+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1cyl_A,129,13264,vllm-ordinary,0,128,2.60141147300601,160.4695451501757,163.13159035053104,"one protein, independent complete pool",2026-10-21T16:34:09.370315+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1d1h_A,35,177,vllm-ordinary,0,8,0.2632122347131371,154.2631402183324,154.54908764362335,"one protein, independent complete pool",2026-10-21T16:23:48.768333+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1d1h_A,35,2902,vllm-ordinary,0,128,0.5842599645256996,154.2631402183324,154.8810067716986,"one protein, independent complete pool",2026-10-21T16:23:49.468674+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1d9n_A,75,539,vllm-ordinary,0,8,0.7513158340007067,160.4695451501757,161.2509416663088,"one protein, independent complete pool",2026-10-21T16:32:29.846104+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1d9n_A,75,9262,vllm-ordinary,0,128,1.56384341372177,160.4695451501757,162.1034605940804,"one protein, independent complete pool",2026-10-21T16:32:31.603046+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1dov_A,181,1061,vllm-ordinary,0,8,1.4319280502386391,150.57685415819287,152.03857422806325,"one protein, independent complete pool",2026-10-21T16:33:22.939420+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1dov_A,181,16253,vllm-ordinary,0,128,3.245506687089801,150.57685415819287,153.897138168104,"one protein, independent complete pool",2026-10-21T16:33:26.364653+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1dow_A,205,1157,vllm-ordinary,0,8,1.7927869064733386,157.40733506623656,159.23227861337364,"one protein, independent complete pool",2026-10-21T16:48:13.317214+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1dow_A,205,18373,vllm-ordinary,0,128,3.865534698590636,157.40733506623656,161.37391703017056,"one protein, independent complete pool",2026-10-21T16:48:17.412624+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1egh_A,152,1097,vllm-ordinary,0,8,1.3416785369627178,150.57685415819287,151.9449440385215,"one protein, independent complete pool",2026-10-21T16:28:09.575558+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1egh_A,152,16392,vllm-ordinary,0,128,3.035100500099361,150.57685415819287,153.6897782161832,"one protein, independent complete pool",2026-10-21T16:28:12.779357+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1esm_A,311,2571,vllm-ordinary,0,8,3.2584415627643466,157.40733506623656,160.71552673447877,"one protein, independent complete pool",2026-10-21T16:58:51.962297+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1esm_A,311,40501,vllm-ordinary,0,128,8.47775490861386,157.40733506623656,166.0361082702875,"one protein, independent complete pool",2026-10-21T16:59:00.736373+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1esn_A,311,2443,vllm-ordinary,0,8,3.1231289077550173,157.24639852438122,160.4219397995621,"one protein, independent complete pool",2026-10-21T16:59:01.284970+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1esn_A,311,40567,vllm-ordinary,0,128,8.589849217794836,157.24639852438122,165.98101568594575,"one protein, independent complete pool",2026-10-21T16:59:10.178264+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1exn_A,271,2070,vllm-ordinary,0,8,2.6259650634601712,157.24639852438122,159.90767258498818,"one protein, independent complete pool",2026-10-21T16:54:02.970463+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1exn_A,271,32905,vllm-ordinary,0,128,6.429241802543402,157.24639852438122,163.7938989745453,"one protein, independent complete pool",2026-10-21T16:54:09.641543+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1eyx_A,164,736,vllm-ordinary,0,8,1.0650705536827445,157.40733506623656,158.4996859198436,"one protein, independent complete pool",2026-10-21T16:42:52.682193+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1eyx_A,164,12931,vllm-ordinary,0,128,2.7028606720268726,157.40733506623656,160.1738020190969,"one protein, independent complete pool",2026-10-21T16:42:55.544855+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f35_A,162,1082,vllm-ordinary,0,8,1.6291925995610654,150.57685415819287,152.2393122240901,"one protein, independent complete pool",2026-10-21T16:29:37.469611+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f35_A,162,16440,vllm-ordinary,0,128,3.548331687692553,150.57685415819287,154.21085389284417,"one protein, independent complete pool",2026-10-21T16:29:41.202614+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f99_A,162,858,vllm-ordinary,0,8,1.2280876068398356,157.40733506623656,158.67352170869708,"one protein, independent complete pool",2026-10-21T16:41:48.885705+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f99_A,162,14225,vllm-ordinary,0,128,2.8925668336451054,157.40733506623656,160.3690269198269,"one protein, independent complete pool",2026-10-21T16:41:51.938850+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f99_B,172,851,vllm-ordinary,0,8,1.3856238834559915,157.24639852438122,158.8838643487543,"one protein, independent complete pool",2026-10-21T16:43:43.684691+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f99_B,172,14512,vllm-ordinary,0,128,3.0069651203230023,157.24639852438122,160.3256675582379,"one protein, independent complete pool",2026-10-21T16:43:46.859733+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f9p_A,81,489,vllm-ordinary,0,8,0.6945772105827928,157.40733506623656,158.1427490171045,"one protein, independent complete pool",2026-10-21T16:36:57.048074+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f9p_A,81,7250,vllm-ordinary,0,128,1.3913907501846552,157.40733506623656,158.84448939748108,"one protein, independent complete pool",2026-10-21T16:36:58.568432+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f9q_A,64,317,vllm-ordinary,0,8,0.5217449562624097,153.51509482692927,154.0646040951833,"one protein, independent complete pool",2026-10-21T16:24:03.285907+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f9q_A,64,5575,vllm-ordinary,0,128,0.9695434756577016,153.51509482692927,154.62140678614378,"one protein, independent complete pool",2026-10-21T16:24:04.475104+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f9r_A,65,362,vllm-ordinary,0,8,0.465861510951072,150.57685415819287,151.06675941310823,"one protein, independent complete pool",2026-10-21T16:24:15.350819+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f9r_A,65,5739,vllm-ordinary,0,128,1.0553322001360357,150.57685415819287,151.68377442937344,"one protein, independent complete pool",2026-10-21T16:24:16.531891+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f9s_A,66,384,vllm-ordinary,0,8,0.5210584215819836,153.51509482692927,154.06264989916235,"one protein, independent complete pool",2026-10-21T16:24:08.806734+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1f9s_A,66,5599,vllm-ordinary,0,128,1.004327466711402,153.51509482692927,154.5677417907864,"one protein, independent complete pool",2026-10-21T16:24:09.953864+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1fc3_A,119,718,vllm-ordinary,0,8,0.8897395501844585,160.4695451501757,161.38728136429563,"one protein, independent complete pool",2026-10-21T16:33:44.372210+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1fc3_A,119,11662,vllm-ordinary,0,128,1.9751156130805607,160.4695451501757,162.50271082296968,"one protein, independent complete pool",2026-10-21T16:33:46.486717+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1gh0_A,162,942,vllm-ordinary,0,8,1.343231488019228,157.24639852438122,158.63450954668224,"one protein, independent complete pool",2026-10-21T16:41:46.437047+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1gh0_A,162,14744,vllm-ordinary,0,128,2.9259489495307207,157.24639852438122,160.2403510082513,"one protein, independent complete pool",2026-10-21T16:41:49.537690+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1gx1_A,157,888,vllm-ordinary,0,8,1.2829479919746518,157.40733506623656,158.73644227348268,"one protein, independent complete pool",2026-10-21T16:40:43.027882+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1gx1_A,157,14161,vllm-ordinary,0,128,2.7552620097994804,157.40733506623656,160.23266610410064,"one protein, independent complete pool",2026-10-21T16:40:45.954388+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1h47_A,157,889,vllm-ordinary,0,8,1.2991966921836138,157.24639852438122,158.57186505477875,"one protein, independent complete pool",2026-10-21T16:40:39.532294+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1h47_A,157,14195,vllm-ordinary,0,128,2.7281588492915034,157.24639852438122,160.04471830185503,"one protein, independent complete pool",2026-10-21T16:40:42.426448+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1h48_A,157,935,vllm-ordinary,0,8,1.5133629739284515,155.1003769095987,156.65735580958426,"one protein, independent complete pool",2026-10-21T16:54:58.004172+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1h48_A,157,14628,vllm-ordinary,0,128,2.8570359963923693,155.1003769095987,158.02616748586297,"one protein, independent complete pool",2026-10-21T16:55:01.022836+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1h6g_A,255,1715,vllm-ordinary,0,8,2.611831112764776,157.40733506623656,160.0553555674851,"one protein, independent complete pool",2026-10-21T16:53:00.119677+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1h6g_A,255,24940,vllm-ordinary,0,128,5.316411114297807,157.40733506623656,162.82746070809662,"one protein, independent complete pool",2026-10-21T16:53:05.662839+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ha7_A,162,919,vllm-ordinary,0,8,1.424214905127883,155.1003769095987,156.54923419840634,"one protein, independent complete pool",2026-10-21T16:56:02.300142+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ha7_A,162,13904,vllm-ordinary,0,128,3.07510687597096,155.1003769095987,158.24828475899994,"one protein, independent complete pool",2026-10-21T16:56:05.551187+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1hij_A,129,776,vllm-ordinary,0,8,1.046403008047491,150.57685415819287,151.64786744304,"one protein, independent complete pool",2026-10-21T16:26:26.427777+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1hij_A,129,12687,vllm-ordinary,0,128,2.384881761856377,150.57685415819287,153.0239757313393,"one protein, independent complete pool",2026-10-21T16:26:28.985199+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1hik_A,129,833,vllm-ordinary,0,8,1.2309818835929036,157.40733506623656,158.67155492678285,"one protein, independent complete pool",2026-10-21T16:38:28.942571+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1hik_A,129,12562,vllm-ordinary,0,128,2.5622241143137217,157.40733506623656,160.0298166712746,"one protein, independent complete pool",2026-10-21T16:38:31.680791+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1hzi_A,129,929,vllm-ordinary,0,8,1.3971307557076216,157.24639852438122,158.67558405268937,"one protein, independent complete pool",2026-10-21T16:38:25.600030+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1hzi_A,129,13020,vllm-ordinary,0,128,2.483458356000483,157.24639852438122,159.79575267713517,"one protein, independent complete pool",2026-10-21T16:38:28.240458+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1i52_A,225,1671,vllm-ordinary,0,8,2.077918689697981,151.46286530792713,153.5702056530863,"one protein, independent complete pool",2026-10-21T16:58:40.605981+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1i52_A,225,26456,vllm-ordinary,0,128,4.896198922768235,151.46286530792713,156.46241479553282,"one protein, independent complete pool",2026-10-21T16:58:45.716806+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1i7y_A,162,784,vllm-ordinary,0,8,1.1547529939562082,150.57685415819287,151.75880955299365,"one protein, independent complete pool",2026-10-21T16:29:42.444891+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1i7y_A,162,14099,vllm-ordinary,0,128,2.8690966181457043,150.57685415819287,153.5110183134675,"one protein, independent complete pool",2026-10-21T16:29:45.496923+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1i7y_B,172,851,vllm-ordinary,0,8,1.1690954230725763,155.1003769095987,156.3002850562334,"one protein, independent complete pool",2026-10-21T16:57:58.762457+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1i7y_B,172,13934,vllm-ordinary,0,128,2.763062942773104,155.1003769095987,157.93311292864382,"one protein, independent complete pool",2026-10-21T16:58:01.700750+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iar_A,129,754,vllm-ordinary,0,8,1.105713000986725,160.4695451501757,161.6081258333288,"one protein, independent complete pool",2026-10-21T16:34:10.568699+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iar_A,129,12716,vllm-ordinary,0,128,2.5185237359255552,160.4695451501757,163.056303919293,"one protein, independent complete pool",2026-10-21T16:34:13.246351+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1icw_A,69,401,vllm-ordinary,0,8,0.5722101256251335,154.2631402183324,154.86167666967958,"one protein, independent complete pool",2026-10-21T16:24:18.678478+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1icw_A,69,6818,vllm-ordinary,0,128,1.214939784258604,154.2631402183324,155.52311993204057,"one protein, independent complete pool",2026-10-21T16:24:20.020005+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ig4_A,75,598,vllm-ordinary,0,8,0.7442638091742992,150.57685415819287,151.34890653425828,"one protein, independent complete pool",2026-10-21T16:24:49.031812+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ig4_A,75,9108,vllm-ordinary,0,128,1.5186801846139133,150.57685415819287,152.14666440477595,"one protein, independent complete pool",2026-10-21T16:24:50.677566+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ik4_A,152,1013,vllm-ordinary,0,8,1.2766879247501493,157.40733506623656,158.7327342769131,"one protein, independent complete pool",2026-10-21T16:40:15.925917+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ik4_A,152,16447,vllm-ordinary,0,128,2.910496667958796,157.40733506623656,160.40255957189947,"one protein, independent complete pool",2026-10-21T16:40:19.018983+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1il8_A,71,472,vllm-ordinary,0,8,0.6262488937936723,150.57685415819287,151.22730830917135,"one protein, independent complete pool",2026-10-21T16:24:30.366887+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1il8_A,71,7628,vllm-ordinary,0,128,1.2941363449208438,150.57685415819287,151.91754079284146,"one protein, independent complete pool",2026-10-21T16:24:31.792883+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ilf_A,141,983,vllm-ordinary,0,8,1.5866731069982052,157.40733506623656,159.02930026035756,"one protein, independent complete pool",2026-10-21T16:39:20.690565+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ilf_A,141,17099,vllm-ordinary,0,128,3.2543328246101737,157.40733506623656,160.73918456863612,"one protein, independent complete pool",2026-10-21T16:39:24.149962+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ilp_A,71,504,vllm-ordinary,0,8,0.7083085160702467,154.2631402183324,154.99685437511653,"one protein, independent complete pool",2026-10-21T16:24:25.610902+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ilp_A,71,7441,vllm-ordinary,0,128,1.3371014911681414,154.2631402183324,155.64842258300632,"one protein, independent complete pool",2026-10-21T16:24:27.077189+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ilq_A,71,431,vllm-ordinary,0,8,0.6536242458969355,153.51509482692927,154.20695389807224,"one protein, independent complete pool",2026-10-21T16:24:19.722066+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ilq_A,71,7700,vllm-ordinary,0,128,1.4220443088561296,153.51509482692927,154.9832795774564,"one protein, independent complete pool",2026-10-21T16:24:21.272406+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ini_A,225,1651,vllm-ordinary,0,8,1.9934381023049357,157.40733506623656,159.43227758444846,"one protein, independent complete pool",2026-10-21T16:50:56.239236+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ini_A,225,26162,vllm-ordinary,0,128,4.8323774775490165,157.40733506623656,162.3401640849188,"one protein, independent complete pool",2026-10-21T16:51:01.287139+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1itf_A,165,1040,vllm-ordinary,0,8,1.5414229473099113,157.24639852438122,158.8156536212191,"one protein, independent complete pool",2026-10-21T16:43:02.800555+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1itf_A,165,16594,vllm-ordinary,0,128,3.394322670996189,157.24639852438122,160.71415554452688,"one protein, independent complete pool",2026-10-21T16:43:06.384263+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iti_A,133,761,vllm-ordinary,0,8,1.18991823727265,150.57685415819287,151.7985102222301,"one protein, independent complete pool",2026-10-21T16:26:56.787801+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iti_A,133,12792,vllm-ordinary,0,128,2.488530794158578,150.57685415819287,153.1282962425612,"one protein, independent complete pool",2026-10-21T16:26:59.440527+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1itl_A,130,860,vllm-ordinary,0,8,1.0735355480574071,150.57685415819287,151.68594758445397,"one protein, independent complete pool",2026-10-21T16:26:41.888765+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1itl_A,130,13756,vllm-ordinary,0,128,2.558392117731273,150.57685415819287,153.19863111013547,"one protein, independent complete pool",2026-10-21T16:26:44.602592+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1itm_A,130,834,vllm-ordinary,0,8,1.1620396366342902,157.40733506623656,158.59868636913598,"one protein, independent complete pool",2026-10-21T16:38:44.691336+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1itm_A,130,14165,vllm-ordinary,0,128,2.7771166702732444,157.40733506623656,160.25037823617458,"one protein, independent complete pool",2026-10-21T16:38:47.623389+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iv1_A,150,915,vllm-ordinary,0,8,1.2950499909929931,160.4695451501757,161.7903611091897,"one protein, independent complete pool",2026-10-21T16:35:46.693809+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iv1_A,150,14980,vllm-ordinary,0,128,3.0277707148343325,160.4695451501757,163.57656245213002,"one protein, independent complete pool",2026-10-21T16:35:49.908469+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iv2_A,150,959,vllm-ordinary,0,8,1.2813127697445452,150.57685415819287,151.88573643611744,"one protein, independent complete pool",2026-10-21T16:28:00.684072+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iv2_A,150,15227,vllm-ordinary,0,128,2.768905783072114,150.57685415819287,153.42146272491664,"one protein, independent complete pool",2026-10-21T16:28:03.623340+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iv3_A,150,967,vllm-ordinary,0,8,1.3755717501044271,157.40733506623656,158.8113787388429,"one protein, independent complete pool",2026-10-21T16:40:06.184861+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iv3_A,150,15377,vllm-ordinary,0,128,2.847896495833993,157.40733506623656,160.33532356657088,"one protein, independent complete pool",2026-10-21T16:40:09.226645+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iv4_A,150,937,vllm-ordinary,0,8,1.2178437812253833,157.24639852438122,158.4985768776387,"one protein, independent complete pool",2026-10-21T16:40:01.367444+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1iv4_A,150,15273,vllm-ordinary,0,128,2.9326330395415425,157.24639852438122,160.247860904783,"one protein, independent complete pool",2026-10-21T16:40:04.474214+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1j6r_A,197,1752,vllm-ordinary,0,8,2.074548155069351,157.24639852438122,159.3507341518998,"one protein, independent complete pool",2026-10-21T16:47:40.806578+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1j6r_A,197,27286,vllm-ordinary,0,128,4.878850542940199,157.24639852438122,162.22927877120674,"one protein, independent complete pool",2026-10-21T16:47:45.897556+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jax_A,212,1287,vllm-ordinary,0,8,1.6155914142727852,155.1003769095987,156.75039604492486,"one protein, independent complete pool",2026-10-21T17:03:27.300411+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jax_A,212,20644,vllm-ordinary,0,128,3.786266695708037,155.1003769095987,158.9741440601647,"one protein, independent complete pool",2026-10-21T17:03:31.307505+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jay_A,212,1286,vllm-ordinary,0,8,1.6414006892591717,151.46286530792713,153.13302160054445,"one protein, independent complete pool",2026-10-21T16:57:04.980123+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jay_A,212,20822,vllm-ordinary,0,128,3.9241812229156494,151.46286530792713,155.47614953294396,"one protein, independent complete pool",2026-10-21T16:57:09.097890+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jbo_A,162,825,vllm-ordinary,0,8,1.201053853146732,157.40733506623656,158.63557313475758,"one protein, independent complete pool",2026-10-21T16:41:53.224015+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jbo_A,162,13970,vllm-ordinary,0,128,2.7013294640928507,157.40733506623656,160.17749099619687,"one protein, independent complete pool",2026-10-21T16:41:56.090641+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jn1_A,157,945,vllm-ordinary,0,8,1.5975013878196478,150.57685415819287,152.2157460139133,"one protein, independent complete pool",2026-10-21T16:28:41.537117+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jn1_A,157,15939,vllm-ordinary,0,128,3.0465979571454227,150.57685415819287,153.70174828916788,"one protein, independent complete pool",2026-10-21T16:28:44.758642+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1job_A,162,994,vllm-ordinary,0,8,1.452589450404048,157.24639852438122,158.73077435139567,"one protein, independent complete pool",2026-10-21T16:41:51.082637+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1job_A,162,16083,vllm-ordinary,0,128,3.3452911972999573,157.24639852438122,160.66843366716057,"one protein, independent complete pool",2026-10-21T16:41:54.604945+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jod_A,160,1098,vllm-ordinary,0,8,1.6225822772830725,155.1003769095987,156.7608030345291,"one protein, independent complete pool",2026-10-21T16:55:39.065877+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jod_A,160,16149,vllm-ordinary,0,128,3.2798206359148026,155.1003769095987,158.47071020305157,"one protein, independent complete pool",2026-10-21T16:55:42.536289+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jqb_A,351,2922,vllm-ordinary,0,8,3.559236405417323,155.1003769095987,158.71865087933838,"one protein, independent complete pool",2026-10-21T17:21:46.756610+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jqb_A,351,46361,vllm-ordinary,0,128,9.800216423347592,155.1003769095987,165.07660573907197,"one protein, independent complete pool",2026-10-21T17:21:57.016065+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jy8_A,155,883,vllm-ordinary,0,8,1.283343076240271,150.57685415819287,151.88983374554664,"one protein, independent complete pool",2026-10-21T16:28:19.045998+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jy8_A,155,14650,vllm-ordinary,0,128,2.949987544678152,150.57685415819287,153.61274777213112,"one protein, independent complete pool",2026-10-21T16:28:22.184044+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jyt_A,163,994,vllm-ordinary,0,8,1.7447237325832248,157.40733506623656,159.18215864803642,"one protein, independent complete pool",2026-10-21T16:42:47.854828+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1jyt_A,163,17146,vllm-ordinary,0,128,3.4790552584454417,157.40733506623656,160.96531847212464,"one protein, independent complete pool",2026-10-21T16:42:51.526312+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1k9y_A,354,2993,vllm-ordinary,0,8,3.979384702630341,157.24639852438122,161.26837101206183,"one protein, independent complete pool",2026-10-21T17:08:39.262372+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1k9y_A,354,48642,vllm-ordinary,0,128,10.79813416209072,157.24639852438122,168.23148978501558,"one protein, independent complete pool",2026-10-21T17:08:50.412019+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1k9z_A,354,3050,vllm-ordinary,0,8,3.958895234391093,155.1003769095987,159.0970529615879,"one protein, independent complete pool",2026-10-21T17:22:39.750553+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1k9z_A,354,48143,vllm-ordinary,0,128,10.430036263540387,155.1003769095987,165.71704249829054,"one protein, independent complete pool",2026-10-21T17:22:50.508067+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ka0_A,353,2983,vllm-ordinary,0,8,3.885811824351549,157.40733506623656,161.33233943674713,"one protein, independent complete pool",2026-10-21T17:08:33.023930+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ka0_A,353,47850,vllm-ordinary,0,128,10.79947512689978,157.40733506623656,168.38405561447144,"one protein, independent complete pool",2026-10-21T17:08:44.168070+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ka1_A,354,3074,vllm-ordinary,0,8,4.0761120319366455,151.46286530792713,155.5792313478887,"one protein, independent complete pool",2026-10-21T17:16:55.852915+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ka1_A,354,48557,vllm-ordinary,0,128,11.047832932323216,151.46286530792713,162.68460141308606,"one protein, independent complete pool",2026-10-21T17:17:07.228949+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1kev_A,351,2892,vllm-ordinary,0,8,3.747555997222662,151.46286530792713,155.2470074892044,"one protein, independent complete pool",2026-10-21T17:15:58.068386+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1kev_A,351,46085,vllm-ordinary,0,128,10.020268300548196,151.46286530792713,161.64813652448356,"one protein, independent complete pool",2026-10-21T17:16:08.391577+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1knj_A,156,868,vllm-ordinary,0,8,1.351660996675491,155.1003769095987,156.4824671819806,"one protein, independent complete pool",2026-10-21T16:54:48.263477+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1knj_A,156,15056,vllm-ordinary,0,128,2.983097618445754,155.1003769095987,158.15345042012632,"one protein, independent complete pool",2026-10-21T16:54:51.418561+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1knk_A,156,927,vllm-ordinary,0,8,1.3634147639386356,150.57685415819287,151.97103330027312,"one protein, independent complete pool",2026-10-21T16:28:33.215568+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1knk_A,156,15176,vllm-ordinary,0,128,2.969714837614447,150.57685415819287,153.62345610698685,"one protein, independent complete pool",2026-10-21T16:28:36.371977+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1koz_A,36,211,vllm-ordinary,0,8,0.2773741967976093,153.51509482692927,153.8194930087775,"one protein, independent complete pool",2026-10-21T16:23:49.002592+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1koz_A,36,3384,vllm-ordinary,0,128,0.6224477291107178,153.51509482692927,154.17961819749326,"one protein, independent complete pool",2026-10-21T16:23:49.740985+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ktp_A,162,844,vllm-ordinary,0,8,1.0211332943290472,155.1003769095987,156.15048663504422,"one protein, independent complete pool",2026-10-21T16:56:06.688595+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ktp_A,162,13495,vllm-ordinary,0,128,2.752222143113613,155.1003769095987,157.91639610379934,"one protein, independent complete pool",2026-10-21T16:56:09.627729+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1la4_A,34,147,vllm-ordinary,0,8,0.3219635030254721,154.2631402183324,154.61090097390115,"one protein, independent complete pool",2026-10-21T16:23:47.698031+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1la4_A,34,2816,vllm-ordinary,0,128,0.5876345513388515,154.2631402183324,154.88631040789187,"one protein, independent complete pool",2026-10-21T16:23:48.401817+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lbu_A,213,1445,vllm-ordinary,0,8,1.774932911619544,157.24639852438122,159.0517898062244,"one protein, independent complete pool",2026-10-21T16:49:32.707612+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lbu_A,213,22829,vllm-ordinary,0,128,4.392451682128012,157.24639852438122,161.72857916355133,"one protein, independent complete pool",2026-10-21T16:49:37.296381+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lee_A,331,2879,vllm-ordinary,0,8,3.5732726315036416,157.24639852438122,160.86701948847622,"one protein, independent complete pool",2026-10-21T17:03:39.785291+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lee_A,331,45795,vllm-ordinary,0,128,9.598679965361953,157.24639852438122,167.00797105580568,"one protein, independent complete pool",2026-10-21T17:03:49.686601+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lf2_A,329,2869,vllm-ordinary,0,8,3.4615850746631622,155.1003769095987,158.59754333272576,"one protein, independent complete pool",2026-10-21T17:16:25.157426+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lf2_A,329,45970,vllm-ordinary,0,128,9.521431632339954,155.1003769095987,164.79984080046415,"one protein, independent complete pool",2026-10-21T17:16:34.997645+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lf3_A,331,2874,vllm-ordinary,0,8,3.5705541390925646,155.1003769095987,158.71211291477084,"one protein, independent complete pool",2026-10-21T17:17:45.977974+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lf3_A,331,45733,vllm-ordinary,0,128,9.46873952448368,155.1003769095987,164.74702478200197,"one protein, independent complete pool",2026-10-21T17:17:55.762114+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lia_A,164,973,vllm-ordinary,0,8,1.370328857563436,157.24639852438122,158.64514989312738,"one protein, independent complete pool",2026-10-21T16:42:48.798306+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lia_A,164,14930,vllm-ordinary,0,128,3.12237520609051,157.24639852438122,160.43610511347651,"one protein, independent complete pool",2026-10-21T16:42:52.097320+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lia_B,177,956,vllm-ordinary,0,8,1.6177543010562658,157.40733506623656,159.08751880005002,"one protein, independent complete pool",2026-10-21T16:45:18.881797+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lia_B,177,17253,vllm-ordinary,0,128,3.376007130369544,157.40733506623656,160.86449653282762,"one protein, independent complete pool",2026-10-21T16:45:22.451598+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ls5_A,328,2915,vllm-ordinary,0,8,3.8712880797684193,151.46286530792713,155.37110791914165,"one protein, independent complete pool",2026-10-21T17:09:48.351869+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ls5_A,328,46655,vllm-ordinary,0,128,10.00381052494049,151.46286530792713,161.63531618751583,"one protein, independent complete pool",2026-10-21T17:09:58.663892+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lsu_A,134,755,vllm-ordinary,0,8,0.9018116490915418,150.57685415819287,151.50685909204185,"one protein, independent complete pool",2026-10-21T16:27:00.431449+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lsu_A,134,12098,vllm-ordinary,0,128,2.009802747052163,150.57685415819287,152.64655088214204,"one protein, independent complete pool",2026-10-21T16:27:02.594958+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lya_B,241,1689,vllm-ordinary,0,8,2.2388554494827986,151.46286530792713,153.73903063312173,"one protein, independent complete pool",2026-10-21T16:59:57.344013+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lya_B,241,28009,vllm-ordinary,0,128,5.432380147278309,151.46286530792713,157.024088492617,"one protein, independent complete pool",2026-10-21T17:00:03.014473+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lyb_B,241,1748,vllm-ordinary,0,8,2.1462422413751483,157.40733506623656,159.58714154176414,"one protein, independent complete pool",2026-10-21T16:52:10.294681+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lyb_B,241,28078,vllm-ordinary,0,128,5.265626296401024,157.40733506623656,162.79148409236225,"one protein, independent complete pool",2026-10-21T16:52:15.810213+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lyw_B,241,1719,vllm-ordinary,0,8,2.1464616395533085,157.24639852438122,159.42892542853951,"one protein, independent complete pool",2026-10-21T16:52:16.252127+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1lyw_B,241,27732,vllm-ordinary,0,128,5.245441108942032,157.24639852438122,162.6002460885793,"one protein, independent complete pool",2026-10-21T16:52:21.732312+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1m43_A,331,2846,vllm-ordinary,0,8,3.735060211271048,151.46286530792713,155.23422727175057,"one protein, independent complete pool",2026-10-21T17:11:40.628581+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1m43_A,331,46269,vllm-ordinary,0,128,9.976754486560822,151.46286530792713,161.60533819906414,"one protein, independent complete pool",2026-10-21T17:11:50.915230+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1me6_A,329,2839,vllm-ordinary,0,8,3.58941494114697,151.46286530792713,155.1007247120142,"one protein, independent complete pool",2026-10-21T17:10:16.302082+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1me6_A,329,45823,vllm-ordinary,0,128,9.766956105828283,151.46286530792713,161.421520922333,"one protein, independent complete pool",2026-10-21T17:10:26.398204+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1mgs_A,73,379,vllm-ordinary,0,8,0.5315530840307474,150.57685415819287,151.13762923516333,"one protein, independent complete pool",2026-10-21T16:24:44.684701+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1mgs_A,73,5928,vllm-ordinary,0,128,1.0203021322377026,150.57685415819287,151.8428575694561,"one protein, independent complete pool",2026-10-21T16:24:46.038777+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1mi2_A,73,391,vllm-ordinary,0,8,0.5461503602564335,154.2631402183324,154.83332639932632,"one protein, independent complete pool",2026-10-21T16:24:40.643718+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1mi2_A,73,5995,vllm-ordinary,0,128,1.0640695644542577,154.2631402183324,155.3686042772606,"one protein, independent complete pool",2026-10-21T16:24:41.825052+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1msg_A,72,393,vllm-ordinary,0,8,0.5072027891874313,150.57685415819287,151.11003690119833,"one protein, independent complete pool",2026-10-21T16:24:40.330805+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1msg_A,72,5887,vllm-ordinary,0,128,1.0187890608794987,150.57685415819287,151.6415713285096,"one protein, independent complete pool",2026-10-21T16:24:41.475131+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1msh_A,72,348,vllm-ordinary,0,8,0.4865083983168006,154.2631402183324,154.7739093163982,"one protein, independent complete pool",2026-10-21T16:24:36.492716+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1msh_A,72,5813,vllm-ordinary,0,128,1.116391354240477,154.2631402183324,155.423062665388,"one protein, independent complete pool",2026-10-21T16:24:37.725578+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1n6u_A,212,1724,vllm-ordinary,0,8,2.128949300386012,157.40733506623656,159.56792586669326,"one protein, independent complete pool",2026-10-21T16:49:15.983715+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1n6u_A,212,27305,vllm-ordinary,0,128,5.167384400032461,157.40733506623656,162.6787663511932,"one protein, independent complete pool",2026-10-21T16:49:21.360762+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1n6v_A,212,1756,vllm-ordinary,0,8,2.1451209038496017,157.24639852438122,159.4267450151965,"one protein, independent complete pool",2026-10-21T16:49:18.848270+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1n6v_A,212,27059,vllm-ordinary,0,128,5.097783950157464,157.24639852438122,162.4467889778316,"one protein, independent complete pool",2026-10-21T16:49:24.171077+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1n8n_A,209,1456,vllm-ordinary,0,8,1.7958856718614695,157.40733506623656,159.2355608418584,"one protein, independent complete pool",2026-10-21T16:48:26.216813+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1n8n_A,209,23779,vllm-ordinary,0,128,4.571327703073621,157.40733506623656,162.10191914066672,"one protein, independent complete pool",2026-10-21T16:48:31.022376+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1n9k_A,209,1438,vllm-ordinary,0,8,1.9143419591709967,157.24639852438122,159.1976547650993,"one protein, independent complete pool",2026-10-21T16:48:28.735752+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1n9k_A,209,23771,vllm-ordinary,0,128,4.519350148737431,157.24639852438122,161.86119894124568,"one protein, independent complete pool",2026-10-21T16:48:33.476942+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1nap_A,66,423,vllm-ordinary,0,8,0.6014533061534166,167.73740578629076,168.3646942814812,"one protein, independent complete pool",2026-10-21T16:24:32.740502+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1nap_A,66,6271,vllm-ordinary,0,128,1.0784068359062076,167.73740578629076,168.85850413050505,"one protein, independent complete pool",2026-10-21T16:24:33.945539+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ngn_A,144,939,vllm-ordinary,0,8,1.3658190262503922,150.57685415819287,151.97086744010448,"one protein, independent complete pool",2026-10-21T16:27:32.508769+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ngn_A,144,17151,vllm-ordinary,0,128,3.1388982930220664,150.57685415819287,153.78882715152577,"one protein, independent complete pool",2026-10-21T16:27:35.811438+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1o80_A,75,401,vllm-ordinary,0,8,0.6047650640830398,157.40733506623656,158.05201458465308,"one protein, independent complete pool",2026-10-21T16:36:50.517920+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1o80_A,75,5878,vllm-ordinary,0,128,1.267742933705449,157.40733506623656,158.7163587268442,"one protein, independent complete pool",2026-10-21T16:36:51.904903+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1oh2_P,413,3646,vllm-ordinary,0,8,4.876101346686482,155.1003769095987,160.0294757038355,"one protein, independent complete pool",2026-10-21T17:27:08.997218+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1oh2_P,413,59281,vllm-ordinary,0,128,14.141125427559018,155.1003769095987,169.4717131741345,"one protein, independent complete pool",2026-10-21T17:27:23.547068+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1oh2_Q,413,3401,vllm-ordinary,0,8,5.061293751001358,151.46286530792713,156.56514672003686,"one protein, independent complete pool",2026-10-21T17:21:36.377528+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1oh2_Q,413,50962,vllm-ordinary,0,128,12.773667890578508,151.46286530792713,164.41703093983233,"one protein, independent complete pool",2026-10-21T17:21:49.513937+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1on7_A,162,851,vllm-ordinary,0,8,1.1613230500370264,150.57685415819287,151.77099000988528,"one protein, independent complete pool",2026-10-21T16:29:46.746696+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1on7_A,162,13612,vllm-ordinary,0,128,2.759064253885299,150.57685415819287,153.40009361226112,"one protein, independent complete pool",2026-10-21T16:29:49.687066+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1on7_B,172,864,vllm-ordinary,0,8,1.2835410349071026,150.57685415819287,151.89526837924495,"one protein, independent complete pool",2026-10-21T16:31:38.517209+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1on7_B,172,13954,vllm-ordinary,0,128,2.8956544478423893,150.57685415819287,153.54004406090826,"one protein, independent complete pool",2026-10-21T16:31:41.599884+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ord_A,730,6807,vllm-ordinary,0,8,9.45965660829097,157.40733506623656,166.92049768473953,"one protein, independent complete pool",2026-10-21T17:23:47.317552+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ord_A,730,109890,vllm-ordinary,0,128,35.616114584729075,157.40733506623656,193.39926794730127,"one protein, independent complete pool",2026-10-21T17:24:23.553901+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1p9k_A,79,417,vllm-ordinary,0,8,0.5507622556760907,157.40733506623656,157.9858758347109,"one protein, independent complete pool",2026-10-21T16:36:55.015481+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1p9k_A,79,6524,vllm-ordinary,0,128,1.1000645766034722,157.40733506623656,158.5557857900858,"one protein, independent complete pool",2026-10-21T16:36:56.258942+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pa7_A,130,947,vllm-ordinary,0,8,1.3001863695681095,157.24639852438122,158.57749292533845,"one protein, independent complete pool",2026-10-21T16:38:41.271105+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pa7_A,130,14564,vllm-ordinary,0,128,2.6575458077713847,157.24639852438122,159.98306992277503,"one protein, independent complete pool",2026-10-21T16:38:44.145841+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ped_A,351,2959,vllm-ordinary,0,8,3.766164941713214,157.40733506623656,161.21072067786008,"one protein, independent complete pool",2026-10-21T17:07:51.988998+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ped_A,351,45801,vllm-ordinary,0,128,9.898007845506072,157.40733506623656,167.4766971245408,"one protein, independent complete pool",2026-10-21T17:08:02.200953+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pfm_A,68,408,vllm-ordinary,0,8,0.5299567230977118,150.57685415819287,151.1296778540127,"one protein, independent complete pool",2026-10-21T16:24:23.064696+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pfm_A,68,6550,vllm-ordinary,0,128,1.145583431236446,150.57685415819287,151.76905559934676,"one protein, independent complete pool",2026-10-21T16:24:24.334162+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pfn_A,68,420,vllm-ordinary,0,8,0.5766758620738983,154.2631402183324,154.87417866196483,"one protein, independent complete pool",2026-10-21T16:24:16.738362+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pfn_A,68,6512,vllm-ordinary,0,128,1.1225164970383048,154.2631402183324,155.44883882254362,"one protein, independent complete pool",2026-10-21T16:24:18.012930+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1phn_A,162,914,vllm-ordinary,0,8,1.4247444532811642,157.40733506623656,158.85739334486425,"one protein, independent complete pool",2026-10-21T16:41:57.605392+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1phn_A,162,13594,vllm-ordinary,0,128,2.805594591423869,157.40733506623656,160.2759424187243,"one protein, independent complete pool",2026-10-21T16:42:00.568698+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pjb_A,361,2668,vllm-ordinary,0,8,3.4045909475535154,155.1003769095987,158.5448467247188,"one protein, independent complete pool",2026-10-21T17:23:36.449622+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pjb_A,361,42039,vllm-ordinary,0,128,9.228538824245334,155.1003769095987,164.48343444988132,"one protein, independent complete pool",2026-10-21T17:23:46.059514+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pjc_A,361,2606,vllm-ordinary,0,8,3.449501994997263,151.46286530792713,154.9515442624688,"one protein, independent complete pool",2026-10-21T17:17:59.211081+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1pjc_A,361,41932,vllm-ordinary,0,128,9.674929603934288,151.46286530792713,161.29162855818868,"one protein, independent complete pool",2026-10-21T17:18:09.182326+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1plf_B,65,386,vllm-ordinary,0,8,0.5839417893439531,154.2631402183324,154.87214223947376,"one protein, independent complete pool",2026-10-21T16:24:09.156827+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1plf_B,65,6512,vllm-ordinary,0,128,1.1934159127995372,154.2631402183324,155.50661796703935,"one protein, independent complete pool",2026-10-21T16:24:10.475359+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qax_A,425,3641,vllm-ordinary,0,8,4.805168868973851,155.1003769095987,159.9430547412485,"one protein, independent complete pool",2026-10-21T17:27:28.454196+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qax_A,425,52409,vllm-ordinary,0,128,12.951608696952462,155.1003769095987,168.35050162672997,"one protein, independent complete pool",2026-10-21T17:27:41.864905+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qe6_A,68,372,vllm-ordinary,0,8,0.4726400272920728,153.51509482692927,154.01026145741343,"one protein, independent complete pool",2026-10-21T16:24:13.497343+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qe6_A,68,6301,vllm-ordinary,0,128,1.2793446108698845,153.51509482692927,154.83910437114537,"one protein, independent complete pool",2026-10-21T16:24:14.912674+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qgx_A,354,3037,vllm-ordinary,0,8,3.997029352933168,157.40733506623656,161.44167156424373,"one protein, independent complete pool",2026-10-21T17:08:48.282526+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qgx_A,354,48412,vllm-ordinary,0,128,10.78421174455434,157.40733506623656,168.3712086668238,"one protein, independent complete pool",2026-10-21T17:08:59.385289+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qk9_A,92,522,vllm-ordinary,0,8,0.8907783171162009,160.4695451501757,161.39430106338114,"one protein, independent complete pool",2026-10-21T16:32:56.048396+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qk9_A,92,9085,vllm-ordinary,0,128,1.691427924670279,160.4695451501757,162.21055936813354,"one protein, independent complete pool",2026-10-21T16:32:57.876143+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qnk_A,69,406,vllm-ordinary,0,8,0.5347169069573283,153.51509482692927,154.08693787176162,"one protein, independent complete pool",2026-10-21T16:24:15.545226+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qnk_A,69,6073,vllm-ordinary,0,128,1.0440633818507197,153.51509482692927,154.60000401642174,"one protein, independent complete pool",2026-10-21T16:24:16.708579+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qz4_A,213,1180,vllm-ordinary,0,8,1.9005112443119287,155.1003769095987,157.0300277750939,"one protein, independent complete pool",2026-10-21T17:03:48.068748+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1qz4_A,213,17429,vllm-ordinary,0,128,3.717448867857456,155.1003769095987,158.89936097711325,"one protein, independent complete pool",2026-10-21T17:03:51.989089+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rcb_A,129,726,vllm-ordinary,0,8,1.0334523022174835,150.57685415819287,151.6613112371415,"one protein, independent complete pool",2026-10-21T16:26:30.134541+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rcb_A,129,13224,vllm-ordinary,0,128,2.527335200458765,150.57685415819287,153.16866171034053,"one protein, independent complete pool",2026-10-21T16:26:32.828191+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rhp_A,64,333,vllm-ordinary,0,8,0.5109415287151933,167.73740578629076,168.27240059524777,"one protein, independent complete pool",2026-10-21T16:24:26.847987+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rhp_A,64,5606,vllm-ordinary,0,128,1.0604410376399755,167.73740578629076,168.83867187984288,"one protein, independent complete pool",2026-10-21T16:24:28.029896+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rjt_A,73,493,vllm-ordinary,0,8,0.684015448205173,153.51509482692927,154.23229223303497,"one protein, independent complete pool",2026-10-21T16:24:32.695162+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rjt_A,73,7513,vllm-ordinary,0,128,1.4274452477693558,153.51509482692927,154.98971337731928,"one protein, independent complete pool",2026-10-21T16:24:34.245942+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rmq_A,209,1519,vllm-ordinary,0,8,1.96094879694283,155.1003769095987,157.0897373445332,"one protein, independent complete pool",2026-10-21T17:02:44.769945+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rmq_A,209,24128,vllm-ordinary,0,128,4.55935300514102,155.1003769095987,159.76651314087212,"one protein, independent complete pool",2026-10-21T17:02:49.548490+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rmt_A,210,1425,vllm-ordinary,0,8,1.7906958796083927,155.1003769095987,156.92259770818055,"one protein, independent complete pool",2026-10-21T17:02:51.439818+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rmt_A,210,23792,vllm-ordinary,0,128,4.432626994326711,155.1003769095987,159.63051714375615,"one protein, independent complete pool",2026-10-21T17:02:56.079557+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rmy_A,209,1481,vllm-ordinary,0,8,2.0470733121037483,151.46286530792713,153.55411745421588,"one protein, independent complete pool",2026-10-21T16:56:21.733030+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rmy_A,209,23756,vllm-ordinary,0,128,4.516779279336333,151.46286530792713,156.07043007574975,"one protein, independent complete pool",2026-10-21T16:56:26.453210+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rod_A,72,454,vllm-ordinary,0,8,0.591645123437047,153.51509482692927,154.1365941008553,"one protein, independent complete pool",2026-10-21T16:24:29.059298+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1rod_A,72,7189,vllm-ordinary,0,128,1.279260135255754,153.51509482692927,154.84126531425864,"one protein, independent complete pool",2026-10-21T16:24:30.481929+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1s89_A,152,1092,vllm-ordinary,0,8,1.4079449689015746,157.24639852438122,158.68582353834063,"one protein, independent complete pool",2026-10-21T16:40:11.309520+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1s89_A,152,16079,vllm-ordinary,0,128,2.890678685158491,157.24639852438122,160.21682599931955,"one protein, independent complete pool",2026-10-21T16:40:14.396660+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1s8a_A,152,1106,vllm-ordinary,0,8,1.5375804472714665,155.1003769095987,156.67503154091537,"one protein, independent complete pool",2026-10-21T16:54:29.486337+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1s8a_A,152,16268,vllm-ordinary,0,128,3.1115438397973776,155.1003769095987,158.33096528425813,"one protein, independent complete pool",2026-10-21T16:54:32.848849+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1say_A,361,2582,vllm-ordinary,0,8,3.303881460800767,157.40733506623656,160.7472722325474,"one protein, independent complete pool",2026-10-21T17:09:49.676474+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1say_A,361,42013,vllm-ordinary,0,128,9.446099909953771,157.40733506623656,167.014548397623,"one protein, independent complete pool",2026-10-21T17:09:59.454753+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sdi_A,213,1146,vllm-ordinary,0,8,2.20110653154552,151.46286530792713,153.70724713243544,"one protein, independent complete pool",2026-10-21T16:57:27.392504+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sdi_A,213,17317,vllm-ordinary,0,128,3.98518056422472,151.46286530792713,155.5228302422911,"one protein, independent complete pool",2026-10-21T16:57:31.561120+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sh0_A,502,4364,vllm-ordinary,0,8,5.500751823186874,151.46286530792713,157.00715822726488,"one protein, independent complete pool",2026-10-21T17:26:49.682899+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sh0_A,502,68838,vllm-ordinary,0,128,17.31641735881567,151.46286530792713,169.01668802835047,"one protein, independent complete pool",2026-10-21T17:27:07.410421+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sh2_A,502,4287,vllm-ordinary,0,8,5.663189169950783,157.40733506623656,163.1232581557706,"one protein, independent complete pool",2026-10-21T17:18:51.613055+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sh2_A,502,68415,vllm-ordinary,0,128,17.050214695744216,157.40733506623656,174.6945610968396,"one protein, independent complete pool",2026-10-21T17:19:09.094557+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sh3_A,502,4260,vllm-ordinary,0,8,5.442067212425172,157.24639852438122,162.73409880138934,"one protein, independent complete pool",2026-10-21T17:19:05.645889+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sh3_A,502,69038,vllm-ordinary,0,128,17.11047726776451,157.24639852438122,174.59682455006987,"one protein, independent complete pool",2026-10-21T17:19:23.172012+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sme_A,329,2900,vllm-ordinary,0,8,3.6297105187550183,157.40733506623656,161.07581637520343,"one protein, independent complete pool",2026-10-21T17:02:23.506040+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1sme_A,329,45978,vllm-ordinary,0,128,9.656253452412784,157.40733506623656,167.2319714128971,"one protein, independent complete pool",2026-10-21T17:02:33.485758+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1szl_A,61,346,vllm-ordinary,0,8,0.4686183603480458,167.73740578629076,168.22890498954803,"one protein, independent complete pool",2026-10-21T16:24:21.513228+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1szl_A,61,5492,vllm-ordinary,0,128,0.9530735723674296,167.73740578629076,168.73100629355758,"one protein, independent complete pool",2026-10-21T16:24:22.584097+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1t0a_A,158,823,vllm-ordinary,0,8,1.348268779926002,157.40733506623656,158.78579372912645,"one protein, independent complete pool",2026-10-21T16:41:00.740679+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1t0a_A,158,14215,vllm-ordinary,0,128,2.693291404284537,157.40733506623656,160.1780943227932,"one protein, independent complete pool",2026-10-21T16:41:03.622795+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1t0b_A,240,2197,vllm-ordinary,0,8,2.8013020772486925,151.46286530792713,154.3002685327083,"one protein, independent complete pool",2026-10-21T16:59:47.838232+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1t0b_A,240,35445,vllm-ordinary,0,128,6.885037047788501,151.46286530792713,158.4887493159622,"one protein, independent complete pool",2026-10-21T16:59:55.001484+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1tm9_A,137,905,vllm-ordinary,0,8,1.209504677914083,160.4695451501757,161.7052213824354,"one protein, independent complete pool",2026-10-21T16:34:49.967722+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1tm9_A,137,15242,vllm-ordinary,0,128,2.81496076611802,160.4695451501757,163.35374906519428,"one protein, independent complete pool",2026-10-21T16:34:52.965578+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1tvx_B,71,441,vllm-ordinary,0,8,0.61921077221632,160.4695451501757,161.1165756843984,"one protein, independent complete pool",2026-10-21T16:32:12.867784+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1tvx_B,71,6769,vllm-ordinary,0,128,1.1656379271298647,160.4695451501757,161.67856073146686,"one protein, independent complete pool",2026-10-21T16:32:14.156272+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ty4_A,164,1048,vllm-ordinary,0,8,1.5135324131697416,155.1003769095987,156.65279095061123,"one protein, independent complete pool",2026-10-21T16:57:05.254373+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ty4_A,164,16720,vllm-ordinary,0,128,3.3442828822880983,155.1003769095987,158.518740138039,"one protein, independent complete pool",2026-10-21T16:57:08.787008+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1u3l_A,155,1000,vllm-ordinary,0,8,1.2824746565893292,157.40733506623656,158.71512632537633,"one protein, independent complete pool",2026-10-21T16:40:24.522910+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1u3l_A,155,14923,vllm-ordinary,0,128,2.9032669896259904,157.40733506623656,160.38418703712523,"one protein, independent complete pool",2026-10-21T16:40:27.595803+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1u3p_A,155,867,vllm-ordinary,0,8,1.2019967176020143,157.24639852438122,158.4763970989734,"one protein, independent complete pool",2026-10-21T16:40:22.106534+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1u3p_A,155,14840,vllm-ordinary,0,128,2.934965193271637,157.24639852438122,160.24706278089434,"one protein, independent complete pool",2026-10-21T16:40:25.209735+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1u40_A,155,884,vllm-ordinary,0,8,1.289976453408599,155.1003769095987,156.41806562431157,"one protein, independent complete pool",2026-10-21T16:54:38.984078+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1u40_A,155,14833,vllm-ordinary,0,128,2.92765492759645,155.1003769095987,158.10532734543085,"one protein, independent complete pool",2026-10-21T16:54:42.099540+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1u43_A,155,843,vllm-ordinary,0,8,1.1660063420422375,150.57685415819287,151.7692298865877,"one protein, independent complete pool",2026-10-21T16:28:23.446497+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1u43_A,155,14090,vllm-ordinary,0,128,2.7278876937925816,150.57685415819287,153.3732762048021,"one protein, independent complete pool",2026-10-21T16:28:26.352145+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ub1_A,125,604,vllm-ordinary,0,8,0.90808788780123,157.40733506623656,158.3422962995246,"one protein, independent complete pool",2026-10-21T16:38:14.024998+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ub1_A,125,9632,vllm-ordinary,0,128,1.847678282298148,157.40733506623656,159.31020714249462,"one protein, independent complete pool",2026-10-21T16:38:16.068282+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ug8_A,87,462,vllm-ordinary,0,8,0.6476805941201746,160.4695451501757,161.1413034973666,"one protein, independent complete pool",2026-10-21T16:32:46.435799+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ug8_A,87,7525,vllm-ordinary,0,128,1.3752577188424766,160.4695451501757,161.89059618394822,"one protein, independent complete pool",2026-10-21T16:32:47.937295+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ut5_A,272,2057,vllm-ordinary,0,8,2.7722788294777274,157.40733506623656,160.2127354927361,"one protein, independent complete pool",2026-10-21T16:54:15.908502+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ut5_A,272,33089,vllm-ordinary,0,128,6.481203565374017,157.40733506623656,164.00849836599082,"one protein, independent complete pool",2026-10-21T16:54:22.641357+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ut8_A,272,2077,vllm-ordinary,0,8,2.5702276146039367,157.24639852438122,159.85764208436012,"one protein, independent complete pool",2026-10-21T16:54:21.742755+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ut8_A,272,33116,vllm-ordinary,0,128,6.474050779826939,157.24639852438122,165.46853535063565,"one protein, independent complete pool",2026-10-21T16:54:30.102585+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1v5k_A,115,799,vllm-ordinary,0,8,1.035245225764811,157.40733506623656,158.48191494867206,"one protein, independent complete pool",2026-10-21T16:37:51.760941+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1v5k_A,115,12982,vllm-ordinary,0,128,2.21335787512362,157.40733506623656,159.6836848212406,"one protein, independent complete pool",2026-10-21T16:37:54.128281+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1v5v_A,399,3906,vllm-ordinary,0,8,4.806817537173629,155.1003769095987,159.94873201660812,"one protein, independent complete pool",2026-10-21T17:26:49.625679+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1v5v_A,399,62011,vllm-ordinary,0,128,13.955518105998635,155.1003769095987,169.2922330033034,"one protein, independent complete pool",2026-10-21T17:27:03.987977+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1vex_A,56,321,vllm-ordinary,0,8,0.4366773832589388,167.73740578629076,168.19958185311407,"one protein, independent complete pool",2026-10-21T16:24:18.389266+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1vex_A,56,5059,vllm-ordinary,0,128,0.8321692300960422,167.73740578629076,168.6142861265689,"one protein, independent complete pool",2026-10-21T16:24:19.336135+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1vlo_A,364,3192,vllm-ordinary,0,8,3.907544103451073,157.40733506623656,161.35483804065734,"one protein, independent complete pool",2026-10-21T17:10:33.550949+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1vlo_A,364,51125,vllm-ordinary,0,128,11.028606148436666,157.40733506623656,168.62048259470612,"one protein, independent complete pool",2026-10-21T17:10:44.955264+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1vpa_A,221,1712,vllm-ordinary,0,8,2.177782814949751,151.46286530792713,153.67033497430384,"one protein, independent complete pool",2026-10-21T16:58:12.958682+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1vpa_A,221,27462,vllm-ordinary,0,128,5.096155887469649,151.46286530792713,156.67464792728424,"one protein, independent complete pool",2026-10-21T16:58:18.290211+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w55_A,369,2991,vllm-ordinary,0,8,3.970943834632635,155.1003769095987,159.1113250553608,"one protein, independent complete pool",2026-10-21T17:24:50.971027+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w55_A,369,49081,vllm-ordinary,0,128,11.265291331335902,155.1003769095987,166.5424123927951,"one protein, independent complete pool",2026-10-21T17:25:02.559637+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w57_A,368,3161,vllm-ordinary,0,8,4.359880852513015,157.24639852438122,161.6683139000088,"one protein, independent complete pool",2026-10-21T17:10:54.247588+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w57_A,368,49054,vllm-ordinary,0,128,11.185108521021904,157.24639852438122,168.61174165830016,"one protein, independent complete pool",2026-10-21T17:11:05.766337+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w5d_A,458,3762,vllm-ordinary,0,8,4.682456009089947,157.24639852438122,161.97378654405475,"one protein, independent complete pool",2026-10-21T17:15:33.595771+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w5d_A,458,61603,vllm-ordinary,0,128,14.552252680063248,157.24639852438122,172.01475580222905,"one protein, independent complete pool",2026-10-21T17:15:48.530267+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w66_A,218,1513,vllm-ordinary,0,8,1.8814176945015788,157.40733506623656,159.32074896525592,"one protein, independent complete pool",2026-10-21T16:50:05.082861+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w66_A,218,24779,vllm-ordinary,0,128,4.68698860052973,157.40733506623656,162.19551662448794,"one protein, independent complete pool",2026-10-21T16:50:09.990139+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w6i_A,329,2863,vllm-ordinary,0,8,3.614495089277625,157.24639852438122,160.8989194072783,"one protein, independent complete pool",2026-10-21T17:02:30.353635+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1w6i_A,329,45926,vllm-ordinary,0,128,9.599050713703036,157.24639852438122,167.00976869277656,"one protein, independent complete pool",2026-10-21T17:02:40.255080+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1waz_A,46,74,vllm-ordinary,0,8,0.1332805389538407,154.2631402183324,154.4392090542242,"one protein, independent complete pool",2026-10-21T16:23:53.199861+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1waz_A,46,1024,vllm-ordinary,0,128,0.2832811903208494,154.2631402183324,154.57365562207997,"one protein, independent complete pool",2026-10-21T16:23:53.579613+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wd3_A,482,4500,vllm-ordinary,0,8,6.322510756552219,151.46286530792713,157.83140531554818,"one protein, independent complete pool",2026-10-21T17:25:44.458670+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wd3_A,482,71760,vllm-ordinary,0,128,18.446196135133505,151.46286530792713,170.14910795725882,"one protein, independent complete pool",2026-10-21T17:26:03.401154+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wd4_A,482,4420,vllm-ordinary,0,8,6.4785921378061175,157.40733506623656,163.93228438030928,"one protein, independent complete pool",2026-10-21T17:17:42.860417+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wd4_A,482,72413,vllm-ordinary,0,128,18.820206691510972,157.40733506623656,176.48706572595984,"one protein, independent complete pool",2026-10-21T17:18:02.117040+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wi3_A,71,308,vllm-ordinary,0,8,0.4136966140940785,150.57685415819287,151.02376179257408,"one protein, independent complete pool",2026-10-21T16:24:32.296269+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wi3_A,71,4724,vllm-ordinary,0,128,0.8761485223658383,150.57685415819287,151.49168687034398,"one protein, independent complete pool",2026-10-21T16:24:33.293006+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wii_A,85,550,vllm-ordinary,0,8,0.7050611148588359,160.4695451501757,161.19755045510828,"one protein, independent complete pool",2026-10-21T16:32:44.036528+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wii_A,85,8658,vllm-ordinary,0,128,1.4979183520190418,160.4695451501757,162.01393806748092,"one protein, independent complete pool",2026-10-21T16:32:45.688445+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wiz_A,101,449,vllm-ordinary,0,8,0.7171845696866512,157.40733506623656,158.14824136160314,"one protein, independent complete pool",2026-10-21T16:37:26.860331+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wiz_A,101,6374,vllm-ordinary,0,128,1.426435912027955,157.40733506623656,158.88839563168585,"one protein, independent complete pool",2026-10-21T16:37:28.456324+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wj2_A,71,476,vllm-ordinary,0,8,0.6191478045657277,154.2631402183324,154.90623646602037,"one protein, independent complete pool",2026-10-21T16:24:27.779763+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wj2_A,71,7959,vllm-ordinary,0,128,1.3796002762392163,154.2631402183324,155.69264419190586,"one protein, independent complete pool",2026-10-21T16:24:29.286026+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wj7_A,104,358,vllm-ordinary,0,8,0.6040999097749591,157.40733506623656,158.0591913824901,"one protein, independent complete pool",2026-10-21T16:37:32.337133+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wj7_A,104,5830,vllm-ordinary,0,128,1.2459386503323913,157.40733506623656,158.69686281960458,"one protein, independent complete pool",2026-10-21T16:37:33.760234+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wjz_A,94,447,vllm-ordinary,0,8,0.5864061415195465,157.40733506623656,158.01825695764273,"one protein, independent complete pool",2026-10-21T16:37:18.291247+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wjz_A,94,6920,vllm-ordinary,0,128,1.2396078510209918,157.40733506623656,158.6955352164805,"one protein, independent complete pool",2026-10-21T16:37:19.657435+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wo8_A,126,809,vllm-ordinary,0,8,1.0479333819821477,160.4695451501757,161.5418692342937,"one protein, independent complete pool",2026-10-21T16:33:59.503793+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wo8_A,126,13479,vllm-ordinary,0,128,2.329524016007781,160.4695451501757,162.86121556907892,"one protein, independent complete pool",2026-10-21T16:34:01.978364+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1woo_A,362,3185,vllm-ordinary,0,8,3.82293613255024,155.1003769095987,158.96243776753545,"one protein, independent complete pool",2026-10-21T17:24:04.553274+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1woo_A,362,51490,vllm-ordinary,0,128,11.075641157105563,155.1003769095987,166.36463075876236,"one protein, independent complete pool",2026-10-21T17:24:15.974889+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wop_A,362,3229,vllm-ordinary,0,8,4.314319904893637,151.46286530792713,155.81957455724478,"one protein, independent complete pool",2026-10-21T17:18:28.549466+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wop_A,362,51335,vllm-ordinary,0,128,11.24420889467001,151.46286530792713,162.8961629923433,"one protein, independent complete pool",2026-10-21T17:18:40.128454+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wor_A,362,3181,vllm-ordinary,0,8,3.9352138293907046,157.40733506623656,161.40373048651963,"one protein, independent complete pool",2026-10-21T17:10:18.113470+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wor_A,362,51287,vllm-ordinary,0,128,11.080417105928063,157.40733506623656,168.66931295394895,"one protein, independent complete pool",2026-10-21T17:10:29.535169+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wos_A,361,3260,vllm-ordinary,0,8,4.048103140667081,157.24639852438122,161.33204742334783,"one protein, independent complete pool",2026-10-21T17:09:52.214051+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wos_A,361,51244,vllm-ordinary,0,128,11.03543476294726,157.24639852438122,168.4688027575612,"one protein, independent complete pool",2026-10-21T17:10:03.580875+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wqs_A,173,1384,vllm-ordinary,0,8,1.8457689378410576,155.1003769095987,156.98821357265115,"one protein, independent complete pool",2026-10-21T16:58:52.643976+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wqs_A,173,21789,vllm-ordinary,0,128,3.9077768195420495,155.1003769095987,159.10272872261703,"one protein, independent complete pool",2026-10-21T16:58:56.742927+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wr8_A,230,1884,vllm-ordinary,0,8,2.350341578945517,155.1003769095987,157.49685160070658,"one protein, independent complete pool",2026-10-21T17:05:16.024201+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wr8_A,230,30469,vllm-ordinary,0,128,5.573692066594958,155.1003769095987,160.7995575722307,"one protein, independent complete pool",2026-10-21T17:05:21.834797+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wsr_A,371,3129,vllm-ordinary,0,8,4.028586242347956,151.46286530792713,155.53024338185787,"one protein, independent complete pool",2026-10-21T17:19:26.925523+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wsr_A,371,50313,vllm-ordinary,0,128,11.193353530019522,151.46286530792713,162.83958121016622,"one protein, independent complete pool",2026-10-21T17:19:38.464444+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wsv_A,371,3180,vllm-ordinary,0,8,3.895886644721031,157.40733506623656,161.3395593436435,"one protein, independent complete pool",2026-10-21T17:11:18.040930+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wsv_A,371,50532,vllm-ordinary,0,128,11.059478633105757,157.40733506623656,168.65238818898797,"one protein, independent complete pool",2026-10-21T17:11:29.435445+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wu3_I,161,1112,vllm-ordinary,0,8,1.6083447095006704,157.24639852438122,158.88113415893167,"one protein, independent complete pool",2026-10-21T16:41:37.341165+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wu3_I,161,18017,vllm-ordinary,0,128,3.467222332023084,157.24639852438122,160.7886145990342,"one protein, independent complete pool",2026-10-21T16:41:40.984251+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wvk_A,86,401,vllm-ordinary,0,8,0.6026628036051989,157.24639852438122,157.8723736461252,"one protein, independent complete pool",2026-10-21T16:36:58.666820+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wvk_A,86,6580,vllm-ordinary,0,128,1.2934748362749815,157.24639852438122,158.59729106072336,"one protein, independent complete pool",2026-10-21T16:37:00.112328+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wyo_A,159,904,vllm-ordinary,0,8,1.2097466960549357,157.24639852438122,158.50158843398094,"one protein, independent complete pool",2026-10-21T16:41:12.444017+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1wyo_A,159,14634,vllm-ordinary,0,128,2.716958226636052,157.24639852438122,160.05111623182893,"one protein, independent complete pool",2026-10-21T16:41:15.342276+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1xdh_A,329,2924,vllm-ordinary,0,8,3.517734695225954,155.1003769095987,158.6626295633614,"one protein, independent complete pool",2026-10-21T17:16:38.628053+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1xdh_A,329,45829,vllm-ordinary,0,128,9.689735487103462,155.1003769095987,164.97636014968157,"one protein, independent complete pool",2026-10-21T17:16:48.642470+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1xe5_A,329,2941,vllm-ordinary,0,8,3.871308896690607,151.46286530792713,155.37783825956285,"one protein, independent complete pool",2026-10-21T17:10:30.384037+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1xe5_A,329,46321,vllm-ordinary,0,128,9.921729577705264,151.46286530792713,161.54998596943915,"one protein, independent complete pool",2026-10-21T17:10:40.605926+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1xe6_A,329,2852,vllm-ordinary,0,8,3.6055479189381,157.40733506623656,161.06971041392535,"one protein, independent complete pool",2026-10-21T17:02:37.225898+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1xe6_A,329,45925,vllm-ordinary,0,128,9.70271557662636,157.40733506623656,167.27561953291297,"one protein, independent complete pool",2026-10-21T17:02:47.238922+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ykf_A,352,2751,vllm-ordinary,0,8,3.461821167729795,157.24639852438122,160.74668298102915,"one protein, independent complete pool",2026-10-21T17:08:11.779964+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1ykf_A,352,43344,vllm-ordinary,0,128,9.361505452543495,157.24639852438122,166.77867507748306,"one protein, independent complete pool",2026-10-21T17:08:21.459951+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1yqn_A,158,836,vllm-ordinary,0,8,1.0593650406226516,157.24639852438122,158.34400027617812,"one protein, independent complete pool",2026-10-21T16:40:58.449246+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1yqn_A,158,13480,vllm-ordinary,0,128,2.767462125979364,157.24639852438122,160.092187541537,"one protein, independent complete pool",2026-10-21T16:41:01.389480+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1yx2_A,358,3142,vllm-ordinary,0,8,3.820292610675097,155.1003769095987,158.9624285660684,"one protein, independent complete pool",2026-10-21T17:23:07.456673+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1yx2_A,358,50474,vllm-ordinary,0,128,10.7867187038064,155.1003769095987,166.07400592043996,"one protein, independent complete pool",2026-10-21T17:23:18.583384+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1z5g_A,208,1506,vllm-ordinary,0,8,2.0057416232302785,157.40733506623656,159.4524943316355,"one protein, independent complete pool",2026-10-21T16:48:19.527211+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1z5g_A,208,23875,vllm-ordinary,0,128,4.557281740941107,157.40733506623656,162.06376167573035,"one protein, independent complete pool",2026-10-21T16:48:24.316984+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1z5u_A,208,1370,vllm-ordinary,0,8,1.8258909210562704,157.24639852438122,159.10463244002312,"one protein, independent complete pool",2026-10-21T16:48:22.036098+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1z5u_A,208,23813,vllm-ordinary,0,128,4.470915731973946,157.24639852438122,161.8205681592226,"one protein, independent complete pool",2026-10-21T16:48:26.715555+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1z88_A,208,1576,vllm-ordinary,0,8,2.030263440683484,155.1003769095987,157.1870374418795,"one protein, independent complete pool",2026-10-21T17:02:37.831665+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1z88_A,208,24055,vllm-ordinary,0,128,4.661749344319105,155.1003769095987,159.8640204053372,"one protein, independent complete pool",2026-10-21T17:02:42.716546+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1zps_B,128,1036,vllm-ordinary,0,8,1.4053967157378793,157.24639852438122,158.69126868993044,"one protein, independent complete pool",2026-10-21T16:38:21.182791+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1zps_B,128,15059,vllm-ordinary,0,128,2.739449003711343,157.24639852438122,160.0525760911405,"one protein, independent complete pool",2026-10-21T16:38:24.103531+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1zpw_X,82,536,vllm-ordinary,0,8,0.7584053948521614,157.40733506623656,158.18982477206737,"one protein, independent complete pool",2026-10-21T16:36:59.407440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1zpw_X,82,9031,vllm-ordinary,0,128,1.510789144784212,157.40733506623656,158.99061223492026,"one protein, independent complete pool",2026-10-21T16:37:01.064604+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1zri_A,163,1027,vllm-ordinary,0,8,1.5325975203886628,157.24639852438122,158.90504117961973,"one protein, independent complete pool",2026-10-21T16:42:43.685719+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +1zri_A,163,17072,vllm-ordinary,0,128,3.4793883496895432,157.24639852438122,160.80266466457397,"one protein, independent complete pool",2026-10-21T16:42:47.335919+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2a2v_A,34,173,vllm-ordinary,0,8,0.3639629632234573,153.51509482692927,153.91815551556647,"one protein, independent complete pool",2026-10-21T16:23:46.872722+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2a2v_A,34,2701,vllm-ordinary,0,128,0.5693102087825537,153.51509482692927,154.11750273685902,"one protein, independent complete pool",2026-10-21T16:23:47.550358+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2amt_A,156,881,vllm-ordinary,0,8,1.3861892381682992,157.40733506623656,158.82150339707732,"one protein, independent complete pool",2026-10-21T16:40:38.653223+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2amt_A,156,14822,vllm-ordinary,0,128,2.79789596516639,157.40733506623656,160.27668596431613,"one protein, independent complete pool",2026-10-21T16:40:41.637160+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2aqw_A,321,2854,vllm-ordinary,0,8,3.9255095068365335,151.46286530792713,155.44016523845494,"one protein, independent complete pool",2026-10-21T17:08:31.800008+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2aqw_A,321,44721,vllm-ordinary,0,128,9.927389184013007,151.46286530792713,161.55708328075707,"one protein, independent complete pool",2026-10-21T17:08:42.032589+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2aut_A,208,1445,vllm-ordinary,0,8,1.885394150391221,151.46286530792713,153.37609327025712,"one protein, independent complete pool",2026-10-21T16:56:14.804852+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2aut_A,208,23414,vllm-ordinary,0,128,4.571903515607119,151.46286530792713,156.13804900459945,"one protein, independent complete pool",2026-10-21T16:56:19.582842+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ayd_A,76,548,vllm-ordinary,0,8,0.7393601601943374,157.40733506623656,158.17311582528055,"one protein, independent complete pool",2026-10-21T16:36:52.726764+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ayd_A,76,8740,vllm-ordinary,0,128,1.5116739813238382,157.40733506623656,158.97063559480011,"one protein, independent complete pool",2026-10-21T16:36:54.379404+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b43_A,501,4328,vllm-ordinary,0,8,5.690036000683904,157.24639852438122,163.01479788310826,"one protein, independent complete pool",2026-10-21T17:18:42.583164+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b43_A,501,68115,vllm-ordinary,0,128,17.01548697333783,157.24639852438122,174.50151862297207,"one protein, independent complete pool",2026-10-21T17:19:00.026110+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b5i_C,191,1759,vllm-ordinary,0,8,2.174699076451361,157.24639852438122,159.45276152715087,"one protein, independent complete pool",2026-10-21T16:46:00.785508+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b5i_C,191,28873,vllm-ordinary,0,128,5.310511064715684,157.24639852438122,162.67380142584443,"one protein, independent complete pool",2026-10-21T16:46:06.323788+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b82_A,211,1543,vllm-ordinary,0,8,1.928860256448388,155.1003769095987,157.06478935480118,"one protein, independent complete pool",2026-10-21T17:03:20.884430+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b82_A,211,23919,vllm-ordinary,0,128,4.449478970840573,155.1003769095987,159.67869545333087,"one protein, independent complete pool",2026-10-21T17:03:25.576800+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b83_A,351,2827,vllm-ordinary,0,8,3.624998165294528,157.24639852438122,160.9075232790783,"one protein, independent complete pool",2026-10-21T17:07:58.143198+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b83_A,351,45727,vllm-ordinary,0,128,9.766526905819774,157.24639852438122,167.17843861412257,"one protein, independent complete pool",2026-10-21T17:08:08.214696+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8j_A,211,1531,vllm-ordinary,0,8,2.010247955098748,151.46286530792713,153.50239405967295,"one protein, independent complete pool",2026-10-21T16:56:58.456734+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8j_A,211,24001,vllm-ordinary,0,128,4.594469618052244,151.46286530792713,156.15483996272087,"one protein, independent complete pool",2026-10-21T16:57:03.250207+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8u_A,129,745,vllm-ordinary,0,8,1.224625282920897,157.40733506623656,158.6615536333993,"one protein, independent complete pool",2026-10-21T16:38:32.996151+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8u_A,129,13017,vllm-ordinary,0,128,2.4250741712749004,157.40733506623656,159.92219717334956,"one protein, independent complete pool",2026-10-21T16:38:35.599911+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8x_A,129,822,vllm-ordinary,0,8,1.1414335751906035,157.24639852438122,158.42342993617058,"one protein, independent complete pool",2026-10-21T16:38:29.470021+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8x_A,129,12738,vllm-ordinary,0,128,2.4540612837299705,157.24639852438122,159.774186889641,"one protein, independent complete pool",2026-10-21T16:38:32.101681+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8y_A,129,802,vllm-ordinary,0,8,1.2540786522440612,160.4695451501757,161.7469342360273,"one protein, independent complete pool",2026-10-21T16:34:14.583525+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8y_A,129,13267,vllm-ordinary,0,128,2.4849139051511884,160.4695451501757,163.0180042781867,"one protein, independent complete pool",2026-10-21T16:34:17.220599+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8z_A,129,807,vllm-ordinary,0,8,1.2098393896594644,150.57685415819287,151.82110865507275,"one protein, independent complete pool",2026-10-21T16:26:34.134630+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b8z_A,129,13094,vllm-ordinary,0,128,2.4774579028598964,150.57685415819287,153.12375427084044,"one protein, independent complete pool",2026-10-21T16:26:36.774532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b90_A,129,693,vllm-ordinary,0,8,1.1780246617272496,157.40733506623656,158.6106207901612,"one protein, independent complete pool",2026-10-21T16:38:36.866964+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b90_A,129,12803,vllm-ordinary,0,128,2.52051967009902,157.40733506623656,160.0057172179222,"one protein, independent complete pool",2026-10-21T16:38:39.555885+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b91_A,129,776,vllm-ordinary,0,8,1.0672608306631446,157.24639852438122,158.339644334279,"one protein, independent complete pool",2026-10-21T16:38:33.256467+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2b91_A,129,12912,vllm-ordinary,0,128,2.4566668029874563,157.24639852438122,159.76883936021477,"one protein, independent complete pool",2026-10-21T16:38:35.892724+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bbx_A,49,272,vllm-ordinary,0,8,0.3446330050937831,150.57685415819287,150.94513483019546,"one protein, independent complete pool",2026-10-21T16:24:01.300182+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bbx_A,49,4334,vllm-ordinary,0,128,0.7343100779689848,150.57685415819287,151.34767251927406,"one protein, independent complete pool",2026-10-21T16:24:02.145490+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bg9_A,370,2617,vllm-ordinary,0,8,3.1736993454396725,157.40733506623656,160.6362920422107,"one protein, independent complete pool",2026-10-21T17:11:04.194074+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bg9_A,370,42091,vllm-ordinary,0,128,9.10098618734628,157.40733506623656,167.11169357970357,"one protein, independent complete pool",2026-10-21T17:11:14.048118+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bg9_B,370,2645,vllm-ordinary,0,8,3.4339493550360203,157.24639852438122,160.71606508549303,"one protein, independent complete pool",2026-10-21T17:11:09.325948+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bg9_B,370,41497,vllm-ordinary,0,128,9.000576618127525,157.24639852438122,166.39875359181315,"one protein, independent complete pool",2026-10-21T17:11:18.629576+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bg9_C,369,2617,vllm-ordinary,0,8,3.3747058622539043,151.46286530792713,154.8742029387504,"one protein, independent complete pool",2026-10-21T17:19:13.284828+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bg9_C,369,42136,vllm-ordinary,0,128,9.211778370663524,151.46286530792713,160.83112700097263,"one protein, independent complete pool",2026-10-21T17:19:22.800386+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bg9_E,370,2658,vllm-ordinary,0,8,3.1968920305371284,155.1003769095987,158.334644054994,"one protein, independent complete pool",2026-10-21T17:25:05.948383+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bg9_E,370,42406,vllm-ordinary,0,128,9.114039599895476,155.1003769095987,164.38349349051714,"one protein, independent complete pool",2026-10-21T17:25:15.381561+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2btv_P,349,3234,vllm-ordinary,0,8,4.33436940703541,157.40733506623656,161.7943535996601,"one protein, independent complete pool",2026-10-21T17:07:21.786038+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2btv_P,349,54260,vllm-ordinary,0,128,12.603192563168705,157.40733506623656,170.19839187059551,"one protein, independent complete pool",2026-10-21T17:07:34.713906+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bv8_A,162,807,vllm-ordinary,0,8,1.2594116134569049,157.24639852438122,158.5340753365308,"one protein, independent complete pool",2026-10-21T16:41:55.947476+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2bv8_A,162,14113,vllm-ordinary,0,128,2.9069891590625048,157.24639852438122,160.2336815977469,"one protein, independent complete pool",2026-10-21T16:41:59.049917+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c5i_T,94,557,vllm-ordinary,0,8,0.7720070034265518,157.24639852438122,158.04991531930864,"one protein, independent complete pool",2026-10-21T16:37:10.759593+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c5i_T,94,9146,vllm-ordinary,0,128,1.6018216079100966,157.24639852438122,158.8990690903738,"one protein, independent complete pool",2026-10-21T16:37:12.515739+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c5j_B,89,550,vllm-ordinary,0,8,0.7229465181007981,157.24639852438122,157.99319003894925,"one protein, independent complete pool",2026-10-21T16:37:00.918025+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c5j_B,89,8864,vllm-ordinary,0,128,1.508108792826533,157.24639852438122,158.80212001875043,"one protein, independent complete pool",2026-10-21T16:37:02.575125+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7j_A,162,928,vllm-ordinary,0,8,1.2866044603288174,155.1003769095987,156.41712868958712,"one protein, independent complete pool",2026-10-21T16:56:10.999877+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7j_A,162,14141,vllm-ordinary,0,128,2.8669079076498747,155.1003769095987,158.03675286658108,"one protein, independent complete pool",2026-10-21T16:56:14.028969+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7j_B,172,908,vllm-ordinary,0,8,1.2939152279868722,157.40733506623656,158.72877572476864,"one protein, independent complete pool",2026-10-21T16:43:55.040622+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7j_B,172,14256,vllm-ordinary,0,128,3.011859340593219,157.40733506623656,160.5138506758958,"one protein, independent complete pool",2026-10-21T16:43:58.258570+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7k_A,162,872,vllm-ordinary,0,8,1.184814621694386,150.57685415819287,151.79020358016714,"one protein, independent complete pool",2026-10-21T16:29:50.960600+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7k_A,162,14223,vllm-ordinary,0,128,2.752132549881935,150.57685415819287,153.39835388679057,"one protein, independent complete pool",2026-10-21T16:29:53.884890+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7k_B,172,1087,vllm-ordinary,0,8,1.5386678837239742,157.24639852438122,158.8233914617449,"one protein, independent complete pool",2026-10-21T16:43:48.501726+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7k_B,172,15208,vllm-ordinary,0,128,3.274853562004864,157.24639852438122,160.60251877643168,"one protein, independent complete pool",2026-10-21T16:43:51.993621+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7l_A,162,851,vllm-ordinary,0,8,1.3157904716208575,157.40733506623656,158.75336070731282,"one protein, independent complete pool",2026-10-21T16:42:01.990855+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7l_A,162,14669,vllm-ordinary,0,128,2.820320686325431,157.40733506623656,160.30532237235457,"one protein, independent complete pool",2026-10-21T16:42:05.012117+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7l_B,172,986,vllm-ordinary,0,8,1.3699581883847711,155.1003769095987,156.49959075637162,"one protein, independent complete pool",2026-10-21T16:58:03.162003+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2c7l_B,172,14830,vllm-ordinary,0,128,3.131973348557949,155.1003769095987,158.30205210112035,"one protein, independent complete pool",2026-10-21T16:58:06.467338+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2cry_A,122,824,vllm-ordinary,0,8,1.113280507735908,157.40733506623656,158.54653829149902,"one protein, independent complete pool",2026-10-21T16:38:05.937542+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2cry_A,122,13258,vllm-ordinary,0,128,2.226520987227559,157.40733506623656,159.69778391811997,"one protein, independent complete pool",2026-10-21T16:38:08.318367+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2csf_A,101,636,vllm-ordinary,0,8,0.8324100011959672,157.24639852438122,158.1035002032295,"one protein, independent complete pool",2026-10-21T16:37:19.742578+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2csf_A,101,10235,vllm-ordinary,0,128,1.7808606317266822,157.24639852438122,159.08101159892976,"one protein, independent complete pool",2026-10-21T16:37:21.654321+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ctq_A,112,545,vllm-ordinary,0,8,0.7536152042448521,157.40733506623656,158.191524582915,"one protein, independent complete pool",2026-10-21T16:37:44.542707+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ctq_A,112,8810,vllm-ordinary,0,128,1.7045094352215528,157.40733506623656,159.16220380552113,"one protein, independent complete pool",2026-10-21T16:37:46.379987+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2cw9_A,182,1231,vllm-ordinary,0,8,1.4846574077382684,157.40733506623656,158.93916800711304,"one protein, independent complete pool",2026-10-21T16:45:35.302552+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2cw9_A,182,19752,vllm-ordinary,0,128,3.753582657314837,157.40733506623656,161.2486766660586,"one protein, independent complete pool",2026-10-21T16:45:39.260241+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2cyk_A,129,853,vllm-ordinary,0,8,1.2731276820413768,160.4695451501757,161.77168573997915,"one protein, independent complete pool",2026-10-21T16:34:18.575015+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2cyk_A,129,12538,vllm-ordinary,0,128,2.47790351184085,160.4695451501757,163.00710858777165,"one protein, independent complete pool",2026-10-21T16:34:21.208852+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2d43_A,482,4580,vllm-ordinary,0,8,6.101920980960131,157.24639852438122,163.39537577331066,"one protein, independent complete pool",2026-10-21T17:17:52.234809+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2d43_A,482,72156,vllm-ordinary,0,128,18.91690514795482,157.24639852438122,176.40589124895632,"one protein, independent complete pool",2026-10-21T17:18:11.576721+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2d44_A,482,3973,vllm-ordinary,0,8,5.681833358481526,155.1003769095987,160.9018106367439,"one protein, independent complete pool",2026-10-21T17:31:43.825194+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2d44_A,482,71662,vllm-ordinary,0,128,19.086231637746096,155.1003769095987,174.44248249195516,"one protein, independent complete pool",2026-10-21T17:32:03.339977+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2d48_A,129,831,vllm-ordinary,0,8,1.2058282569050789,150.57685415819287,151.81173773808405,"one protein, independent complete pool",2026-10-21T16:26:38.071807+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2d48_A,129,13426,vllm-ordinary,0,128,2.492645588703453,150.57685415819287,153.1304145338945,"one protein, independent complete pool",2026-10-21T16:26:40.712996+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2dk1_A,50,267,vllm-ordinary,0,8,0.3915142472833395,153.51509482692927,153.9305096976459,"one protein, independent complete pool",2026-10-21T16:23:53.344965+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2dk1_A,50,4367,vllm-ordinary,0,128,0.7593486318364739,153.51509482692927,154.31001556757838,"one protein, independent complete pool",2026-10-21T16:23:54.221253+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2e72_A,49,197,vllm-ordinary,0,8,0.3032828979194164,154.2631402183324,154.5896196803078,"one protein, independent complete pool",2026-10-21T16:23:53.964627+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2e72_A,49,3585,vllm-ordinary,0,128,0.6525267427787185,154.2631402183324,154.95103691518307,"one protein, independent complete pool",2026-10-21T16:23:54.723854+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2e7f_A,262,2050,vllm-ordinary,0,8,2.683247685432434,151.46286530792713,154.1779017392546,"one protein, independent complete pool",2026-10-21T17:01:06.656912+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2e7f_A,262,31745,vllm-ordinary,0,128,6.36571946926415,151.46286530792713,157.94777567498386,"one protein, independent complete pool",2026-10-21T17:01:13.261198+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2e9h_A,157,955,vllm-ordinary,0,8,1.2747979508712888,157.40733506623656,158.74588835984468,"one protein, independent complete pool",2026-10-21T16:40:47.363644+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2e9h_A,157,15549,vllm-ordinary,0,128,2.850936222821474,157.40733506623656,160.34513446781784,"one protein, independent complete pool",2026-10-21T16:40:50.408192+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ebo_A,74,351,vllm-ordinary,0,8,0.6063979249447584,160.4695451501757,161.10318974219263,"one protein, independent complete pool",2026-10-21T16:32:27.724628+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ebo_A,74,5587,vllm-ordinary,0,128,1.1492385379970074,160.4695451501757,161.66412343783304,"one protein, independent complete pool",2026-10-21T16:32:28.998563+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ewt_A,71,446,vllm-ordinary,0,8,0.5565909184515476,153.51509482692927,154.09485971927643,"one protein, independent complete pool",2026-10-21T16:24:21.912199+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ewt_A,71,7002,vllm-ordinary,0,128,1.1390552083030343,153.51509482692927,154.7015953604132,"one protein, independent complete pool",2026-10-21T16:24:23.175482+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2f22_A,142,1087,vllm-ordinary,0,8,1.4038419518619776,160.4695451501757,161.9098124881275,"one protein, independent complete pool",2026-10-21T16:35:02.618371+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2f22_A,142,17522,vllm-ordinary,0,128,3.052199123892933,160.4695451501757,163.5968297063373,"one protein, independent complete pool",2026-10-21T16:35:05.847380+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2f84_A,323,2846,vllm-ordinary,0,8,3.908972159959376,157.40733506623656,161.36182258371264,"one protein, independent complete pool",2026-10-21T17:00:37.039834+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2f84_A,323,47870,vllm-ordinary,0,128,10.544309046119452,157.40733506623656,168.12667700834572,"one protein, independent complete pool",2026-10-21T17:00:47.908469+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fea_A,226,1885,vllm-ordinary,0,8,2.3577208276838064,151.46286530792713,153.86078209243715,"one protein, independent complete pool",2026-10-21T16:58:48.170109+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fea_A,226,29892,vllm-ordinary,0,128,5.6753352005034685,151.46286530792713,157.24640452861786,"one protein, independent complete pool",2026-10-21T16:58:54.085699+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fia_A,157,1574,vllm-ordinary,0,8,1.8654251070693133,157.24639852438122,159.16403195168823,"one protein, independent complete pool",2026-10-21T16:40:44.456873+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fia_A,157,24510,vllm-ordinary,0,128,4.211698085069656,157.24639852438122,161.56862185709178,"one protein, independent complete pool",2026-10-21T16:40:48.884128+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fq4_A,184,1219,vllm-ordinary,0,8,1.5074892207048831,150.57685415819287,152.11326555209234,"one protein, independent complete pool",2026-10-21T16:33:27.964688+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fq4_A,184,19366,vllm-ordinary,0,128,3.428336757235229,150.57685415819287,154.08591398829594,"one protein, independent complete pool",2026-10-21T16:33:31.587728+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fws_A,139,974,vllm-ordinary,0,8,1.2105505019426346,157.40733506623656,158.64641479495913,"one protein, independent complete pool",2026-10-21T16:39:15.452105+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fws_A,139,16163,vllm-ordinary,0,128,3.3955631433054805,157.40733506623656,160.87729415949434,"one protein, independent complete pool",2026-10-21T16:39:19.016023+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fwu_A,157,1075,vllm-ordinary,0,8,1.369966583326459,155.1003769095987,156.49790760874748,"one protein, independent complete pool",2026-10-21T16:55:02.490242+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fwu_A,157,17239,vllm-ordinary,0,128,3.157189156860113,155.1003769095987,158.33461277373135,"one protein, independent complete pool",2026-10-21T16:55:05.823719+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fxt_A,192,1398,vllm-ordinary,0,8,1.9256187807768583,155.1003769095987,157.06729605980215,"one protein, independent complete pool",2026-10-21T17:00:28.245010+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fxt_A,192,22333,vllm-ordinary,0,128,4.435252783820033,155.1003769095987,159.63503860123456,"one protein, independent complete pool",2026-10-21T17:00:32.894508+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fyi_A,223,1730,vllm-ordinary,0,8,2.06671754270792,155.1003769095987,157.20406929962337,"one protein, independent complete pool",2026-10-21T17:04:54.376482+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fyi_A,223,27820,vllm-ordinary,0,128,5.130452059209347,155.1003769095987,160.34277311339974,"one protein, independent complete pool",2026-10-21T17:04:59.759213+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fzt_A,78,364,vllm-ordinary,0,8,0.432746946811676,150.57685415819287,151.03381025232375,"one protein, independent complete pool",2026-10-21T16:24:53.066933+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2fzt_A,78,6363,vllm-ordinary,0,128,1.2983886329457164,150.57685415819287,151.92070328537375,"one protein, independent complete pool",2026-10-21T16:24:54.509426+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1a_A,209,1437,vllm-ordinary,0,8,1.7798735005781054,157.40733506623656,159.21937403921038,"one protein, independent complete pool",2026-10-21T16:48:32.924746+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1a_A,209,23868,vllm-ordinary,0,128,4.5467400085181,157.40733506623656,162.07394560892135,"one protein, independent complete pool",2026-10-21T16:48:37.701071+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1n_A,333,2941,vllm-ordinary,0,8,3.633464246988297,157.24639852438122,160.9191038478166,"one protein, independent complete pool",2026-10-21T17:03:53.438047+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1n_A,333,46260,vllm-ordinary,0,128,9.846814674325287,157.24639852438122,167.27267746068537,"one protein, independent complete pool",2026-10-21T17:04:03.822260+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1o_A,333,2894,vllm-ordinary,0,8,3.5205863062292337,155.1003769095987,158.6591849438846,"one protein, independent complete pool",2026-10-21T17:17:59.394390+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1o_A,333,46259,vllm-ordinary,0,128,9.660285575315356,155.1003769095987,164.93284219317138,"one protein, independent complete pool",2026-10-21T17:18:09.374444+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1r_A,333,2835,vllm-ordinary,0,8,3.699954856187105,151.46286530792713,155.20157342404127,"one protein, independent complete pool",2026-10-21T17:11:54.714877+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1r_A,333,46303,vllm-ordinary,0,128,9.899458905681968,151.46286530792713,161.53583080507815,"one protein, independent complete pool",2026-10-21T17:12:04.921866+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1s_A,333,2827,vllm-ordinary,0,8,3.4789972035214305,157.40733506623656,160.92922596354038,"one protein, independent complete pool",2026-10-21T17:03:58.609567+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1s_A,333,46278,vllm-ordinary,0,128,9.743891119025648,157.40733506623656,167.31911932956427,"one protein, independent complete pool",2026-10-21T17:04:08.660620+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1y_A,333,2915,vllm-ordinary,0,8,3.58620828576386,157.24639852438122,160.8709274744615,"one protein, independent complete pool",2026-10-21T17:04:07.505517+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g1y_A,333,46201,vllm-ordinary,0,128,9.67718761973083,157.24639852438122,167.0932994550094,"one protein, independent complete pool",2026-10-21T17:04:17.496383+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g20_A,333,2886,vllm-ordinary,0,8,3.421457255259156,155.1003769095987,158.559585519135,"one protein, independent complete pool",2026-10-21T17:18:12.909898+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g20_A,333,46166,vllm-ordinary,0,128,9.526720801368356,155.1003769095987,164.80964511074126,"one protein, independent complete pool",2026-10-21T17:18:22.767040+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g22_A,333,2902,vllm-ordinary,0,8,3.908343655988574,151.46286530792713,155.4084152188152,"one protein, independent complete pool",2026-10-21T17:12:08.932806+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g22_A,333,46202,vllm-ordinary,0,128,9.8220830950886,151.46286530792713,161.46286130324006,"one protein, independent complete pool",2026-10-21T17:12:19.068784+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g2k_A,156,986,vllm-ordinary,0,8,1.281679842621088,157.24639852438122,158.56050688959658,"one protein, independent complete pool",2026-10-21T16:40:35.092659+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g2k_A,156,15272,vllm-ordinary,0,128,2.8758986527100205,157.24639852438122,160.19518603384495,"one protein, independent complete pool",2026-10-21T16:40:38.143440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g42_A,79,403,vllm-ordinary,0,8,0.5294778272509575,153.51509482692927,154.0699255745858,"one protein, independent complete pool",2026-10-21T16:24:42.068853+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2g42_A,79,6445,vllm-ordinary,0,128,1.2450698167085648,153.51509482692927,154.82731703668833,"one protein, independent complete pool",2026-10-21T16:24:43.460614+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2glz_A,149,927,vllm-ordinary,0,8,1.3714676154777408,157.24639852438122,158.64413469377905,"one protein, independent complete pool",2026-10-21T16:39:51.975475+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2glz_A,149,16236,vllm-ordinary,0,128,3.3235980989411478,157.24639852438122,160.644752365537,"one protein, independent complete pool",2026-10-21T16:39:55.466166+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2gu2_A,307,2512,vllm-ordinary,0,8,3.233419836498797,157.24639852438122,160.5224175658077,"one protein, independent complete pool",2026-10-21T16:57:48.637337+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2gu2_A,307,41701,vllm-ordinary,0,128,8.657006447203457,157.24639852438122,166.11034603323787,"one protein, independent complete pool",2026-10-21T16:57:57.647067+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2guk_A,111,791,vllm-ordinary,0,8,1.0546492487192154,150.57685415819287,151.65816263994202,"one protein, independent complete pool",2026-10-21T16:25:42.403264+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2guk_A,111,12007,vllm-ordinary,0,128,2.22091184137389,150.57685415819287,152.8585923165083,"one protein, independent complete pool",2026-10-21T16:25:44.779831+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2gw6_A,123,820,vllm-ordinary,0,8,1.1773139177821577,150.57685415819287,151.78040953492746,"one protein, independent complete pool",2026-10-21T16:26:07.968293+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2gw6_A,123,13137,vllm-ordinary,0,128,2.4727499559521675,150.57685415819287,153.12172108143568,"one protein, independent complete pool",2026-10-21T16:26:10.611021+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2gzl_A,159,922,vllm-ordinary,0,8,1.324622556567192,155.1003769095987,156.45186047814786,"one protein, independent complete pool",2026-10-21T16:55:29.522900+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2gzl_A,159,14423,vllm-ordinary,0,128,2.891698746010661,155.1003769095987,158.0694209188223,"one protein, independent complete pool",2026-10-21T16:55:32.605745+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2h9a_B,307,2504,vllm-ordinary,0,8,3.0486935768276453,155.1003769095987,158.19198343344033,"one protein, independent complete pool",2026-10-21T17:11:59.990683+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2h9a_B,307,39621,vllm-ordinary,0,128,8.378168243914843,155.1003769095987,163.6264473386109,"one protein, independent complete pool",2026-10-21T17:12:08.661304+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hf7_A,211,1432,vllm-ordinary,0,8,1.788145910948515,157.40733506623656,159.2272332618013,"one protein, independent complete pool",2026-10-21T16:49:09.083541+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hf7_A,211,23870,vllm-ordinary,0,128,4.456233256496489,157.40733506623656,161.96470753476024,"one protein, independent complete pool",2026-10-21T16:49:13.747725+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hh6_A,112,641,vllm-ordinary,0,8,0.9188241409137844,157.24639852438122,158.20255693420768,"one protein, independent complete pool",2026-10-21T16:37:39.263534+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hh6_A,112,10168,vllm-ordinary,0,128,1.8962181145325303,157.24639852438122,159.20342188794166,"one protein, independent complete pool",2026-10-21T16:37:41.309582+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hms_A,138,768,vllm-ordinary,0,8,1.0581871354952457,157.24639852438122,158.33215252216905,"one protein, independent complete pool",2026-10-21T16:39:07.073119+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hms_A,138,12366,vllm-ordinary,0,128,2.193444729782641,157.24639852438122,159.50177075713873,"one protein, independent complete pool",2026-10-21T16:39:09.420440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hmt_A,139,790,vllm-ordinary,0,8,1.004650144837797,157.24639852438122,158.2821058416739,"one protein, independent complete pool",2026-10-21T16:39:10.518374+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hmt_A,139,12196,vllm-ordinary,0,128,2.0448704790323973,157.24639852438122,159.35248453728855,"one protein, independent complete pool",2026-10-21T16:39:12.731241+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hmu_A,139,779,vllm-ordinary,0,8,0.9706374201923608,160.4695451501757,161.46843883907422,"one protein, independent complete pool",2026-10-21T16:34:58.886175+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hmu_A,139,12303,vllm-ordinary,0,128,2.087538597173989,160.4695451501757,162.61762346606702,"one protein, independent complete pool",2026-10-21T16:35:01.124183+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hmv_A,139,767,vllm-ordinary,0,8,0.8846530700102448,150.57685415819287,151.4916091663763,"one protein, independent complete pool",2026-10-21T16:27:16.022569+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hmv_A,139,12342,vllm-ordinary,0,128,2.120953478384763,150.57685415819287,152.76351173548028,"one protein, independent complete pool",2026-10-21T16:27:18.299161+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hmw_A,135,771,vllm-ordinary,0,8,0.9641267647966744,157.40733506623656,158.39827209617945,"one protein, independent complete pool",2026-10-21T16:39:03.649916+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hmw_A,135,12196,vllm-ordinary,0,128,2.1206727977842093,157.40733506623656,159.58936931658536,"one protein, independent complete pool",2026-10-21T16:39:05.923052+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hw0_A,115,813,vllm-ordinary,0,8,1.093808576464653,157.24639852438122,158.36987648624927,"one protein, independent complete pool",2026-10-21T16:37:46.238019+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hw0_A,115,13795,vllm-ordinary,0,128,2.3332617497071624,157.24639852438122,159.64441221021116,"one protein, independent complete pool",2026-10-21T16:37:48.718423+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hym_A,212,1730,vllm-ordinary,0,8,2.09984840080142,155.1003769095987,157.2327745463699,"one protein, independent complete pool",2026-10-21T17:03:33.502867+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hym_A,212,27063,vllm-ordinary,0,128,5.203392297029495,155.1003769095987,160.415830232203,"one protein, independent complete pool",2026-10-21T17:03:38.960477+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hym_B,165,964,vllm-ordinary,0,8,1.403411528095603,155.1003769095987,156.53301496617496,"one protein, independent complete pool",2026-10-21T16:57:18.607548+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2hym_B,165,16681,vllm-ordinary,0,128,3.236226035282016,155.1003769095987,158.4091909788549,"one protein, independent complete pool",2026-10-21T16:57:22.036359+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2i3c_A,302,2808,vllm-ordinary,0,8,3.682285288348794,151.46286530792713,155.18346156552434,"one protein, independent complete pool",2026-10-21T17:04:44.750494+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2i3c_A,302,44483,vllm-ordinary,0,128,9.34684931114316,151.46286530792713,160.96254755184054,"one protein, independent complete pool",2026-10-21T17:04:54.385751+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2i44_A,317,2553,vllm-ordinary,0,8,3.128189950250089,157.24639852438122,161.052844023332,"one protein, independent complete pool",2026-10-21T16:59:14.043592+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2i44_A,317,41470,vllm-ordinary,0,128,8.470056583173573,157.24639852438122,165.8645417969674,"one protein, independent complete pool",2026-10-21T16:59:22.802610+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2i4q_A,336,2886,vllm-ordinary,0,8,3.6708745695650578,157.24639852438122,160.96594327222556,"one protein, independent complete pool",2026-10-21T17:05:03.262849+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2i4q_A,336,46380,vllm-ordinary,0,128,9.70242789387703,157.24639852438122,167.11661746446043,"one protein, independent complete pool",2026-10-21T17:05:13.273870+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2iee_A,251,1949,vllm-ordinary,0,8,2.474120080471039,157.40733506623656,159.92533150035888,"one protein, independent complete pool",2026-10-21T16:52:51.040212+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2iee_A,251,31145,vllm-ordinary,0,128,6.145822479389608,157.40733506623656,163.6689792368561,"one protein, independent complete pool",2026-10-21T16:52:57.416623+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2igx_A,329,2886,vllm-ordinary,0,8,3.623390007764101,157.24639852438122,160.90534443035722,"one protein, independent complete pool",2026-10-21T17:02:43.982806+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2igx_A,329,46060,vllm-ordinary,0,128,9.71655786409974,157.24639852438122,167.13799631781876,"one protein, independent complete pool",2026-10-21T17:02:54.019670+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2igy_A,329,2879,vllm-ordinary,0,8,3.4755945540964603,155.1003769095987,158.6144586391747,"one protein, independent complete pool",2026-10-21T17:16:52.234580+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2igy_A,329,45982,vllm-ordinary,0,128,9.534993575885892,155.1003769095987,164.8171234447509,"one protein, independent complete pool",2026-10-21T17:17:02.086417+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2iko_A,338,2868,vllm-ordinary,0,8,3.7516995165497065,151.46286530792713,155.25330763868988,"one protein, independent complete pool",2026-10-21T17:13:48.267000+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2iko_A,338,46160,vllm-ordinary,0,128,10.028748923912644,151.46286530792713,163.25288106314838,"one protein, independent complete pool",2026-10-21T17:14:00.195615+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2iku_A,337,2820,vllm-ordinary,0,8,3.622796641662717,151.46286530792713,155.14015572704375,"one protein, independent complete pool",2026-10-21T17:13:06.183970+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2iku_A,337,46572,vllm-ordinary,0,128,9.915234327316284,151.46286530792713,161.5441875103861,"one protein, independent complete pool",2026-10-21T17:13:16.413021+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2il2_A,338,2883,vllm-ordinary,0,8,3.5700194649398327,157.40733506623656,161.0181270139292,"one protein, independent complete pool",2026-10-21T17:05:45.498340+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2il2_A,338,46331,vllm-ordinary,0,128,9.833865108899772,157.40733506623656,167.40969745907933,"one protein, independent complete pool",2026-10-21T17:05:55.657301+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2il8_A,71,459,vllm-ordinary,0,8,0.6788643980398774,160.4695451501757,161.18652056436986,"one protein, independent complete pool",2026-10-21T16:32:14.927265+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2il8_A,71,7601,vllm-ordinary,0,128,1.3938706158660352,160.4695451501757,161.90900355018675,"one protein, independent complete pool",2026-10-21T16:32:16.453636+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2int_A,129,730,vllm-ordinary,0,8,1.1295214528217912,157.40733506623656,158.56538003496826,"one protein, independent complete pool",2026-10-21T16:38:40.775642+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2int_A,129,12703,vllm-ordinary,0,128,2.481873088516295,157.40733506623656,159.95227953325957,"one protein, independent complete pool",2026-10-21T16:38:43.436027+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2iph_A,180,1378,vllm-ordinary,0,8,1.7560786604881289,155.1003769095987,156.88398268818855,"one protein, independent complete pool",2026-10-21T16:59:34.722573+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2iph_A,180,22355,vllm-ordinary,0,128,4.011232813820243,155.1003769095987,159.20925845578313,"one protein, independent complete pool",2026-10-21T16:59:38.959841+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2j96_A,162,876,vllm-ordinary,0,8,1.1428772620856762,157.24639852438122,158.42385137733072,"one protein, independent complete pool",2026-10-21T16:42:00.307387+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2j96_A,162,14644,vllm-ordinary,0,128,2.7980380607768893,157.24639852438122,160.11045671161264,"one protein, independent complete pool",2026-10-21T16:42:03.267618+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2j9p_A,458,3839,vllm-ordinary,0,8,4.634253267198801,155.1003769095987,159.7795059904456,"one protein, independent complete pool",2026-10-21T17:29:26.650151+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2j9p_A,458,61159,vllm-ordinary,0,128,14.228317709639668,155.1003769095987,169.56531838327646,"one protein, independent complete pool",2026-10-21T17:29:41.278254+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jhb_A,143,1075,vllm-ordinary,0,8,1.648286853916943,160.4695451501757,162.15903774509206,"one protein, independent complete pool",2026-10-21T16:35:12.764745+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jhb_A,143,16590,vllm-ordinary,0,128,3.1828593988902867,160.4695451501757,163.73352091992274,"one protein, independent complete pool",2026-10-21T16:35:16.126469+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jon_A,101,599,vllm-ordinary,0,8,0.8434367496520281,160.4695451501757,161.3393669258803,"one protein, independent complete pool",2026-10-21T16:33:07.074098+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jon_A,101,9032,vllm-ordinary,0,128,1.6797463982366023,160.4695451501757,162.19941535638645,"one protein, independent complete pool",2026-10-21T16:33:08.888352+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2joz_A,135,849,vllm-ordinary,0,8,1.1472007343545556,157.24639852438122,158.43735630251467,"one protein, independent complete pool",2026-10-21T16:39:00.278019+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2joz_A,135,13619,vllm-ordinary,0,128,2.4275696333497763,157.24639852438122,159.73777914233506,"one protein, independent complete pool",2026-10-21T16:39:02.858081+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jps_A,105,578,vllm-ordinary,0,8,0.7396577619947493,150.57685415819287,151.3442058460787,"one protein, independent complete pool",2026-10-21T16:25:32.841153+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jps_A,105,8318,vllm-ordinary,0,128,1.5063965441659093,150.57685415819287,152.13789866911247,"one protein, independent complete pool",2026-10-21T16:25:34.489070+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jrc_A,191,1418,vllm-ordinary,0,8,1.883543597534299,155.1003769095987,157.01566107571125,"one protein, independent complete pool",2026-10-21T17:00:15.773790+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jrc_A,191,21880,vllm-ordinary,0,128,4.031196812167764,155.1003769095987,159.2215076368302,"one protein, independent complete pool",2026-10-21T17:00:19.993394+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jx0_A,131,703,vllm-ordinary,0,8,0.96109130512923,157.40733506623656,158.3988340953365,"one protein, independent complete pool",2026-10-21T16:38:48.687004+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jx0_A,131,10726,vllm-ordinary,0,128,1.94571294169873,157.40733506623656,159.4132674736902,"one protein, independent complete pool",2026-10-21T16:38:50.796059+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jxw_A,75,550,vllm-ordinary,0,8,0.8551047164946795,153.51509482692927,154.41247078590095,"one protein, independent complete pool",2026-10-21T16:24:37.276435+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2jxw_A,75,8825,vllm-ordinary,0,128,1.6476310463622212,153.51509482692927,155.21388416737318,"one protein, independent complete pool",2026-10-21T16:24:39.074358+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kif_A,102,666,vllm-ordinary,0,8,0.8787451051175594,150.57685415819287,151.48866658611223,"one protein, independent complete pool",2026-10-21T16:25:26.235479+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kif_A,102,11078,vllm-ordinary,0,128,1.9964404380880296,150.57685415819287,152.6385024273768,"one protein, independent complete pool",2026-10-21T16:25:28.382642+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kim_A,102,681,vllm-ordinary,0,8,0.906388035044074,157.40733506623656,158.339251822792,"one protein, independent complete pool",2026-10-21T16:37:29.463304+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kim_A,102,11234,vllm-ordinary,0,128,1.9898301614448428,157.40733506623656,159.472081258893,"one protein, independent complete pool",2026-10-21T16:37:31.618868+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kls_A,157,1063,vllm-ordinary,0,8,1.4350200477056203,150.57685415819287,152.0398484901525,"one protein, independent complete pool",2026-10-21T16:28:46.285942+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kls_A,157,17124,vllm-ordinary,0,128,3.036234324797988,150.57685415819287,153.68975564604625,"one protein, independent complete pool",2026-10-21T16:28:49.498235+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2klt_A,156,1123,vllm-ordinary,0,8,1.4585050959140062,155.1003769095987,156.58971206098795,"one protein, independent complete pool",2026-10-21T16:54:52.973905+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2klt_A,156,17497,vllm-ordinary,0,128,3.2323748152703047,155.1003769095987,158.41623353213072,"one protein, independent complete pool",2026-10-21T16:54:56.389023+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2klu_A,70,51,vllm-ordinary,0,8,0.1956022288650274,153.51509482692927,153.7364712646231,"one protein, independent complete pool",2026-10-21T16:24:16.987078+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2klu_A,70,365,vllm-ordinary,0,128,0.3260798724368214,153.51509482692927,153.86908068601042,"one protein, independent complete pool",2026-10-21T16:24:17.412605+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ktc_A,34,113,vllm-ordinary,0,8,0.3059538453817367,167.73740578629076,168.07046037074178,"one protein, independent complete pool",2026-10-21T16:24:10.331518+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ktc_A,34,2120,vllm-ordinary,0,128,0.4814640842378139,167.73740578629076,168.25761510338634,"one protein, independent complete pool",2026-10-21T16:24:10.916175+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kuy_A,43,164,vllm-ordinary,0,8,0.2940770266577601,153.51509482692927,153.83271354902536,"one protein, independent complete pool",2026-10-21T16:23:50.118309+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kuy_A,43,3017,vllm-ordinary,0,128,0.7095102211460471,153.51509482692927,154.2577641280368,"one protein, independent complete pool",2026-10-21T16:23:50.936258+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ky4_A,149,1040,vllm-ordinary,0,8,1.3913478031754494,160.4695451501757,161.8962465603836,"one protein, independent complete pool",2026-10-21T16:35:42.358770+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ky4_A,149,14683,vllm-ordinary,0,128,2.7887204089201987,160.4695451501757,163.32281847018749,"one protein, independent complete pool",2026-10-21T16:35:45.315816+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ky8_A,70,447,vllm-ordinary,0,8,0.5837766230106354,167.73740578629076,168.3472230480984,"one protein, independent complete pool",2026-10-21T16:24:42.483798+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ky8_A,70,6836,vllm-ordinary,0,128,1.3006209703162313,160.4695451501757,161.85737589141354,"one protein, independent complete pool",2026-10-21T16:32:10.588640+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kyt_A,125,850,vllm-ordinary,0,8,1.089872658252716,157.24639852438122,158.36208970379084,"one protein, independent complete pool",2026-10-21T16:38:08.028035+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kyt_A,125,13624,vllm-ordinary,0,128,2.488253383897245,157.24639852438122,159.7975008590147,"one protein, independent complete pool",2026-10-21T16:38:10.681655+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kz1_A,165,1111,vllm-ordinary,0,8,1.6067964411340654,150.57685415819287,152.23338475916535,"one protein, independent complete pool",2026-10-21T16:30:56.577044+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kz1_A,165,16797,vllm-ordinary,0,128,3.261592107824981,150.57685415819287,153.91289166919887,"one protein, independent complete pool",2026-10-21T16:31:00.011667+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kz1_B,196,1355,vllm-ordinary,0,8,1.9177441895008087,155.1003769095987,157.04853426851332,"one protein, independent complete pool",2026-10-21T17:01:22.402894+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2kz1_B,196,25079,vllm-ordinary,0,128,4.7313754595816135,155.1003769095987,159.93654809892178,"one protein, independent complete pool",2026-10-21T17:01:27.356013+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l04_A,91,398,vllm-ordinary,0,8,0.582614874932915,150.57685415819287,151.18917404627427,"one protein, independent complete pool",2026-10-21T16:25:13.179278+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l04_A,91,6793,vllm-ordinary,0,128,1.1936942990869284,150.57685415819287,151.82652327837422,"one protein, independent complete pool",2026-10-21T16:25:14.521522+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l06_A,155,973,vllm-ordinary,0,8,1.253046652302146,157.40733506623656,158.68846279475838,"one protein, independent complete pool",2026-10-21T16:40:28.940442+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l06_A,155,15548,vllm-ordinary,0,128,2.922170243225992,157.40733506623656,160.4147301884368,"one protein, independent complete pool",2026-10-21T16:40:32.047204+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l1p_A,83,477,vllm-ordinary,0,8,0.595555083360523,150.57685415819287,151.1955906515941,"one protein, independent complete pool",2026-10-21T16:24:59.481822+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l1p_A,83,7530,vllm-ordinary,0,128,1.2541918749921024,150.57685415819287,151.8778850454837,"one protein, independent complete pool",2026-10-21T16:25:00.874418+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l3w_A,143,967,vllm-ordinary,0,8,1.2877923538908362,150.57685415819287,151.8922320860438,"one protein, independent complete pool",2026-10-21T16:27:28.338691+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l3w_A,143,14648,vllm-ordinary,0,128,2.5457534035667777,150.57685415819287,153.20365344407037,"one protein, independent complete pool",2026-10-21T16:27:31.058973+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l48_A,85,528,vllm-ordinary,0,8,0.6455035568214953,150.57685415819287,151.24737231386823,"one protein, independent complete pool",2026-10-21T16:25:03.402793+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l48_A,85,8474,vllm-ordinary,0,128,1.5806280029937625,150.57685415819287,152.20952633814886,"one protein, independent complete pool",2026-10-21T16:25:05.113419+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l6l_A,155,824,vllm-ordinary,0,8,1.0579369440674782,157.24639852438122,158.32967630028725,"one protein, independent complete pool",2026-10-21T16:40:26.347601+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l6l_A,155,13645,vllm-ordinary,0,128,2.502649166621268,157.24639852438122,159.816197341308,"one protein, independent complete pool",2026-10-21T16:40:29.013394+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l8v_A,143,1004,vllm-ordinary,0,8,1.3624354228377342,157.40733506623656,158.81113897822797,"one protein, independent complete pool",2026-10-21T16:39:34.435748+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2l8v_A,143,15428,vllm-ordinary,0,128,2.7380127934739,157.40733506623656,160.21294876374304,"one protein, independent complete pool",2026-10-21T16:39:37.354896+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lag_A,165,989,vllm-ordinary,0,8,1.260581674054265,157.40733506623656,158.69831813592464,"one protein, independent complete pool",2026-10-21T16:43:09.814009+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lag_A,165,17050,vllm-ordinary,0,128,3.422857064753771,157.40733506623656,160.90403362829238,"one protein, independent complete pool",2026-10-21T16:43:13.436598+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lag_B,212,1735,vllm-ordinary,0,8,2.1662305388599634,151.46286530792713,153.65954813361168,"one protein, independent complete pool",2026-10-21T16:57:11.355587+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lag_B,212,27259,vllm-ordinary,0,128,5.247871937230229,151.46286530792713,156.81475089490414,"one protein, independent complete pool",2026-10-21T16:57:16.809025+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lcy_A,54,245,vllm-ordinary,0,8,0.3990972572937608,154.2631402183324,154.68439518846571,"one protein, independent complete pool",2026-10-21T16:23:55.198639+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lcy_A,54,3561,vllm-ordinary,0,128,0.7609911300241947,154.2631402183324,155.0636649755761,"one protein, independent complete pool",2026-10-21T16:23:56.074601+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lcz_A,54,198,vllm-ordinary,0,8,0.3975288001820445,153.51509482692927,153.9383342359215,"one protein, independent complete pool",2026-10-21T16:23:54.700490+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lcz_A,54,3700,vllm-ordinary,0,128,0.7533204173669219,153.51509482692927,154.3036164334044,"one protein, independent complete pool",2026-10-21T16:23:55.574847+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lfi_A,122,773,vllm-ordinary,0,8,1.2823366858065128,157.24639852438122,158.56355970632285,"one protein, independent complete pool",2026-10-21T16:38:01.363104+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lfi_A,122,12536,vllm-ordinary,0,128,2.376367975026369,157.24639852438122,159.68604427110404,"one protein, independent complete pool",2026-10-21T16:38:03.908873+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lfk_A,57,377,vllm-ordinary,0,8,0.5390675729140639,150.57685415819287,151.14134416123852,"one protein, independent complete pool",2026-10-21T16:24:05.209899+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lfk_A,57,5552,vllm-ordinary,0,128,1.0071548619307578,150.57685415819287,151.62298261839896,"one protein, independent complete pool",2026-10-21T16:24:06.330336+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lfl_A,57,394,vllm-ordinary,0,8,0.5319583555683494,154.2631402183324,154.82418059930205,"one protein, independent complete pool",2026-10-21T16:23:58.504126+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lfl_A,57,5611,vllm-ordinary,0,128,1.0101590352132916,154.2631402183324,155.31134407315403,"one protein, independent complete pool",2026-10-21T16:23:59.624206+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lfv_A,106,620,vllm-ordinary,0,8,0.7880053846165538,157.40733506623656,158.22549322713166,"one protein, independent complete pool",2026-10-21T16:37:34.640625+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lfv_A,106,9333,vllm-ordinary,0,128,1.6543167047202587,157.40733506623656,159.11376289185137,"one protein, independent complete pool",2026-10-21T16:37:36.432574+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lgj_A,191,1417,vllm-ordinary,0,8,1.7903670696541667,150.57685415819287,152.39858850603923,"one protein, independent complete pool",2026-10-21T16:33:57.880139+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lgj_A,191,21037,vllm-ordinary,0,128,3.8880505738779902,150.57685415819287,154.560870856978,"one protein, independent complete pool",2026-10-21T16:34:01.979033+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lhn_A,80,546,vllm-ordinary,0,8,0.7891766438260674,150.57685415819287,151.39283252507448,"one protein, independent complete pool",2026-10-21T16:24:55.380498+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lhn_A,80,9047,vllm-ordinary,0,128,1.5500463508069515,150.57685415819287,152.18243565503508,"one protein, independent complete pool",2026-10-21T16:24:57.071952+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2liy_A,45,194,vllm-ordinary,0,8,0.290565624833107,150.57685415819287,150.8920338503085,"one protein, independent complete pool",2026-10-21T16:24:00.089954+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2liy_A,45,3479,vllm-ordinary,0,128,0.6597562460228801,150.57685415819287,151.27962859114632,"one protein, independent complete pool",2026-10-21T16:24:00.877199+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lj2_A,60,92,vllm-ordinary,0,8,0.1485799653455615,153.51509482692927,153.68745979852974,"one protein, independent complete pool",2026-10-21T16:23:58.098063+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lj2_A,60,1574,vllm-ordinary,0,128,0.4131560958921909,153.51509482692927,153.9612642051652,"one protein, independent complete pool",2026-10-21T16:23:58.630326+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lkt_A,125,872,vllm-ordinary,0,8,1.277716620825231,160.4695451501757,161.7858923720196,"one protein, independent complete pool",2026-10-21T16:33:55.767357+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lkt_A,125,14026,vllm-ordinary,0,128,2.443651261739433,160.4695451501757,162.97778903599828,"one protein, independent complete pool",2026-10-21T16:33:58.360394+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lms_A,165,925,vllm-ordinary,0,8,1.4583941865712404,157.24639852438122,158.73427004367113,"one protein, independent complete pool",2026-10-21T16:43:07.960848+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lms_A,165,16228,vllm-ordinary,0,128,3.1450725346803665,157.24639852438122,160.4774870267138,"one protein, independent complete pool",2026-10-21T16:43:11.294532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lnc_A,188,1321,vllm-ordinary,0,8,1.6071312855929136,157.24639852438122,158.88319585938007,"one protein, independent complete pool",2026-10-21T16:45:48.396756+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lnc_A,188,22170,vllm-ordinary,0,128,4.027932754717767,157.24639852438122,161.36254854034632,"one protein, independent complete pool",2026-10-21T16:45:52.643994+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lsn_A,165,1143,vllm-ordinary,0,8,1.3974924832582474,155.1003769095987,156.52930598706007,"one protein, independent complete pool",2026-10-21T16:57:23.520865+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lsn_A,165,17751,vllm-ordinary,0,128,3.1037892419844866,155.1003769095987,158.29407595656812,"one protein, independent complete pool",2026-10-21T16:57:26.825256+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lt9_A,148,1060,vllm-ordinary,0,8,1.4526573233306408,160.4695451501757,161.9502282012254,"one protein, independent complete pool",2026-10-21T16:35:37.532107+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2lt9_A,148,16561,vllm-ordinary,0,128,3.1617730790749192,160.4695451501757,163.70597076322883,"one protein, independent complete pool",2026-10-21T16:35:40.860463+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2m5f_A,54,198,vllm-ordinary,0,8,0.4234925908967852,167.73740578629076,168.18453982193023,"one protein, independent complete pool",2026-10-21T16:24:16.968038+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2m5f_A,54,3713,vllm-ordinary,0,128,0.7638943437486887,167.73740578629076,168.53878198750317,"one protein, independent complete pool",2026-10-21T16:24:17.857189+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2m67_A,81,162,vllm-ordinary,0,8,0.2667616540566087,153.51509482692927,153.80522401817143,"one protein, independent complete pool",2026-10-21T16:24:43.812931+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2m67_A,81,2648,vllm-ordinary,0,128,0.7611962975934148,157.24639852438122,158.06025578267872,"one protein, independent complete pool",2026-10-21T16:36:51.122184+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ma3_A,88,663,vllm-ordinary,0,8,0.8155341949313879,150.57685415819287,151.4300487129949,"one protein, independent complete pool",2026-10-21T16:25:06.029356+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ma3_A,88,10295,vllm-ordinary,0,128,1.718864622991532,150.57685415819287,152.35621929354966,"one protein, independent complete pool",2026-10-21T16:25:07.917850+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mb1_A,54,241,vllm-ordinary,0,8,0.426674576010555,150.57685415819287,151.0264153261669,"one protein, independent complete pool",2026-10-21T16:24:03.737840+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mb1_A,54,3569,vllm-ordinary,0,128,0.7176173692569137,150.57685415819287,151.33640415407717,"one protein, independent complete pool",2026-10-21T16:24:04.581590+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mb7_A,72,519,vllm-ordinary,0,8,0.688242097850889,160.4695451501757,161.18004719913006,"one protein, independent complete pool",2026-10-21T16:32:23.903220+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mb7_A,72,8303,vllm-ordinary,0,128,1.515281626023352,160.4695451501757,162.033616932109,"one protein, independent complete pool",2026-10-21T16:32:25.558862+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mgs_A,71,360,vllm-ordinary,0,8,0.543107049074024,150.57685415819287,151.1452765162103,"one protein, independent complete pool",2026-10-21T16:24:33.936675+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mgs_A,71,6200,vllm-ordinary,0,128,1.1236481708474455,150.57685415819287,151.74396023945883,"one protein, independent complete pool",2026-10-21T16:24:35.183731+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mjl_A,197,1501,vllm-ordinary,0,8,1.835402138531208,155.1003769095987,156.9649929497391,"one protein, independent complete pool",2026-10-21T17:01:56.726637+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mjl_A,197,24007,vllm-ordinary,0,128,4.603201486170292,155.1003769095987,159.8034256938845,"one protein, independent complete pool",2026-10-21T17:02:01.537557+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2moe_A,71,472,vllm-ordinary,0,8,0.6437878115102649,154.2631402183324,154.93583333306017,"one protein, independent complete pool",2026-10-21T16:24:30.028800+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2moe_A,71,7263,vllm-ordinary,0,128,1.2601095391437411,154.2631402183324,155.57287742290646,"one protein, independent complete pool",2026-10-21T16:24:31.418046+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mpo_A,182,1293,vllm-ordinary,0,8,2.06339711882174,157.24639852438122,159.340688964352,"one protein, independent complete pool",2026-10-21T16:45:30.133570+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mpo_A,182,20602,vllm-ordinary,0,128,3.94501175545156,157.24639852438122,161.27765244990587,"one protein, independent complete pool",2026-10-21T16:45:34.268848+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mq1_A,89,598,vllm-ordinary,0,8,0.8769850451499224,160.4695451501757,161.3716735043563,"one protein, independent complete pool",2026-10-21T16:32:48.897801+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mq1_A,89,9294,vllm-ordinary,0,128,1.611499110236764,160.4695451501757,162.13203744357452,"one protein, independent complete pool",2026-10-21T16:32:50.634463+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mq8_A,112,850,vllm-ordinary,0,8,1.124266425613314,160.4695451501757,161.63425943022594,"one protein, independent complete pool",2026-10-21T16:33:26.663171+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mq8_A,112,14330,vllm-ordinary,0,128,2.415993398986757,160.4695451501757,162.95250004623085,"one protein, independent complete pool",2026-10-21T16:33:29.234359+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2muq_A,44,154,vllm-ordinary,0,8,0.283348886296153,154.2631402183324,154.57458006311208,"one protein, independent complete pool",2026-10-21T16:23:52.272827+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2muq_A,44,2585,vllm-ordinary,0,128,0.5706312656402588,154.2631402183324,154.87255783751607,"one protein, independent complete pool",2026-10-21T16:23:52.966869+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mur_A,44,161,vllm-ordinary,0,8,0.2364552784711122,153.51509482692927,153.7786701321602,"one protein, independent complete pool",2026-10-21T16:23:51.255614+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mur_A,44,2420,vllm-ordinary,0,128,0.4842147892341018,153.51509482692927,154.045742967166,"one protein, independent complete pool",2026-10-21T16:23:51.861549+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mvi_A,43,192,vllm-ordinary,0,8,0.2652118504047394,167.73740578629076,168.024669197388,"one protein, independent complete pool",2026-10-21T16:24:12.849364+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mvi_A,43,2714,vllm-ordinary,0,128,0.550995928235352,167.73740578629076,168.32178586907685,"one protein, independent complete pool",2026-10-21T16:24:13.503230+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mw8_A,67,338,vllm-ordinary,0,8,0.4537700768560171,153.51509482692927,153.99162913765758,"one protein, independent complete pool",2026-10-21T16:24:11.918678+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2mw8_A,67,5081,vllm-ordinary,0,128,0.917188674211502,153.51509482692927,154.47143524233252,"one protein, independent complete pool",2026-10-21T16:24:12.948562+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2my9_A,125,857,vllm-ordinary,0,8,1.1066650650463998,150.57685415819287,151.71667621145025,"one protein, independent complete pool",2026-10-21T16:26:15.929257+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2my9_A,125,14194,vllm-ordinary,0,128,2.504778378177434,150.57685415819287,153.15523416129872,"one protein, independent complete pool",2026-10-21T16:26:18.596474+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n2u_A,77,560,vllm-ordinary,0,8,0.71903504896909,153.51509482692927,154.26027079485357,"one protein, independent complete pool",2026-10-21T16:24:39.877504+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n2u_A,77,8912,vllm-ordinary,0,128,1.441715143620968,153.51509482692927,155.01064614579082,"one protein, independent complete pool",2026-10-21T16:24:41.453354+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n3t_A,131,599,vllm-ordinary,0,8,0.882250564172864,157.24639852438122,158.1657968973741,"one protein, independent complete pool",2026-10-21T16:38:45.119324+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n3t_A,131,10180,vllm-ordinary,0,128,1.968518840149045,157.24639852438122,159.27652893122286,"one protein, independent complete pool",2026-10-21T16:38:47.280098+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n3u_A,131,674,vllm-ordinary,0,8,0.9929626160301268,160.4695451501757,161.48769800923765,"one protein, independent complete pool",2026-10-21T16:34:30.184577+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n3u_A,131,10418,vllm-ordinary,0,128,1.9564925790764391,160.4695451501757,162.49181059421971,"one protein, independent complete pool",2026-10-21T16:34:32.293610+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n3v_A,131,632,vllm-ordinary,0,8,0.8176180589944124,150.57685415819287,151.4299389310181,"one protein, independent complete pool",2026-10-21T16:26:49.439981+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n3v_A,131,10262,vllm-ordinary,0,128,1.85502516804263,150.57685415819287,152.48568689497188,"one protein, independent complete pool",2026-10-21T16:26:51.446343+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n3w_A,131,642,vllm-ordinary,0,8,0.8905524015426636,157.40733506623656,158.33047747518867,"one protein, independent complete pool",2026-10-21T16:38:51.790080+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n3w_A,131,10251,vllm-ordinary,0,128,1.877321376465261,157.40733506623656,159.35556019470096,"one protein, independent complete pool",2026-10-21T16:38:53.834677+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n5h_A,90,597,vllm-ordinary,0,8,0.7529357196763158,160.4695451501757,161.27015348197892,"one protein, independent complete pool",2026-10-21T16:32:51.491521+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n5h_A,90,9351,vllm-ordinary,0,128,1.551739681046456,160.4695451501757,162.0816509271972,"one protein, independent complete pool",2026-10-21T16:32:53.189466+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n5i_A,90,599,vllm-ordinary,0,8,0.7355426498688757,150.57685415819287,151.3437264971435,"one protein, independent complete pool",2026-10-21T16:25:10.882881+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n5i_A,90,9308,vllm-ordinary,0,128,1.4841156410984695,150.57685415819287,152.11324656242505,"one protein, independent complete pool",2026-10-21T16:25:12.500143+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n6o_A,35,187,vllm-ordinary,0,8,0.2891579065471887,153.51509482692927,153.8375486759469,"one protein, independent complete pool",2026-10-21T16:23:47.934601+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n6o_A,35,2965,vllm-ordinary,0,128,0.5955599872395396,153.51509482692927,154.1436216980219,"one protein, independent complete pool",2026-10-21T16:23:48.631066+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n76_A,112,907,vllm-ordinary,0,8,1.090300315991044,150.57685415819287,151.69704194599765,"one protein, independent complete pool",2026-10-21T16:25:45.960534+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2n76_A,112,14311,vllm-ordinary,0,128,2.3671487350948155,150.57685415819287,153.00857475725934,"one protein, independent complete pool",2026-10-21T16:25:48.512564+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2naf_A,191,1297,vllm-ordinary,0,8,1.619255069643259,157.40733506623656,159.0573980016634,"one protein, independent complete pool",2026-10-21T16:46:12.648602+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2naf_A,191,21170,vllm-ordinary,0,128,4.041997110471129,157.40733506623656,161.5369575303048,"one protein, independent complete pool",2026-10-21T16:46:16.883417+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2nbw_A,131,686,vllm-ordinary,0,8,0.920474324375391,157.24639852438122,158.19564714375883,"one protein, independent complete pool",2026-10-21T16:38:48.306329+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2nbw_A,131,10334,vllm-ordinary,0,128,1.9136246871203184,157.24639852438122,159.2245210353285,"one protein, independent complete pool",2026-10-21T16:38:50.393983+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2nvb_A,352,2732,vllm-ordinary,0,8,3.240638824179769,155.1003769095987,158.37847667746246,"one protein, independent complete pool",2026-10-21T17:22:13.731517+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2nvb_A,352,43492,vllm-ordinary,0,128,9.128995787352324,155.1003769095987,164.39754738099873,"one protein, independent complete pool",2026-10-21T17:22:23.172013+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o3l_A,83,545,vllm-ordinary,0,8,0.7043144777417183,157.40733506623656,158.14036779943854,"one protein, independent complete pool",2026-10-21T16:37:01.853457+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o3l_A,83,7895,vllm-ordinary,0,128,1.3873586831614375,157.40733506623656,158.84626101329923,"one protein, independent complete pool",2026-10-21T16:37:03.380665+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o49_A,84,507,vllm-ordinary,0,8,0.6541057508438826,157.40733506623656,158.091759824194,"one protein, independent complete pool",2026-10-21T16:37:04.120081+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o49_A,84,8394,vllm-ordinary,0,128,1.5742534901946783,157.40733506623656,159.0293376930058,"one protein, independent complete pool",2026-10-21T16:37:05.819768+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o4a_A,84,536,vllm-ordinary,0,8,0.7437600493431091,157.24639852438122,158.01424748264253,"one protein, independent complete pool",2026-10-21T16:36:56.316479+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o4a_A,84,8581,vllm-ordinary,0,128,1.505737123079598,157.24639852438122,158.80451919976622,"one protein, independent complete pool",2026-10-21T16:36:57.988616+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o4h_A,301,2777,vllm-ordinary,0,8,3.4034533528611064,157.24639852438122,160.6881570564583,"one protein, independent complete pool",2026-10-21T16:56:35.600876+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o4h_A,301,44381,vllm-ordinary,0,128,9.184896113350987,157.24639852438122,166.59090070053935,"one protein, independent complete pool",2026-10-21T16:56:45.075975+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o4t_A,90,389,vllm-ordinary,0,8,0.6885597873479128,157.40733506623656,158.1414977554232,"one protein, independent complete pool",2026-10-21T16:37:13.467445+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o4t_A,90,6533,vllm-ordinary,0,128,1.2806631932035089,157.40733506623656,158.7308407360688,"one protein, independent complete pool",2026-10-21T16:37:14.892372+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o53_A,302,2826,vllm-ordinary,0,8,3.5728072011843324,157.40733506623656,161.01654617488384,"one protein, independent complete pool",2026-10-21T16:56:51.782868+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2o53_A,302,44561,vllm-ordinary,0,128,9.26528435666114,157.40733506623656,166.82687966525555,"one protein, independent complete pool",2026-10-21T16:57:01.332296+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2obl_A,346,2216,vllm-ordinary,0,8,2.997483640909195,157.40733506623656,160.43950933218002,"one protein, independent complete pool",2026-10-21T17:06:53.779410+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2obl_A,346,36624,vllm-ordinary,0,128,8.352344317361712,157.40733506623656,165.91851933393627,"one protein, independent complete pool",2026-10-21T17:07:02.447578+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2oc5_A,222,1616,vllm-ordinary,0,8,2.0326945958659053,157.24639852438122,159.31980040948838,"one protein, independent complete pool",2026-10-21T16:50:37.244094+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2oc5_A,222,26227,vllm-ordinary,0,128,4.859651662409306,157.24639852438122,162.20811882708222,"one protein, independent complete pool",2026-10-21T16:50:42.323895+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2oev_A,697,5466,vllm-ordinary,0,8,7.756144540384412,151.46286530792713,159.27200037799776,"one protein, independent complete pool",2026-10-21T17:30:31.161261+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2oev_A,697,89137,vllm-ordinary,0,128,27.198831740766764,151.46286530792713,178.95782502926886,"one protein, independent complete pool",2026-10-21T17:30:58.954031+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2oex_A,342,2426,vllm-ordinary,0,8,3.393994035199285,155.1003769095987,158.54423104599118,"one protein, independent complete pool",2026-10-21T17:20:41.587308+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2oex_A,342,39739,vllm-ordinary,0,128,9.233164343982937,155.1003769095987,164.48086609505117,"one protein, independent complete pool",2026-10-21T17:20:51.156836+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ogy_A,262,2011,vllm-ordinary,0,8,2.4711559917777777,157.40733506623656,159.91180983092636,"one protein, independent complete pool",2026-10-21T16:53:16.795923+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ogy_A,262,31855,vllm-ordinary,0,128,6.610784235410392,157.40733506623656,164.13567138183862,"one protein, independent complete pool",2026-10-21T16:53:23.644268+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ojq_A,343,2599,vllm-ordinary,0,8,3.3614321798086166,157.40733506623656,160.81487850751728,"one protein, independent complete pool",2026-10-21T17:06:41.080520+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ojq_A,343,39825,vllm-ordinary,0,128,9.302263228222728,157.40733506623656,166.8669852791354,"one protein, independent complete pool",2026-10-21T17:06:50.686372+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2oui_A,360,2868,vllm-ordinary,0,8,3.633073845878243,157.40733506623656,161.08176917675885,"one protein, independent complete pool",2026-10-21T17:09:36.258772+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2oui_A,360,45220,vllm-ordinary,0,128,9.68471510335803,157.40733506623656,167.25730752106756,"one protein, independent complete pool",2026-10-21T17:09:46.264846+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ozh_A,142,871,vllm-ordinary,0,8,1.085606120061129,150.57685415819287,151.68889977457002,"one protein, independent complete pool",2026-10-21T16:27:19.476245+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ozh_A,142,13158,vllm-ordinary,0,128,2.386175796855241,150.57685415819287,153.0325604681857,"one protein, independent complete pool",2026-10-21T16:27:22.033553+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2pet_A,231,1865,vllm-ordinary,0,8,2.346189748495817,155.1003769095987,157.48305187746882,"one protein, independent complete pool",2026-10-21T17:05:24.273716+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2pet_A,231,29552,vllm-ordinary,0,128,5.425334757193923,155.1003769095987,160.639967860654,"one protein, independent complete pool",2026-10-21T17:05:29.925182+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2pf6_A,231,1863,vllm-ordinary,0,8,2.3849938064813614,151.46286530792713,153.88440177962184,"one protein, independent complete pool",2026-10-21T16:59:04.478438+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2pf6_A,231,29611,vllm-ordinary,0,128,5.597351431846619,151.46286530792713,157.17319198697805,"one protein, independent complete pool",2026-10-21T16:59:10.310096+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2pmp_A,160,924,vllm-ordinary,0,8,1.3077219389379025,150.57685415819287,151.90864426037297,"one protein, independent complete pool",2026-10-21T16:29:19.187878+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2pmp_A,160,14597,vllm-ordinary,0,128,3.027792895678431,150.57685415819287,153.67213215399534,"one protein, independent complete pool",2026-10-21T16:29:22.374593+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2pth_A,193,1436,vllm-ordinary,0,8,1.9212782508693635,150.57685415819287,152.52948608016595,"one protein, independent complete pool",2026-10-21T16:34:10.941773+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2pth_A,193,21770,vllm-ordinary,0,128,4.400618000887334,150.57685415819287,155.21363554894924,"one protein, independent complete pool",2026-10-21T16:34:15.683406+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q0t_A,258,1804,vllm-ordinary,0,8,2.435107683762908,157.40733506623656,159.87276202999055,"one protein, independent complete pool",2026-10-21T16:53:08.201940+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q0t_A,258,29253,vllm-ordinary,0,128,5.783643961884081,157.40733506623656,163.3122725766152,"one protein, independent complete pool",2026-10-21T16:53:14.225119+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q1z_A,176,1074,vllm-ordinary,0,8,1.3562928950414062,157.24639852438122,158.63335067871958,"one protein, independent complete pool",2026-10-21T16:45:09.732074+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q1z_A,176,16420,vllm-ordinary,0,128,3.071417693980038,157.24639852438122,160.39209550619125,"one protein, independent complete pool",2026-10-21T16:45:13.023137+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q4z_A,307,2569,vllm-ordinary,0,8,3.5665737129747868,151.46286530792713,155.0800479184836,"one protein, independent complete pool",2026-10-21T17:05:46.264438+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q4z_A,307,41575,vllm-ordinary,0,128,8.873616313561797,151.46286530792713,160.48575071059167,"one protein, independent complete pool",2026-10-21T17:05:55.440776+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q51_A,302,2828,vllm-ordinary,0,8,3.5027784798294306,157.24639852438122,160.80583158135414,"one protein, independent complete pool",2026-10-21T16:57:01.601173+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q51_A,302,44374,vllm-ordinary,0,128,9.245980461128056,157.24639852438122,166.64615019969642,"one protein, independent complete pool",2026-10-21T16:57:11.145334+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q8z_A,330,3048,vllm-ordinary,0,8,3.921854679472745,157.24639852438122,161.20883506443352,"one protein, independent complete pool",2026-10-21T17:03:25.432681+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q8z_A,330,45793,vllm-ordinary,0,128,10.309405968524516,157.24639852438122,167.73778189904988,"one protein, independent complete pool",2026-10-21T17:03:36.082849+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q9k_A,147,959,vllm-ordinary,0,8,1.3581807357259097,150.57685415819287,151.96292947093025,"one protein, independent complete pool",2026-10-21T16:27:41.787996+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2q9k_A,147,15977,vllm-ordinary,0,128,3.0058384761214256,150.57685415819287,153.65294959302992,"one protein, independent complete pool",2026-10-21T16:27:44.953882+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qaf_A,329,2912,vllm-ordinary,0,8,3.88016702234745,151.46286530792713,155.38775756582618,"one protein, independent complete pool",2026-10-21T17:10:44.603491+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qaf_A,329,45725,vllm-ordinary,0,128,10.606996042653918,151.46286530792713,162.37621431984007,"one protein, independent complete pool",2026-10-21T17:10:55.655084+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qc1_B,212,1869,vllm-ordinary,0,8,2.29468016885221,157.40733506623656,159.75812968425453,"one protein, independent complete pool",2026-10-21T16:49:23.766857+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qc1_B,212,30031,vllm-ordinary,0,128,5.493219099007547,157.40733506623656,163.01062047015876,"one protein, independent complete pool",2026-10-21T16:49:29.485160+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qea_A,160,1117,vllm-ordinary,0,8,1.372379783540964,157.40733506623656,158.81042856071144,"one protein, independent complete pool",2026-10-21T16:41:29.156205+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qea_A,160,17279,vllm-ordinary,0,128,3.196483002975583,157.40733506623656,160.67997713014483,"one protein, independent complete pool",2026-10-21T16:41:32.537597+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qh9_A,178,1426,vllm-ordinary,0,8,1.8047728701494636,150.57685415819287,152.4112034998834,"one protein, independent complete pool",2026-10-21T16:33:10.758788+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qh9_A,178,22470,vllm-ordinary,0,128,4.124277499038726,150.57685415819287,154.7892930964008,"one protein, independent complete pool",2026-10-21T16:33:15.108285+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qht_A,210,1688,vllm-ordinary,0,8,2.1353092696517706,151.46286530792713,153.6394109390676,"one protein, independent complete pool",2026-10-21T16:56:28.695108+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qht_A,210,27060,vllm-ordinary,0,128,4.974630964919925,151.46286530792713,156.5389650091529,"one protein, independent complete pool",2026-10-21T16:56:33.884561+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qhu_A,210,1670,vllm-ordinary,0,8,2.0307110603898764,157.40733506623656,159.4708291934803,"one protein, independent complete pool",2026-10-21T16:48:39.821412+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qhu_A,210,27017,vllm-ordinary,0,128,4.975157016888261,157.40733506623656,162.48775340337306,"one protein, independent complete pool",2026-10-21T16:48:45.038268+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qhv_A,210,1710,vllm-ordinary,0,8,2.107784416526556,157.24639852438122,159.39679123926908,"one protein, independent complete pool",2026-10-21T16:48:42.505615+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qhv_A,210,27148,vllm-ordinary,0,128,4.94671575166285,157.24639852438122,162.2987350365147,"one protein, independent complete pool",2026-10-21T16:48:47.690075+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qjx_A,117,927,vllm-ordinary,0,8,1.2125570862554014,160.4695451501757,161.70712701044977,"one protein, independent complete pool",2026-10-21T16:33:40.741417+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qjx_A,117,13815,vllm-ordinary,0,128,2.498184178955853,160.4695451501757,163.0342343924567,"one protein, independent complete pool",2026-10-21T16:33:43.391339+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qjz_A,121,909,vllm-ordinary,0,8,1.095225042197853,150.57685415819287,151.69981085136533,"one protein, independent complete pool",2026-10-21T16:26:04.101638+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qjz_A,121,14244,vllm-ordinary,0,128,2.3712797090411186,150.57685415819287,153.02237138245255,"one protein, independent complete pool",2026-10-21T16:26:06.635944+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qtq_A,204,1329,vllm-ordinary,0,8,1.677194818854332,157.40733506623656,159.11859871447086,"one protein, independent complete pool",2026-10-21T16:48:07.226338+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qtq_A,204,21573,vllm-ordinary,0,128,3.972027434036136,157.40733506623656,161.4939183210954,"one protein, independent complete pool",2026-10-21T16:48:11.429332+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qv5_A,246,1757,vllm-ordinary,0,8,2.196289610117674,157.24639852438122,159.47590797953308,"one protein, independent complete pool",2026-10-21T16:52:50.577332+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qv5_A,246,28213,vllm-ordinary,0,128,5.373789384029806,157.24639852438122,162.73030972387642,"one protein, independent complete pool",2026-10-21T16:52:56.175023+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qyc_A,102,701,vllm-ordinary,0,8,0.8798560816794634,157.24639852438122,158.16109079215676,"one protein, independent complete pool",2026-10-21T16:37:22.640032+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2qyc_A,102,11416,vllm-ordinary,0,128,1.9225651286542416,157.24639852438122,159.24673914257437,"one protein, independent complete pool",2026-10-21T16:37:24.722883+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r02_A,697,5652,vllm-ordinary,0,8,7.479026165790856,157.40733506623656,164.9407504182309,"one protein, independent complete pool",2026-10-21T17:22:34.596379+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r02_A,697,87602,vllm-ordinary,0,128,26.620724668726325,157.40733506623656,184.3197650630027,"one protein, independent complete pool",2026-10-21T17:23:01.737397+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r03_A,697,5795,vllm-ordinary,0,8,7.85396255645901,157.24639852438122,165.16569463163614,"one protein, independent complete pool",2026-10-21T17:22:49.671037+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r03_A,697,87989,vllm-ordinary,0,128,27.127639720216397,157.24639852438122,184.67086012661457,"one protein, independent complete pool",2026-10-21T17:23:17.340281+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r05_A,697,6078,vllm-ordinary,0,8,8.358390852808952,155.1003769095987,163.58493571542203,"one protein, independent complete pool",2026-10-21T17:36:55.410926+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r05_A,697,88595,vllm-ordinary,0,128,26.70083315297961,155.1003769095987,182.1060739327222,"one protein, independent complete pool",2026-10-21T17:37:22.733486+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r3z_A,68,361,vllm-ordinary,0,8,0.5279040616005659,167.73740578629076,168.2934554964304,"one protein, independent complete pool",2026-10-21T16:24:38.604572+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r3z_A,68,6129,vllm-ordinary,0,128,1.218162597157061,167.73740578629076,168.99696831870824,"one protein, independent complete pool",2026-10-21T16:24:39.941570+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r6h_A,285,2658,vllm-ordinary,0,8,3.2484270641580224,157.24639852438122,160.5327348522842,"one protein, independent complete pool",2026-10-21T16:55:15.919158+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r6h_A,285,42311,vllm-ordinary,0,128,8.676347962580621,157.24639852438122,166.0716233048588,"one protein, independent complete pool",2026-10-21T16:55:24.869417+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r9b_A,329,2858,vllm-ordinary,0,8,3.5477727921679616,157.40733506623656,160.994043815881,"one protein, independent complete pool",2026-10-21T17:02:50.892019+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2r9b_A,329,46081,vllm-ordinary,0,128,9.745564257726071,157.40733506623656,167.36683284584433,"one protein, independent complete pool",2026-10-21T17:03:00.990990+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2re7_A,132,995,vllm-ordinary,0,8,1.208451178856194,150.57685415819287,151.81893353210762,"one protein, independent complete pool",2026-10-21T16:26:52.752357+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2re7_A,132,15611,vllm-ordinary,0,128,2.5782110593281686,150.57685415819287,153.22908348636702,"one protein, independent complete pool",2026-10-21T16:26:55.491702+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2rfr_A,154,1103,vllm-ordinary,0,8,1.380973964929581,155.1003769095987,156.5138782560825,"one protein, independent complete pool",2026-10-21T16:54:34.325057+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2rfr_A,154,17742,vllm-ordinary,0,128,3.11240335740149,155.1003769095987,158.29106630198658,"one protein, independent complete pool",2026-10-21T16:54:37.607034+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2rha_A,203,1327,vllm-ordinary,0,8,1.7093129809945822,155.1003769095987,156.84224450588226,"one protein, independent complete pool",2026-10-21T17:02:17.241181+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2rha_A,203,21525,vllm-ordinary,0,128,3.857386395335197,155.1003769095987,159.05154252424836,"one protein, independent complete pool",2026-10-21T17:02:21.313793+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2rk0_A,135,828,vllm-ordinary,0,8,1.0747737628407776,160.4695451501757,161.57072578417137,"one protein, independent complete pool",2026-10-21T16:34:46.030208+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2rk0_A,135,13831,vllm-ordinary,0,128,2.4685049527324736,160.4695451501757,163.00925714336336,"one protein, independent complete pool",2026-10-21T16:34:48.673695+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uul_A,162,887,vllm-ordinary,0,8,1.2835799027234316,155.1003769095987,156.41383955441415,"one protein, independent complete pool",2026-10-21T16:56:15.404079+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uul_A,162,13961,vllm-ordinary,0,128,2.9140512235462666,155.1003769095987,158.08840597048402,"one protein, independent complete pool",2026-10-21T16:56:18.491860+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uul_C,162,900,vllm-ordinary,0,8,1.33573879301548,150.57685415819287,151.9370992500335,"one protein, independent complete pool",2026-10-21T16:29:55.304584+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uul_C,162,14441,vllm-ordinary,0,128,2.7597373090684414,150.57685415819287,153.40847836714238,"one protein, independent complete pool",2026-10-21T16:29:58.257326+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uul_D,172,818,vllm-ordinary,0,8,1.3744632909074426,150.57685415819287,152.00473307725042,"one protein, independent complete pool",2026-10-21T16:31:43.086554+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uul_D,172,12315,vllm-ordinary,0,128,2.598207992967218,150.57685415819287,153.23709703516215,"one protein, independent complete pool",2026-10-21T16:31:45.860194+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uul_H,172,746,vllm-ordinary,0,8,0.934360626153648,157.40733506623656,158.37058846838772,"one protein, independent complete pool",2026-10-21T16:43:59.280110+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uul_H,172,12080,vllm-ordinary,0,128,2.4022119315341115,157.40733506623656,159.88075371831656,"one protein, independent complete pool",2026-10-21T16:44:01.868448+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uum_A,162,905,vllm-ordinary,0,8,1.1853495873510838,157.40733506623656,158.61768067628145,"one protein, independent complete pool",2026-10-21T16:42:06.276373+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uum_A,162,14312,vllm-ordinary,0,128,2.837088937871158,157.40733506623656,160.32261080294847,"one protein, independent complete pool",2026-10-21T16:42:09.285252+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uun_A,162,887,vllm-ordinary,0,8,1.2883341005071998,157.24639852438122,158.56006544828415,"one protein, independent complete pool",2026-10-21T16:42:04.640667+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uun_A,162,14981,vllm-ordinary,0,128,2.908782172948122,157.24639852438122,160.23409978393465,"one protein, independent complete pool",2026-10-21T16:42:07.738853+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uun_D,172,780,vllm-ordinary,0,8,1.1312554515898228,157.24639852438122,158.40625907480717,"one protein, independent complete pool",2026-10-21T16:43:53.217945+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uun_D,172,12741,vllm-ordinary,0,128,2.734531237743795,157.24639852438122,160.0432742955163,"one protein, independent complete pool",2026-10-21T16:43:56.128638+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uut_A,492,3774,vllm-ordinary,0,8,4.663930391892791,155.1003769095987,159.8134039752185,"one protein, independent complete pool",2026-10-21T17:32:08.318471+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uut_A,492,60664,vllm-ordinary,0,128,14.854778692126274,155.1003769095987,170.25301194377244,"one protein, independent complete pool",2026-10-21T17:32:23.650272+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uux_A,55,359,vllm-ordinary,0,8,0.5540640614926815,154.2631402183324,154.8490244448185,"one protein, independent complete pool",2026-10-21T16:23:56.729879+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uux_A,55,5624,vllm-ordinary,0,128,1.0400630729272962,154.2631402183324,155.34903523512185,"one protein, independent complete pool",2026-10-21T16:23:57.884596+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uuy_B,52,341,vllm-ordinary,0,8,0.4865739094093442,167.73740578629076,168.25206870306283,"one protein, independent complete pool",2026-10-21T16:24:15.387211+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2uuy_B,52,5147,vllm-ordinary,0,128,0.9312886586412789,167.73740578629076,168.71788558084518,"one protein, independent complete pool",2026-10-21T16:24:16.445113+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vhv_A,371,2608,vllm-ordinary,0,8,3.367632692679763,157.24639852438122,160.66735518164933,"one protein, independent complete pool",2026-10-21T17:11:22.114835+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vhv_A,371,42182,vllm-ordinary,0,128,9.227107373997567,157.24639852438122,166.64149631932378,"one protein, independent complete pool",2026-10-21T17:11:31.659403+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vhw_A,371,2613,vllm-ordinary,0,8,3.4275305960327387,155.1003769095987,158.5796669628471,"one protein, independent complete pool",2026-10-21T17:25:18.920788+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vhw_A,371,41929,vllm-ordinary,0,128,9.012300627306104,155.1003769095987,164.26831053383648,"one protein, independent complete pool",2026-10-21T17:25:28.233503+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vhz_A,371,2606,vllm-ordinary,0,8,3.4185251854360104,151.46286530792713,154.92801519297063,"one protein, independent complete pool",2026-10-21T17:19:41.995540+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vhz_A,371,41660,vllm-ordinary,0,128,9.252913188189268,151.46286530792713,160.86831198446453,"one protein, independent complete pool",2026-10-21T17:19:51.559802+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vjh_A,164,847,vllm-ordinary,0,8,1.3295023362152278,150.57685415819287,151.93760585039854,"one protein, independent complete pool",2026-10-21T16:30:43.340688+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vjh_A,164,13060,vllm-ordinary,0,128,2.623173388186842,150.57685415819287,153.27479024231434,"one protein, independent complete pool",2026-10-21T16:30:46.148886+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vjr_A,162,997,vllm-ordinary,0,8,1.4923642445355654,155.1003769095987,156.6277263611555,"one protein, independent complete pool",2026-10-21T16:56:20.075872+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vjr_A,162,14354,vllm-ordinary,0,128,2.7906284984201197,155.1003769095987,157.95753299072385,"one protein, independent complete pool",2026-10-21T16:56:23.041007+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vjr_B,172,1123,vllm-ordinary,0,8,1.6602564100176096,155.1003769095987,156.78891967982054,"one protein, independent complete pool",2026-10-21T16:58:08.220871+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vjr_B,172,15213,vllm-ordinary,0,128,3.1932411566376686,155.1003769095987,158.36787114664912,"one protein, independent complete pool",2026-10-21T16:58:11.588939+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vml_A,162,956,vllm-ordinary,0,8,1.374838111922145,150.57685415819287,151.9772984981537,"one protein, independent complete pool",2026-10-21T16:29:59.712664+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vml_A,162,13930,vllm-ordinary,0,128,2.6360095380805437,150.57685415819287,153.27658788999543,"one protein, independent complete pool",2026-10-21T16:30:02.506577+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vml_B,172,990,vllm-ordinary,0,8,1.3897190508432686,150.57685415819287,151.99484598822892,"one protein, independent complete pool",2026-10-21T16:31:47.334159+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vml_B,172,15381,vllm-ordinary,0,128,3.094644290395081,150.57685415819287,153.7435485953465,"one protein, independent complete pool",2026-10-21T16:31:50.596037+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2voe_A,371,2672,vllm-ordinary,0,8,3.377377636730671,157.40733506623656,160.8342305747792,"one protein, independent complete pool",2026-10-21T17:11:32.923924+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2voe_A,371,42192,vllm-ordinary,0,128,9.24269080068916,157.40733506623656,166.80738800298425,"one protein, independent complete pool",2026-10-21T17:11:42.479346+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2voj_A,371,2537,vllm-ordinary,0,8,3.201629027724266,157.24639852438122,160.49442143924534,"one protein, independent complete pool",2026-10-21T17:11:34.968855+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2voj_A,371,42069,vllm-ordinary,0,128,9.323277609422805,157.24639852438122,166.73071084264666,"one protein, independent complete pool",2026-10-21T17:11:44.596902+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vp7_A,66,371,vllm-ordinary,0,8,0.4520665318705141,150.57685415819287,151.06130044488236,"one protein, independent complete pool",2026-10-21T16:24:19.096738+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vp7_A,66,5787,vllm-ordinary,0,128,0.9825499299913644,150.57685415819287,151.60090874135494,"one protein, independent complete pool",2026-10-21T16:24:20.197791+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vp7_B,33,86,vllm-ordinary,0,8,0.2309109987691044,150.57685415819287,150.8356005740352,"one protein, independent complete pool",2026-10-21T16:23:54.554334+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vp7_B,33,1649,vllm-ordinary,0,128,0.3971760980784893,150.57685415819287,151.00679796608165,"one protein, independent complete pool",2026-10-21T16:23:55.065772+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpb_B,35,94,vllm-ordinary,0,8,0.1469386257231235,167.73740578629076,167.9038482075557,"one protein, independent complete pool",2026-10-21T16:24:11.144042+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpb_B,35,1677,vllm-ordinary,0,128,0.4210170852020383,167.73740578629076,168.21238491218537,"one protein, independent complete pool",2026-10-21T16:24:11.684531+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpd_B,34,115,vllm-ordinary,0,8,0.1863996097818017,150.57685415819287,150.7876643058844,"one protein, independent complete pool",2026-10-21T16:23:55.353949+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpd_B,34,1706,vllm-ordinary,0,128,0.4226854261942208,150.57685415819287,151.0389242451638,"one protein, independent complete pool",2026-10-21T16:23:55.902737+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpd_C,66,373,vllm-ordinary,0,8,0.5142249306663871,154.2631402183324,154.81092276331037,"one protein, independent complete pool",2026-10-21T16:24:12.883261+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpd_C,66,5818,vllm-ordinary,0,128,0.9955564122647048,154.2631402183324,155.29912643693388,"one protein, independent complete pool",2026-10-21T16:24:14.017614+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpe_A,61,386,vllm-ordinary,0,8,0.4992013797163963,150.57685415819287,151.11233320785686,"one protein, independent complete pool",2026-10-21T16:24:08.491430+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpe_A,61,5922,vllm-ordinary,0,128,1.1034986269660294,150.57685415819287,151.72195767005906,"one protein, independent complete pool",2026-10-21T16:24:09.733453+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpg_A,61,377,vllm-ordinary,0,8,0.5076542906463146,154.2631402183324,154.79547446407378,"one protein, independent complete pool",2026-10-21T16:24:01.669398+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vpg_A,61,5939,vllm-ordinary,0,128,1.0162766799330711,154.2631402183324,155.31814171280712,"one protein, independent complete pool",2026-10-21T16:24:02.798224+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vyc_A,755,7773,vllm-ordinary,0,8,11.1111910790205,155.1003769095987,166.34637580998242,"one protein, independent complete pool",2026-10-21T17:40:20.446625+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2vyc_A,755,116676,vllm-ordinary,0,128,38.36197949945927,155.1003769095987,193.9364729169756,"one protein, independent complete pool",2026-10-21T17:40:59.655725+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2w6k_A,142,961,vllm-ordinary,0,8,1.2505238046869636,157.40733506623656,158.68617812450975,"one protein, independent complete pool",2026-10-21T16:39:25.491492+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2w6k_A,142,14119,vllm-ordinary,0,128,2.5826742872595787,157.40733506623656,160.0542510803789,"one protein, independent complete pool",2026-10-21T16:39:28.248209+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2w6l_A,137,893,vllm-ordinary,0,8,1.2111073257401586,150.57685415819287,151.81366004189476,"one protein, independent complete pool",2026-10-21T16:27:07.802977+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2w6l_A,137,13911,vllm-ordinary,0,128,2.5223684166558087,150.57685415819287,153.16327054286376,"one protein, independent complete pool",2026-10-21T16:27:10.488661+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wk4_A,499,3804,vllm-ordinary,0,8,4.812309050932527,151.46286530792713,156.31805205345154,"one protein, independent complete pool",2026-10-21T17:26:28.873986+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wk4_A,499,60380,vllm-ordinary,0,128,14.744250170886517,151.46286530792713,166.487597130239,"one protein, independent complete pool",2026-10-21T17:26:44.063652+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wke_A,466,3340,vllm-ordinary,0,8,4.216732038185,157.24639852438122,161.50313522201031,"one protein, independent complete pool",2026-10-21T17:16:12.402532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wke_A,466,52739,vllm-ordinary,0,128,12.391116730868816,157.24639852438122,169.83185631223023,"one protein, independent complete pool",2026-10-21T17:16:25.147677+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wt8_A,97,677,vllm-ordinary,0,8,0.844444278627634,157.40733506623656,158.28127322159708,"one protein, independent complete pool",2026-10-21T16:37:20.597038+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wt8_A,97,10493,vllm-ordinary,0,128,2.0192088410258293,157.40733506623656,159.48484320472926,"one protein, independent complete pool",2026-10-21T16:37:22.764696+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wvx_A,736,8473,vllm-ordinary,0,8,11.604055534116924,157.24639852438122,168.918738309294,"one protein, independent complete pool",2026-10-21T17:24:25.794602+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wvx_A,736,133858,vllm-ordinary,0,128,44.65826511289925,157.24639852438122,202.34928224701437,"one protein, independent complete pool",2026-10-21T17:25:11.141848+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wvx_B,737,8174,vllm-ordinary,0,8,11.229072181507943,157.24639852438122,168.54034655541182,"one protein, independent complete pool",2026-10-21T17:25:22.528888+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wvx_B,737,135088,vllm-ordinary,0,128,45.49837136268616,157.24639852438122,203.18811950832605,"one protein, independent complete pool",2026-10-21T17:26:08.702187+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wvz_A,738,8844,vllm-ordinary,0,8,11.912334247492254,157.40733506623656,169.38940360862762,"one protein, independent complete pool",2026-10-21T17:25:32.207678+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wvz_A,738,134551,vllm-ordinary,0,128,44.934650760144,157.40733506623656,202.7861135341227,"one protein, independent complete pool",2026-10-21T17:26:17.828293+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ww0_A,736,8528,vllm-ordinary,0,8,11.423702865839005,155.1003769095987,166.6597373802215,"one protein, independent complete pool",2026-10-21T17:38:24.556660+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ww0_A,736,134403,vllm-ordinary,0,128,46.54747665859759,155.1003769095987,202.5269499085844,"one protein, independent complete pool",2026-10-21T17:39:12.365656+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ww1_A,737,8236,vllm-ordinary,0,8,10.908420156687498,155.1003769095987,166.14123000763357,"one protein, independent complete pool",2026-10-21T17:39:23.764903+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ww1_A,737,133840,vllm-ordinary,0,128,44.12340239062905,155.1003769095987,199.7954629343003,"one protein, independent complete pool",2026-10-21T17:40:08.919699+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ww2_A,737,8301,vllm-ordinary,0,8,11.094056140631436,151.46286530792713,162.62140842713416,"one protein, independent complete pool",2026-10-21T17:33:40.060530+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ww2_A,737,130540,vllm-ordinary,0,128,42.95100233703852,151.46286530792713,196.8212596829981,"one protein, independent complete pool",2026-10-21T17:34:25.722608+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ww3_A,736,8223,vllm-ordinary,0,8,11.326999329030514,151.46286530792713,162.85670997574923,"one protein, independent complete pool",2026-10-21T17:32:43.311192+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ww3_A,736,133390,vllm-ordinary,0,128,44.72479190863669,151.46286530792713,196.61952723190188,"one protein, independent complete pool",2026-10-21T17:33:28.699349+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wzs_A,736,8313,vllm-ordinary,0,8,11.338925676420333,157.40733506623656,168.80607463046908,"one protein, independent complete pool",2026-10-21T17:24:35.033887+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2wzs_A,736,133655,vllm-ordinary,0,128,44.43535577412695,157.40733506623656,202.28352448623627,"one protein, independent complete pool",2026-10-21T17:25:20.150248+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2x7m_A,180,1473,vllm-ordinary,0,8,1.7549443012103438,150.57685415819287,152.36089572450146,"one protein, independent complete pool",2026-10-21T16:33:16.962071+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2x7m_A,180,23760,vllm-ordinary,0,128,4.238803880754858,150.57685415819287,154.90664202999324,"one protein, independent complete pool",2026-10-21T16:33:21.408464+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2x8w_A,125,872,vllm-ordinary,0,8,1.1373868873342872,157.40733506623656,158.59712549578398,"one protein, independent complete pool",2026-10-21T16:38:17.336370+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2x8w_A,125,14119,vllm-ordinary,0,128,2.440519201569259,157.40733506623656,159.94179113209248,"one protein, independent complete pool",2026-10-21T16:38:19.961028+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xdm_A,466,3256,vllm-ordinary,0,8,4.016129966825247,155.1003769095987,159.16181072965264,"one protein, independent complete pool",2026-10-21T17:30:06.220042+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xdm_A,466,52773,vllm-ordinary,0,128,12.22523608803749,155.1003769095987,167.52255435846746,"one protein, independent complete pool",2026-10-21T17:30:18.809627+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xk1_A,466,3248,vllm-ordinary,0,8,4.183919318020344,151.46286530792713,155.69933011196554,"one protein, independent complete pool",2026-10-21T17:24:27.979273+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xk1_A,466,52855,vllm-ordinary,0,128,12.314165230840445,151.46286530792713,163.96781562268734,"one protein, independent complete pool",2026-10-21T17:24:40.692581+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xrh_A,100,617,vllm-ordinary,0,8,0.8804809469729662,160.4695451501757,161.3742519202642,"one protein, independent complete pool",2026-10-21T16:33:04.172668+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xrh_A,100,9291,vllm-ordinary,0,128,1.846151212695986,160.4695451501757,162.36457119183615,"one protein, independent complete pool",2026-10-21T16:33:06.147399+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xs1_A,697,5533,vllm-ordinary,0,8,7.892255894839764,151.46286530792713,159.49317370541394,"one protein, independent complete pool",2026-10-21T17:31:07.115380+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xs1_A,697,87328,vllm-ordinary,0,128,26.563332568854094,151.46286530792713,178.3190369680524,"one protein, independent complete pool",2026-10-21T17:31:34.342824+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xs8_A,697,5464,vllm-ordinary,0,8,7.953817510977387,157.40733506623656,165.4098407253623,"one protein, independent complete pool",2026-10-21T17:23:09.812587+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xs8_A,697,88980,vllm-ordinary,0,128,27.39024310745299,157.40733506623656,185.09529644064605,"one protein, independent complete pool",2026-10-21T17:23:37.728346+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xw6_A,130,864,vllm-ordinary,0,8,1.194818516727537,160.4695451501757,161.69104863889515,"one protein, independent complete pool",2026-10-21T16:34:26.445902+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xw6_A,130,13966,vllm-ordinary,0,128,2.506079222075641,160.4695451501757,163.03956533921885,"one protein, independent complete pool",2026-10-21T16:34:29.108149+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xwl_A,221,1258,vllm-ordinary,0,8,1.524034702219069,157.40733506623656,158.96255583316088,"one protein, independent complete pool",2026-10-21T16:50:25.546933+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xwl_A,221,19812,vllm-ordinary,0,128,4.411163811571896,157.40733506623656,161.90875084046274,"one protein, independent complete pool",2026-10-21T16:50:30.169865+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xwm_A,220,1257,vllm-ordinary,0,8,1.5361927207559347,155.1003769095987,156.6768100578338,"one protein, independent complete pool",2026-10-21T17:04:27.054784+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xwm_A,220,19672,vllm-ordinary,0,128,3.576391683891416,155.1003769095987,158.7623908855021,"one protein, independent complete pool",2026-10-21T17:04:30.828619+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xzz_A,97,731,vllm-ordinary,0,8,0.9571693697944283,157.24639852438122,158.24287181068212,"one protein, independent complete pool",2026-10-21T16:37:13.613266+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2xzz_A,97,11590,vllm-ordinary,0,128,1.9093468273058531,157.24639852438122,159.2116261422634,"one protein, independent complete pool",2026-10-21T16:37:15.659841+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2y4a_A,466,3358,vllm-ordinary,0,8,4.302723931148648,157.40733506623656,161.75138069689274,"one protein, independent complete pool",2026-10-21T17:16:26.377368+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2y4a_A,466,52746,vllm-ordinary,0,128,12.317630682140589,157.40733506623656,169.9099855562672,"one protein, independent complete pool",2026-10-21T17:16:39.058027+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2y55_A,466,3257,vllm-ordinary,0,8,4.235331914387643,157.24639852438122,161.5208138152957,"one protein, independent complete pool",2026-10-21T17:16:29.485858+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2y55_A,466,52972,vllm-ordinary,0,128,12.367770018987358,157.24639852438122,169.80501996073872,"one protein, independent complete pool",2026-10-21T17:16:42.214748+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2y59_A,466,3283,vllm-ordinary,0,8,4.067512879148126,155.1003769095987,159.21232793666422,"one protein, independent complete pool",2026-10-21T17:30:23.062631+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2y59_A,466,52850,vllm-ordinary,0,128,12.152857700362802,155.1003769095987,167.45461905747652,"one protein, independent complete pool",2026-10-21T17:30:35.782082+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2yci_X,271,2035,vllm-ordinary,0,8,2.5344656705856323,155.1003769095987,157.67764076404274,"one protein, independent complete pool",2026-10-21T17:08:16.231032+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2yci_X,271,32885,vllm-ordinary,0,128,6.525354957208037,155.1003769095987,161.75572148524225,"one protein, independent complete pool",2026-10-21T17:08:23.019922+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ycj_A,271,2124,vllm-ordinary,0,8,2.797040292993188,151.46286530792713,154.29274786822498,"one protein, independent complete pool",2026-10-21T17:01:57.684757+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ycj_A,271,32851,vllm-ordinary,0,128,6.666204608976841,151.46286530792713,158.25005247071385,"one protein, independent complete pool",2026-10-21T17:02:04.610504+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2yck_X,272,2087,vllm-ordinary,0,8,2.6843310203403234,155.1003769095987,157.8197353668511,"one protein, independent complete pool",2026-10-21T17:08:37.250507+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2yck_X,272,33106,vllm-ordinary,0,128,6.547257220372558,155.1003769095987,161.7707509007305,"one protein, independent complete pool",2026-10-21T17:08:44.062613+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ycl_A,443,4048,vllm-ordinary,0,8,5.35115416161716,157.24639852438122,162.64287777151912,"one protein, independent complete pool",2026-10-21T17:14:09.798914+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ycl_A,443,63486,vllm-ordinary,0,128,15.573231345042586,157.24639852438122,173.0376914134249,"one protein, independent complete pool",2026-10-21T17:14:25.753847+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ycl_B,309,2562,vllm-ordinary,0,8,3.683577103540301,155.1003769095987,158.82678875513375,"one protein, independent complete pool",2026-10-21T17:12:58.814052+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2ycl_B,309,39591,vllm-ordinary,0,128,8.400364162400365,155.1003769095987,163.64460688270628,"one protein, independent complete pool",2026-10-21T17:13:07.492524+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2yrc_A,59,337,vllm-ordinary,0,8,0.5110887177288532,167.73740578629076,168.27510948944837,"one protein, independent complete pool",2026-10-21T16:24:19.927615+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2yrc_A,59,5192,vllm-ordinary,0,128,0.9288782197982072,167.73740578629076,168.70589078683406,"one protein, independent complete pool",2026-10-21T16:24:20.967537+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2yrd_A,59,307,vllm-ordinary,0,8,0.4464656948111951,150.57685415819287,151.04650585493073,"one protein, independent complete pool",2026-10-21T16:24:06.853353+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2yrd_A,59,5163,vllm-ordinary,0,128,0.927410613745451,150.57685415819287,151.54317921213806,"one protein, independent complete pool",2026-10-21T16:24:07.899534+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z0l_A,299,2301,vllm-ordinary,0,8,3.018527027219534,157.40733506623656,160.46364486403763,"one protein, independent complete pool",2026-10-21T16:56:27.358427+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z0l_A,299,35352,vllm-ordinary,0,128,7.723358687013388,157.40733506623656,165.26143740396947,"one protein, independent complete pool",2026-10-21T16:56:35.351217+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z2i_A,179,1302,vllm-ordinary,0,8,1.6476814420893788,157.24639852438122,158.92666285671294,"one protein, independent complete pool",2026-10-21T16:45:18.237759+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z2i_A,179,20988,vllm-ordinary,0,128,3.787130609154701,157.24639852438122,161.11801637895405,"one protein, independent complete pool",2026-10-21T16:45:22.215926+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z2j_A,180,1259,vllm-ordinary,0,8,1.5592925930395722,157.40733506623656,159.00302901677787,"one protein, independent complete pool",2026-10-21T16:45:28.810863+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z2j_A,180,20774,vllm-ordinary,0,128,3.674508580006659,157.40733506623656,161.16575705073774,"one protein, independent complete pool",2026-10-21T16:45:33.702504+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z2k_A,180,1334,vllm-ordinary,0,8,1.638975159265101,157.24639852438122,158.91891134064645,"one protein, independent complete pool",2026-10-21T16:45:23.948861+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z2k_A,180,20935,vllm-ordinary,0,128,3.792054245248437,157.24639852438122,161.1296124793589,"one protein, independent complete pool",2026-10-21T16:45:27.964189+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z84_A,210,1609,vllm-ordinary,0,8,1.9550834484398365,155.1003769095987,157.1000030618161,"one protein, independent complete pool",2026-10-21T17:02:58.150944+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2z84_A,210,26508,vllm-ordinary,0,128,5.102379491552711,155.1003769095987,160.31668535247445,"one protein, independent complete pool",2026-10-21T17:03:03.504212+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2za1_A,318,2972,vllm-ordinary,0,8,3.908263321965933,151.46286530792713,155.40935576707125,"one protein, independent complete pool",2026-10-21T17:07:49.683800+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2za1_A,318,47418,vllm-ordinary,0,128,10.398557055741549,151.46286530792713,162.03158466517925,"one protein, independent complete pool",2026-10-21T17:08:00.386548+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zbw_A,333,2364,vllm-ordinary,0,8,2.8994106836616997,157.40733506623656,160.35192900523543,"one protein, independent complete pool",2026-10-21T17:04:11.666219+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zbw_A,333,37555,vllm-ordinary,0,128,7.903032107278705,157.40733506623656,165.45092217996716,"one protein, independent complete pool",2026-10-21T17:04:19.851588+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zof_A,478,4416,vllm-ordinary,0,8,5.581872444599867,151.46286530792713,157.09091174975038,"one protein, independent complete pool",2026-10-21T17:25:20.391091+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zof_A,478,70282,vllm-ordinary,0,128,17.212384331971407,151.46286530792713,168.91354606114328,"one protein, independent complete pool",2026-10-21T17:25:38.028431+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zog_A,478,4469,vllm-ordinary,0,8,5.6520641557872295,157.40733506623656,163.102673294954,"one protein, independent complete pool",2026-10-21T17:17:18.752475+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zog_A,478,69731,vllm-ordinary,0,128,17.111456114798784,157.40733506623656,174.75612734258175,"one protein, independent complete pool",2026-10-21T17:17:36.266488+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zs7_A,307,2435,vllm-ordinary,0,8,3.2635671757161617,157.40733506623656,160.70695544686168,"one protein, independent complete pool",2026-10-21T16:57:53.011930+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zs7_A,307,38300,vllm-ordinary,0,128,8.13029488362372,157.40733506623656,165.6757504409179,"one protein, independent complete pool",2026-10-21T16:58:01.424181+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zs8_A,307,2579,vllm-ordinary,0,8,3.377718936651945,157.24639852438122,160.66499996650964,"one protein, independent complete pool",2026-10-21T16:58:01.121875+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zs8_A,307,38703,vllm-ordinary,0,128,8.308035274967551,157.24639852438122,165.69471029937267,"one protein, independent complete pool",2026-10-21T16:58:09.705904+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zs9_A,307,2405,vllm-ordinary,0,8,3.0379485487937927,155.1003769095987,158.17219510115683,"one protein, independent complete pool",2026-10-21T17:12:11.803615+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zs9_A,307,38065,vllm-ordinary,0,128,8.099697850644588,155.1003769095987,163.36282885447145,"one protein, independent complete pool",2026-10-21T17:12:20.201213+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zsa_A,307,2330,vllm-ordinary,0,8,3.2018518932163715,151.46286530792713,154.7092606537044,"one protein, independent complete pool",2026-10-21T17:05:58.749014+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zsa_A,307,38457,vllm-ordinary,0,128,8.282114457339048,151.46286530792713,159.8852806277573,"one protein, independent complete pool",2026-10-21T17:06:07.301244+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zsb_A,307,2358,vllm-ordinary,0,8,2.971274433657527,157.40733506623656,160.4132027225569,"one protein, independent complete pool",2026-10-21T16:58:04.502750+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zsb_A,307,38491,vllm-ordinary,0,128,8.301594152115285,157.40733506623656,165.86023651901633,"one protein, independent complete pool",2026-10-21T16:58:13.084341+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zsd_A,307,2437,vllm-ordinary,0,8,3.16091569699347,157.24639852438122,160.4474411625415,"one protein, independent complete pool",2026-10-21T16:58:12.967272+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zsd_A,307,38318,vllm-ordinary,0,128,8.118942466564476,157.24639852438122,165.50922814849764,"one protein, independent complete pool",2026-10-21T16:58:21.375116+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zse_A,307,2319,vllm-ordinary,0,8,3.0826792269945145,155.1003769095987,158.2154985871166,"one protein, independent complete pool",2026-10-21T17:12:23.406663+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zse_A,307,37722,vllm-ordinary,0,128,8.074040522798896,155.1003769095987,163.3197182137519,"one protein, independent complete pool",2026-10-21T17:12:31.755635+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zsf_A,307,2449,vllm-ordinary,0,8,3.436625545844436,151.46286530792713,154.94515045173466,"one protein, independent complete pool",2026-10-21T17:06:10.856884+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +2zsf_A,307,37860,vllm-ordinary,0,128,8.243687968701124,151.46286530792713,159.85105487704277,"one protein, independent complete pool",2026-10-21T17:06:19.373930+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3a8i_A,363,3287,vllm-ordinary,0,8,3.9472929928451777,157.24639852438122,161.23120411485434,"one protein, independent complete pool",2026-10-21T17:10:22.619706+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3a8i_A,363,51358,vllm-ordinary,0,128,11.271756927482784,157.24639852438122,168.69809881411493,"one protein, independent complete pool",2026-10-21T17:10:34.219482+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3a8j_A,363,3162,vllm-ordinary,0,8,3.85543504357338,155.1003769095987,158.9944900739938,"one protein, independent complete pool",2026-10-21T17:24:19.948409+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3a8j_A,363,51436,vllm-ordinary,0,128,11.04906192049384,155.1003769095987,166.33287953585386,"one protein, independent complete pool",2026-10-21T17:24:31.328063+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3a8k_A,363,3191,vllm-ordinary,0,8,4.113511806353927,151.46286530792713,155.68053105287254,"one protein, independent complete pool",2026-10-21T17:18:44.410617+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3a8k_A,363,51437,vllm-ordinary,0,128,11.48379509150982,151.46286530792713,163.12476099468768,"one protein, independent complete pool",2026-10-21T17:18:56.242484+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ab1_B,336,2388,vllm-ordinary,0,8,2.946120873093605,155.1003769095987,158.0795419588685,"one protein, independent complete pool",2026-10-21T17:19:07.479164+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ab1_B,336,38994,vllm-ordinary,0,128,8.133685000240803,155.1003769095987,163.38845995627344,"one protein, independent complete pool",2026-10-21T17:19:15.915353+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3aez_A,307,2432,vllm-ordinary,0,8,3.0856725005432963,157.40733506623656,160.5312342941761,"one protein, independent complete pool",2026-10-21T16:58:16.278241+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3aez_A,307,38026,vllm-ordinary,0,128,8.12101074308157,157.40733506623656,165.6640813164413,"one protein, independent complete pool",2026-10-21T16:58:24.684974+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af0_A,307,2545,vllm-ordinary,0,8,3.356121619231999,157.24639852438122,160.6399537641555,"one protein, independent complete pool",2026-10-21T16:58:24.826857+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af0_A,307,38902,vllm-ordinary,0,128,8.34320852626115,157.24639852438122,165.7335459291935,"one protein, independent complete pool",2026-10-21T16:58:33.453997+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af1_A,307,2395,vllm-ordinary,0,8,3.226747043430805,155.1003769095987,158.36183645017445,"one protein, independent complete pool",2026-10-21T17:12:35.078222+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af1_A,307,38756,vllm-ordinary,0,128,8.17271582596004,155.1003769095987,163.42373544722795,"one protein, independent complete pool",2026-10-21T17:12:43.565820+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af2_A,307,2352,vllm-ordinary,0,8,3.2506588492542505,151.46286530792713,154.75016585364938,"one protein, independent complete pool",2026-10-21T17:06:22.723018+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af2_A,307,37903,vllm-ordinary,0,128,8.15630697272718,151.46286530792713,159.76133679784834,"one protein, independent complete pool",2026-10-21T17:06:31.152298+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af3_A,307,2369,vllm-ordinary,0,8,3.180372379720211,157.40733506623656,160.64016302954406,"one protein, independent complete pool",2026-10-21T16:58:27.989496+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af3_A,307,38181,vllm-ordinary,0,128,8.378633290529251,157.40733506623656,165.92518413811922,"one protein, independent complete pool",2026-10-21T16:58:36.639921+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af4_A,307,2478,vllm-ordinary,0,8,3.1687364177778363,157.24639852438122,160.4607913447544,"one protein, independent complete pool",2026-10-21T16:58:36.728578+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3af4_A,307,38614,vllm-ordinary,0,128,8.343655148521066,157.24639852438122,165.7343993773684,"one protein, independent complete pool",2026-10-21T16:58:45.370023+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3asx_A,335,2971,vllm-ordinary,0,8,3.709229619242251,157.24639852438122,161.002515707165,"one protein, independent complete pool",2026-10-21T17:04:35.477160+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3asx_A,335,45128,vllm-ordinary,0,128,9.928537417203188,157.24639852438122,167.3446258176118,"one protein, independent complete pool",2026-10-21T17:04:45.719780+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3avo_A,307,2369,vllm-ordinary,0,8,3.1016700603067875,155.1003769095987,158.243676783517,"one protein, independent complete pool",2026-10-21T17:12:46.789951+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3avo_A,307,38213,vllm-ordinary,0,128,7.938612647354603,155.1003769095987,163.1859097480774,"one protein, independent complete pool",2026-10-21T17:12:55.018602+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3avp_A,307,2343,vllm-ordinary,0,8,3.1662164740264416,151.46286530792713,154.69396176561713,"one protein, independent complete pool",2026-10-21T17:06:34.455207+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3avp_A,307,38201,vllm-ordinary,0,128,8.130723983049393,151.46286530792713,159.73203337565064,"one protein, independent complete pool",2026-10-21T17:06:42.862119+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3avq_A,307,2429,vllm-ordinary,0,8,3.297673295252025,157.40733506623656,160.74220708664507,"one protein, independent complete pool",2026-10-21T16:58:40.058439+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3avq_A,307,38939,vllm-ordinary,0,128,8.248253144323826,157.40733506623656,165.7974769230932,"one protein, independent complete pool",2026-10-21T16:58:48.589918+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bar_A,323,2810,vllm-ordinary,0,8,3.766964517533779,157.24639852438122,161.05566085875034,"one protein, independent complete pool",2026-10-21T17:00:45.536910+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bar_A,323,45653,vllm-ordinary,0,128,9.991118320263922,157.24639852438122,167.40407433360815,"one protein, independent complete pool",2026-10-21T17:00:55.829927+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpl_A,126,887,vllm-ordinary,0,8,1.1041426449082792,150.57685415819287,151.74993540998548,"one protein, independent complete pool",2026-10-21T16:26:19.828762+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpl_A,126,12843,vllm-ordinary,0,128,2.35610094293952,150.57685415819287,152.99776062276214,"one protein, independent complete pool",2026-10-21T16:26:22.345048+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpl_B,202,1592,vllm-ordinary,0,8,2.079500781372189,157.24639852438122,159.3550124801695,"one protein, independent complete pool",2026-10-21T16:48:02.443907+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpl_B,202,23696,vllm-ordinary,0,128,4.664583195000887,157.24639852438122,162.01244552340358,"one protein, independent complete pool",2026-10-21T16:48:07.312187+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpl_C,194,1869,vllm-ordinary,0,8,2.299979682080448,157.24639852438122,159.58793214522302,"one protein, independent complete pool",2026-10-21T16:46:47.294651+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpl_C,194,29228,vllm-ordinary,0,128,5.384095103479922,157.24639852438122,162.74532987736166,"one protein, independent complete pool",2026-10-21T16:46:52.899870+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpn_A,126,729,vllm-ordinary,0,8,1.0530566116794944,157.40733506623656,158.50832644384354,"one protein, independent complete pool",2026-10-21T16:38:21.133326+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpn_A,126,12951,vllm-ordinary,0,128,2.4136047353968024,157.40733506623656,159.8806661758572,"one protein, independent complete pool",2026-10-21T16:38:23.704284+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpn_B,199,1468,vllm-ordinary,0,8,2.097654366865754,155.1003769095987,157.23070147261024,"one protein, independent complete pool",2026-10-21T17:02:03.731651+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpn_B,199,23655,vllm-ordinary,0,128,4.3758105132728815,155.1003769095987,159.5781873613596,"one protein, independent complete pool",2026-10-21T17:02:08.328320+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpo_B,198,1420,vllm-ordinary,0,8,1.7885335413739083,150.57685415819287,152.39584114216268,"one protein, independent complete pool",2026-10-21T16:35:36.120273+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpo_B,198,23418,vllm-ordinary,0,128,4.351005241740495,150.57685415819287,155.02947997301817,"one protein, independent complete pool",2026-10-21T16:35:40.672025+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpw_A,330,2775,vllm-ordinary,0,8,3.7815792355686426,155.1003769095987,158.91730230115354,"one protein, independent complete pool",2026-10-21T17:17:31.603512+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3bpw_A,330,45955,vllm-ordinary,0,128,10.202083570882678,155.1003769095987,165.6429027058184,"one protein, independent complete pool",2026-10-21T17:17:42.284789+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3brp_A,159,890,vllm-ordinary,0,8,1.302581244148314,150.57685415819287,151.9153096554801,"one protein, independent complete pool",2026-10-21T16:29:10.880641+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3brp_A,159,12613,vllm-ordinary,0,128,2.503224869724363,150.57685415819287,153.13969098310918,"one protein, independent complete pool",2026-10-21T16:29:13.565238+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3c9p_A,122,781,vllm-ordinary,0,8,1.210213660262525,160.4695451501757,161.70527243241668,"one protein, independent complete pool",2026-10-21T16:33:47.794365+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3c9p_A,122,12325,vllm-ordinary,0,128,2.376915166620165,160.4695451501757,162.90619649505243,"one protein, independent complete pool",2026-10-21T16:33:50.360648+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3co1_A,132,903,vllm-ordinary,0,8,1.1847214763984084,157.40733506623656,158.6270407838747,"one protein, independent complete pool",2026-10-21T16:38:55.111966+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3co1_A,132,14557,vllm-ordinary,0,128,2.720836773514748,157.40733506623656,160.2004634430632,"one protein, independent complete pool",2026-10-21T16:38:58.010233+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3cp5_A,116,715,vllm-ordinary,0,8,1.0128655908629298,160.4695451501757,161.50897106109187,"one protein, independent complete pool",2026-10-21T16:33:37.307701+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3cp5_A,116,11278,vllm-ordinary,0,128,1.997774275019765,160.4695451501757,162.52160780411214,"one protein, independent complete pool",2026-10-21T16:33:39.445533+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3cz4_A,209,1476,vllm-ordinary,0,8,1.969255669042468,157.24639852438122,159.24688375741243,"one protein, independent complete pool",2026-10-21T16:48:35.555732+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3cz4_A,209,23489,vllm-ordinary,0,128,4.473625401966274,157.24639852438122,161.8391590192914,"one protein, independent complete pool",2026-10-21T16:48:40.266450+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3d34_A,211,1255,vllm-ordinary,0,8,1.7939972495660186,157.24639852438122,159.07635217811912,"one protein, independent complete pool",2026-10-21T16:49:11.832859+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3d34_A,211,21031,vllm-ordinary,0,128,4.57253966294229,157.24639852438122,161.90689306799322,"one protein, independent complete pool",2026-10-21T16:49:16.606404+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3d5p_A,133,1013,vllm-ordinary,0,8,1.3993661282584071,157.40733506623656,158.84402638301253,"one protein, independent complete pool",2026-10-21T16:38:59.528458+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3d5p_A,133,16652,vllm-ordinary,0,128,2.8843657057732344,157.40733506623656,160.37916525825858,"one protein, independent complete pool",2026-10-21T16:39:02.604297+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dcl_A,283,2081,vllm-ordinary,0,8,2.820223517715931,151.46286530792713,154.33020330406725,"one protein, independent complete pool",2026-10-21T17:03:02.038028+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dcl_A,283,31491,vllm-ordinary,0,128,7.009500373154879,151.46286530792713,158.599293788895,"one protein, independent complete pool",2026-10-21T17:03:09.331291+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dli_A,221,1925,vllm-ordinary,0,8,2.3529815766960382,157.24639852438122,159.6314399233088,"one protein, independent complete pool",2026-10-21T16:50:29.221037+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dli_A,221,30062,vllm-ordinary,0,128,5.622488515451551,157.24639852438122,163.02092787902802,"one protein, independent complete pool",2026-10-21T16:50:35.101008+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dmb_A,146,1067,vllm-ordinary,0,8,1.3085938338190315,150.57685415819287,151.91398189915344,"one protein, independent complete pool",2026-10-21T16:27:37.208550+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dmb_A,146,17245,vllm-ordinary,0,128,2.9456937578506768,150.57685415819287,153.59799856925383,"one protein, independent complete pool",2026-10-21T16:27:40.331684+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dme_A,366,2745,vllm-ordinary,0,8,3.546791847795248,151.46286530792713,155.05270856432617,"one protein, independent complete pool",2026-10-21T17:18:59.889314+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dme_A,366,44009,vllm-ordinary,0,128,9.60151063837111,151.46286530792713,161.22684168443084,"one protein, independent complete pool",2026-10-21T17:19:09.801107+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3drg_A,562,5029,vllm-ordinary,0,8,6.493404092267156,157.24639852438122,163.78761805128306,"one protein, independent complete pool",2026-10-21T17:20:44.956207+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3drg_A,562,79177,vllm-ordinary,0,128,20.88754072785377,157.24639852438122,178.41528742853552,"one protein, independent complete pool",2026-10-21T17:21:06.323255+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3drh_A,559,4931,vllm-ordinary,0,8,6.214022148400545,151.46286530792713,157.72334945201874,"one protein, independent complete pool",2026-10-21T17:27:55.512736+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3drh_A,559,78787,vllm-ordinary,0,128,20.714256996288896,151.46286530792713,172.46675763092935,"one protein, independent complete pool",2026-10-21T17:28:16.722999+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dri_A,559,4977,vllm-ordinary,0,8,6.444767170585692,157.40733506623656,163.9012826681137,"one protein, independent complete pool",2026-10-21T17:19:58.171066+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dri_A,559,78540,vllm-ordinary,0,128,20.74745422974229,157.40733506623656,178.41969493031502,"one protein, independent complete pool",2026-10-21T17:20:19.384347+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3drj_A,560,4804,vllm-ordinary,0,8,6.166301215998828,157.40733506623656,163.624769276008,"one protein, independent complete pool",2026-10-21T17:20:25.675630+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3drj_A,560,77987,vllm-ordinary,0,128,20.530294748023152,157.40733506623656,178.20467969123274,"one protein, independent complete pool",2026-10-21T17:20:46.671895+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3drk_A,559,5009,vllm-ordinary,0,8,6.32805925514549,157.24639852438122,163.62441019993275,"one protein, independent complete pool",2026-10-21T17:20:17.075153+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3drk_A,559,78791,vllm-ordinary,0,128,20.787480893544853,157.24639852438122,178.32585998810828,"one protein, independent complete pool",2026-10-21T17:20:38.348466+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dup_A,284,2320,vllm-ordinary,0,8,3.1038901219144464,157.40733506623656,160.54687850922346,"one protein, independent complete pool",2026-10-21T16:55:11.292372+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3dup_A,284,36972,vllm-ordinary,0,128,7.80157755035907,157.40733506623656,165.3577160742134,"one protein, independent complete pool",2026-10-21T16:55:19.379058+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3e8p_A,153,999,vllm-ordinary,0,8,1.212041866965592,157.40733506623656,158.6559282541275,"one protein, independent complete pool",2026-10-21T16:40:20.329625+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3e8p_A,153,15445,vllm-ordinary,0,128,2.6677520805969834,157.40733506623656,160.14278128370643,"one protein, independent complete pool",2026-10-21T16:40:23.160726+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3e9t_A,112,1045,vllm-ordinary,0,8,1.2566988039761782,157.40733506623656,158.69183674734086,"one protein, independent complete pool",2026-10-21T16:37:47.727846+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3e9t_A,112,16484,vllm-ordinary,0,128,2.7336628632619977,157.40733506623656,160.21831179969013,"one protein, independent complete pool",2026-10-21T16:37:50.625677+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3e9u_A,162,1067,vllm-ordinary,0,8,1.3783728079870343,157.40733506623656,158.81306187342852,"one protein, independent complete pool",2026-10-21T16:42:10.753036+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3e9u_A,162,17386,vllm-ordinary,0,128,3.509336876682937,157.40733506623656,161.00573070906103,"one protein, independent complete pool",2026-10-21T16:42:14.453120+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ec9_A,130,951,vllm-ordinary,0,8,1.1370532200671732,150.57685415819287,151.74058118695393,"one protein, independent complete pool",2026-10-21T16:26:45.843628+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ec9_A,130,15207,vllm-ordinary,0,128,2.5352510870434344,150.57685415819287,153.17987567512318,"one protein, independent complete pool",2026-10-21T16:26:48.533021+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3eeh_A,116,821,vllm-ordinary,0,8,0.9429154368117452,150.57685415819287,151.55868727713823,"one protein, independent complete pool",2026-10-21T16:25:56.784316+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3eeh_A,116,13498,vllm-ordinary,0,128,2.287939398083836,150.57685415819287,152.9295303421095,"one protein, independent complete pool",2026-10-21T16:25:59.216373+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3elc_A,157,969,vllm-ordinary,0,8,1.3939246516674757,157.40733506623656,158.82608973234892,"one protein, independent complete pool",2026-10-21T16:40:51.899141+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3elc_A,157,14550,vllm-ordinary,0,128,2.8138999240472917,157.40733506623656,160.30263955704868,"one protein, independent complete pool",2026-10-21T16:40:54.905527+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3eor_A,157,922,vllm-ordinary,0,8,1.4006531899794936,157.24639852438122,158.6769485939294,"one protein, independent complete pool",2026-10-21T16:40:50.371229+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3eor_A,157,14121,vllm-ordinary,0,128,2.917179489508271,157.24639852438122,160.23086198884994,"one protein, independent complete pool",2026-10-21T16:40:53.449095+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ern_A,157,954,vllm-ordinary,0,8,1.42068288102746,155.1003769095987,156.55618454143405,"one protein, independent complete pool",2026-10-21T16:55:07.335388+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ern_A,157,13948,vllm-ordinary,0,128,2.6635210271924734,155.1003769095987,157.83001102879643,"one protein, independent complete pool",2026-10-21T16:55:10.166524+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3esj_A,162,992,vllm-ordinary,0,8,1.348719613626599,157.24639852438122,158.63604047801346,"one protein, independent complete pool",2026-10-21T16:42:09.195447+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3esj_A,162,16266,vllm-ordinary,0,128,3.088241982273757,157.24639852438122,160.41167129948735,"one protein, independent complete pool",2026-10-21T16:42:12.461557+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3eth_A,355,3127,vllm-ordinary,0,8,4.21106375195086,151.46286530792713,155.71580880321562,"one protein, independent complete pool",2026-10-21T17:17:11.550089+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3eth_A,355,50362,vllm-ordinary,0,128,11.04925649240613,151.46286530792713,162.69254822283983,"one protein, independent complete pool",2026-10-21T17:17:22.919472+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3etj_A,355,3156,vllm-ordinary,0,8,4.056723149493337,157.40733506623656,161.5023532807827,"one protein, independent complete pool",2026-10-21T17:09:03.553054+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3etj_A,355,50392,vllm-ordinary,0,128,10.97008424717933,157.40733506623656,168.56921978853643,"one protein, independent complete pool",2026-10-21T17:09:14.866728+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3f6m_A,161,884,vllm-ordinary,0,8,1.3088868241757154,155.1003769095987,156.43432353436947,"one protein, independent complete pool",2026-10-21T16:55:53.662205+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3f6m_A,161,14356,vllm-ordinary,0,128,2.765044955536723,155.1003769095987,157.93391276150942,"one protein, independent complete pool",2026-10-21T16:55:56.589418+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fba_A,158,1000,vllm-ordinary,0,8,1.2974663358181715,155.1003769095987,156.42513801716268,"one protein, independent complete pool",2026-10-21T16:55:15.317425+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fba_A,158,14651,vllm-ordinary,0,128,2.8922110963612795,155.1003769095987,158.06849333830178,"one protein, independent complete pool",2026-10-21T16:55:18.395283+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fkk_A,304,2440,vllm-ordinary,0,8,2.988975598476827,157.24639852438122,160.27292252518237,"one protein, independent complete pool",2026-10-21T16:57:14.238281+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fkk_A,304,39094,vllm-ordinary,0,128,7.883933051489294,157.24639852438122,165.27211446873844,"one protein, independent complete pool",2026-10-21T16:57:22.405400+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fns_A,325,3034,vllm-ordinary,0,8,3.777921997010708,157.24639852438122,161.07462246809155,"one protein, independent complete pool",2026-10-21T17:01:34.484050+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fns_A,325,48417,vllm-ordinary,0,128,10.218062294647098,157.24639852438122,167.63853514473885,"one protein, independent complete pool",2026-10-21T17:01:45.008696+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fnt_A,323,2921,vllm-ordinary,0,8,3.590208191424608,155.1003769095987,158.7291468679905,"one protein, independent complete pool",2026-10-21T17:14:54.745945+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fnt_A,323,47406,vllm-ordinary,0,128,9.827679455280304,155.1003769095987,165.096375066787,"one protein, independent complete pool",2026-10-21T17:15:04.887499+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fnu_A,326,3093,vllm-ordinary,0,8,3.764133207499981,155.1003769095987,158.9042163491249,"one protein, independent complete pool",2026-10-21T17:15:44.836249+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fnu_A,326,48280,vllm-ordinary,0,128,10.046359546482565,155.1003769095987,165.3482208494097,"one protein, independent complete pool",2026-10-21T17:15:55.225503+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fpc_A,352,2802,vllm-ordinary,0,8,3.5809529535472397,151.46286530792713,155.0903648082167,"one protein, independent complete pool",2026-10-21T17:16:27.369322+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fpc_A,352,44259,vllm-ordinary,0,128,9.713182473555207,151.46286530792713,161.33586473576725,"one protein, independent complete pool",2026-10-21T17:16:37.390433+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fpi_A,161,984,vllm-ordinary,0,8,1.375536249950528,150.57685415819287,151.98650526627898,"one protein, independent complete pool",2026-10-21T16:29:32.529414+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fpi_A,161,14807,vllm-ordinary,0,128,3.0616758172400296,150.57685415819287,153.7058462961577,"one protein, independent complete pool",2026-10-21T16:29:35.751512+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fpl_A,351,2824,vllm-ordinary,0,8,3.559515088796616,155.1003769095987,158.72379960492253,"one protein, independent complete pool",2026-10-21T17:22:00.700625+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fpl_A,351,44424,vllm-ordinary,0,128,9.361984007060528,155.1003769095987,164.63598324358463,"one protein, independent complete pool",2026-10-21T17:22:10.379023+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fsr_A,352,2795,vllm-ordinary,0,8,3.4696469688788056,157.40733506623656,160.93372424133122,"one protein, independent complete pool",2026-10-21T17:08:18.879236+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fsr_A,352,45021,vllm-ordinary,0,128,9.715899532660842,157.40733506623656,167.4019872341305,"one protein, independent complete pool",2026-10-21T17:08:29.033260+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ftn_A,352,2839,vllm-ordinary,0,8,3.522557659074664,157.24639852438122,160.81316273845732,"one protein, independent complete pool",2026-10-21T17:08:25.120913+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ftn_A,352,45122,vllm-ordinary,0,128,9.710413236171007,157.24639852438122,167.12670478597283,"one protein, independent complete pool",2026-10-21T17:08:35.161141+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fto_A,559,4966,vllm-ordinary,0,8,6.226662915199995,155.1003769095987,161.44195976667106,"one protein, independent complete pool",2026-10-21T17:34:08.420609+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3fto_A,559,79117,vllm-ordinary,0,128,20.61946389451623,155.1003769095987,176.06598696485162,"one protein, independent complete pool",2026-10-21T17:34:29.657729+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gby_A,127,741,vllm-ordinary,0,8,1.0352581311017277,160.4695451501757,161.5352276461199,"one protein, independent complete pool",2026-10-21T16:34:03.106607+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gby_A,127,11670,vllm-ordinary,0,128,2.0479034408926964,160.4695451501757,162.5838096360676,"one protein, independent complete pool",2026-10-21T16:34:05.322894+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ghz_A,157,957,vllm-ordinary,0,8,1.4065486858598888,150.57685415819287,152.00971951987594,"one protein, independent complete pool",2026-10-21T16:28:50.995377+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ghz_A,157,13732,vllm-ordinary,0,128,2.669014671817422,150.57685415819287,153.31059213913977,"one protein, independent complete pool",2026-10-21T16:28:53.825887+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gjo_A,66,204,vllm-ordinary,0,8,0.4007007479667663,153.51509482692927,153.93920697364956,"one protein, independent complete pool",2026-10-21T16:24:10.452785+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gjo_A,66,3071,vllm-ordinary,0,128,0.8256339365616441,153.51509482692927,154.37408755719662,"one protein, independent complete pool",2026-10-21T16:24:11.391653+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3grd_A,133,991,vllm-ordinary,0,8,1.254173300229013,157.24639852438122,158.53271391335875,"one protein, independent complete pool",2026-10-21T16:38:55.976122+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3grd_A,133,16158,vllm-ordinary,0,128,2.8574188798666,157.24639852438122,160.1858750367537,"one protein, independent complete pool",2026-10-21T16:38:59.016183+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gtz_A,115,868,vllm-ordinary,0,8,1.1290583359077573,160.4695451501757,161.6260091625154,"one protein, independent complete pool",2026-10-21T16:33:33.714866+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gtz_A,115,13927,vllm-ordinary,0,128,2.3437902498990297,160.4695451501757,162.8773371134885,"one protein, independent complete pool",2026-10-21T16:33:36.213890+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gva_A,107,751,vllm-ordinary,0,8,1.0075975619256496,157.24639852438122,158.30633335746825,"one protein, independent complete pool",2026-10-21T16:37:28.883819+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gva_A,107,12319,vllm-ordinary,0,128,2.2558896020054817,157.24639852438122,159.57709215860814,"one protein, independent complete pool",2026-10-21T16:37:31.314437+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gw5_A,337,2915,vllm-ordinary,0,8,3.7039194274693727,157.40733506623656,161.1574658015743,"one protein, independent complete pool",2026-10-21T17:05:05.465494+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gw5_A,337,46441,vllm-ordinary,0,128,9.760124174878,157.40733506623656,167.34368176665157,"one protein, independent complete pool",2026-10-21T17:05:15.548672+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gx4_X,108,812,vllm-ordinary,0,8,1.1505785258486867,160.4695451501757,161.658694234211,"one protein, independent complete pool",2026-10-21T16:33:16.401809+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gx4_X,108,12501,vllm-ordinary,0,128,2.2270156322047114,160.4695451501757,162.7566242911853,"one protein, independent complete pool",2026-10-21T16:33:18.788972+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gy9_A,149,1042,vllm-ordinary,0,8,1.394850962329656,150.57685415819287,151.99737165728584,"one protein, independent complete pool",2026-10-21T16:27:56.208417+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gy9_A,149,16281,vllm-ordinary,0,128,2.9469677237793803,150.57685415819287,153.59361988911405,"one protein, independent complete pool",2026-10-21T16:27:59.319914+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gya_A,147,1063,vllm-ordinary,0,8,1.445221496745944,157.40733506623656,158.89872958045453,"one protein, independent complete pool",2026-10-21T16:39:47.937947+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gya_A,147,16106,vllm-ordinary,0,128,2.9647326981648803,157.40733506623656,160.4455744903535,"one protein, independent complete pool",2026-10-21T16:39:51.078084+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gyh_X,108,815,vllm-ordinary,0,8,0.9713883851654828,150.57685415819287,151.58171982411295,"one protein, independent complete pool",2026-10-21T16:25:35.556965+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gyh_X,108,12320,vllm-ordinary,0,128,2.16424511699006,150.57685415819287,152.80336143635213,"one protein, independent complete pool",2026-10-21T16:25:37.867041+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gyt_A,242,1777,vllm-ordinary,0,8,2.388313653878868,157.40733506623656,159.82930701319128,"one protein, independent complete pool",2026-10-21T16:52:26.622472+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gyt_A,242,28187,vllm-ordinary,0,128,5.928865475580096,157.40733506623656,163.46193658094853,"one protein, independent complete pool",2026-10-21T16:52:32.812179+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gyu_A,242,1704,vllm-ordinary,0,8,2.6903418619185686,157.24639852438122,159.96952347643673,"one protein, independent complete pool",2026-10-21T16:52:32.518560+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3gyu_A,242,27807,vllm-ordinary,0,128,5.903106138110161,157.24639852438122,163.25396884325892,"one protein, independent complete pool",2026-10-21T16:52:38.640887+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3h04_A,272,2499,vllm-ordinary,0,8,3.36069262214005,151.46286530792713,154.8602038566023,"one protein, independent complete pool",2026-10-21T17:02:18.693418+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3h04_A,272,39070,vllm-ordinary,0,128,7.856029255315661,151.46286530792713,159.4577886722982,"one protein, independent complete pool",2026-10-21T17:02:26.819322+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3h2s_A,216,1570,vllm-ordinary,0,8,1.900572025217116,157.24639852438122,159.1765434090048,"one protein, independent complete pool",2026-10-21T16:49:46.775159+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3h2s_A,216,24713,vllm-ordinary,0,128,4.507365003228188,157.24639852438122,161.84980791714042,"one protein, independent complete pool",2026-10-21T16:49:51.495748+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3hdu_A,152,1123,vllm-ordinary,0,8,1.3460122081451118,150.57685415819287,151.99228330608457,"one protein, independent complete pool",2026-10-21T16:28:14.331785+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3hdu_A,152,17862,vllm-ordinary,0,128,3.171378750354052,150.57685415819287,153.82816162519157,"one protein, independent complete pool",2026-10-21T16:28:17.673641+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3hje_A,704,8185,vllm-ordinary,0,8,11.655881750397384,157.24639852438122,168.96293492149562,"one protein, independent complete pool",2026-10-21T17:23:29.144371+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3hje_A,704,132187,vllm-ordinary,0,128,44.249419247731566,157.24639852438122,201.93372767139223,"one protein, independent complete pool",2026-10-21T17:24:14.057717+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3i57_A,184,1368,vllm-ordinary,0,8,1.790898290462792,157.40733506623656,159.22838929016143,"one protein, independent complete pool",2026-10-21T16:45:41.151059+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3i57_A,184,22335,vllm-ordinary,0,128,4.130819598212838,157.40733506623656,161.62808970641345,"one protein, independent complete pool",2026-10-21T16:45:45.475570+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3iaa_A,396,2956,vllm-ordinary,0,8,3.925115796737373,157.40733506623656,161.3802647832781,"one protein, independent complete pool",2026-10-21T17:12:51.502213+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3iaa_A,396,47772,vllm-ordinary,0,128,10.592133437283335,157.40733506623656,169.48634464573115,"one protein, independent complete pool",2026-10-21T17:13:03.735682+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3iho_A,138,1031,vllm-ordinary,0,8,1.368698848877102,160.4695451501757,161.87414206704125,"one protein, independent complete pool",2026-10-21T16:34:54.432865+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3iho_A,138,15572,vllm-ordinary,0,128,3.221939155366272,160.4695451501757,163.75712698232385,"one protein, independent complete pool",2026-10-21T16:34:57.810533+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ike_A,158,807,vllm-ordinary,0,8,1.1846809480339289,150.57685415819287,151.79070738889277,"one protein, independent complete pool",2026-10-21T16:28:57.568006+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ike_A,158,14197,vllm-ordinary,0,128,2.84560851380229,150.57685415819287,153.4949119631201,"one protein, independent complete pool",2026-10-21T16:29:00.593724+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ikf_A,158,753,vllm-ordinary,0,8,1.2661943258717656,157.40733506623656,158.7227875497192,"one protein, independent complete pool",2026-10-21T16:41:04.995836+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ikf_A,158,14275,vllm-ordinary,0,128,2.76472154725343,157.40733506623656,160.2419147575274,"one protein, independent complete pool",2026-10-21T16:41:07.941686+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3il8_A,68,403,vllm-ordinary,0,8,0.4965164600871503,150.57685415819287,151.1007099924609,"one protein, independent complete pool",2026-10-21T16:24:24.918219+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3il8_A,68,6791,vllm-ordinary,0,128,1.1938825589604676,150.57685415819287,151.82747538620606,"one protein, independent complete pool",2026-10-21T16:24:26.249114+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ix1_A,301,2492,vllm-ordinary,0,8,2.9635060485452414,155.1003769095987,158.0987851228565,"one protein, independent complete pool",2026-10-21T17:10:46.299943+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ix1_A,301,39498,vllm-ordinary,0,128,7.9125091433525085,155.1003769095987,163.16391393728554,"one protein, independent complete pool",2026-10-21T17:10:54.510388+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3k12_A,115,893,vllm-ordinary,0,8,1.1112294071353972,150.57685415819287,151.7441849722527,"one protein, independent complete pool",2026-10-21T16:25:53.261812+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3k12_A,115,14315,vllm-ordinary,0,128,2.330387334804982,150.57685415819287,152.97160687716678,"one protein, independent complete pool",2026-10-21T16:25:55.745584+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kjj_A,117,900,vllm-ordinary,0,8,1.1161417509429157,150.57685415819287,151.72201724816114,"one protein, independent complete pool",2026-10-21T16:26:00.420833+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kjj_A,117,14255,vllm-ordinary,0,128,2.3364745560102165,150.57685415819287,152.98163117235526,"one protein, independent complete pool",2026-10-21T16:26:02.915357+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kjk_A,116,903,vllm-ordinary,0,8,1.202140842564404,157.40733506623656,158.6355280028656,"one protein, independent complete pool",2026-10-21T16:37:58.994532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kjk_A,116,14164,vllm-ordinary,0,128,2.4060563975945115,157.40733506623656,159.87906330823898,"one protein, independent complete pool",2026-10-21T16:38:01.547053+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kjz_A,191,1275,vllm-ordinary,0,8,1.5946196364238858,157.24639852438122,158.8821026235819,"one protein, independent complete pool",2026-10-21T16:46:08.040294+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kjz_A,191,20966,vllm-ordinary,0,128,3.983477781526744,157.24639852438122,161.36468877177683,"one protein, independent complete pool",2026-10-21T16:46:12.265681+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kk0_A,191,1278,vllm-ordinary,0,8,1.718513062223792,155.1003769095987,156.85076422430575,"one protein, independent complete pool",2026-10-21T17:00:21.803441+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kk0_A,191,20731,vllm-ordinary,0,128,4.211614159867168,155.1003769095987,159.40977087058127,"one protein, independent complete pool",2026-10-21T17:00:26.222942+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3km4_A,337,2899,vllm-ordinary,0,8,3.5590013274922967,157.24639852438122,160.84891995042562,"one protein, independent complete pool",2026-10-21T17:05:16.956734+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3km4_A,337,46400,vllm-ordinary,0,128,9.72482316661626,157.24639852438122,167.14034258015454,"one protein, independent complete pool",2026-10-21T17:05:27.006705+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kos_A,200,1570,vllm-ordinary,0,8,1.9270311268046496,157.24639852438122,159.20697547029704,"one protein, independent complete pool",2026-10-21T16:47:55.471771+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kos_A,200,25244,vllm-ordinary,0,128,4.593973742797971,157.24639852438122,161.94562749844044,"one protein, independent complete pool",2026-10-21T16:48:00.276966+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kot_A,198,1530,vllm-ordinary,0,8,1.858648156747222,157.40733506623656,159.29805023223162,"one protein, independent complete pool",2026-10-21T16:47:46.767501+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kot_A,198,24888,vllm-ordinary,0,128,4.504239546135068,157.40733506623656,162.0186562296003,"one protein, independent complete pool",2026-10-21T16:47:51.498906+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ktf_A,97,678,vllm-ordinary,0,8,0.9103487022221088,160.4695451501757,161.40722637530416,"one protein, independent complete pool",2026-10-21T16:33:01.287218+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ktf_A,97,10806,vllm-ordinary,0,128,1.7792701879516244,160.4695451501757,162.3135165940039,"one protein, independent complete pool",2026-10-21T16:33:03.216227+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ktn_A,340,2906,vllm-ordinary,0,8,3.5743830809369683,157.40733506623656,161.01934570353478,"one protein, independent complete pool",2026-10-21T17:06:13.218421+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ktn_A,340,47667,vllm-ordinary,0,128,10.246833556331694,157.40733506623656,167.82523112930355,"one protein, independent complete pool",2026-10-21T17:06:23.778340+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kvs_A,161,843,vllm-ordinary,0,8,1.336716945283115,157.40733506623656,158.77165067195892,"one protein, independent complete pool",2026-10-21T16:41:44.632027+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3kvs_A,161,13099,vllm-ordinary,0,128,2.7556580202654004,157.40733506623656,160.2296496955678,"one protein, independent complete pool",2026-10-21T16:41:47.561941+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3l0f_A,162,867,vllm-ordinary,0,8,1.338747913017869,155.1003769095987,156.46554289013147,"one protein, independent complete pool",2026-10-21T16:56:24.467354+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3l0f_A,162,13715,vllm-ordinary,0,128,2.890623364597559,155.1003769095987,158.07213745452464,"one protein, independent complete pool",2026-10-21T16:56:27.540772+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lcn_A,96,490,vllm-ordinary,0,8,0.7467320240102708,160.4695451501757,161.24593778979033,"one protein, independent complete pool",2026-10-21T16:32:58.704899+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lcn_A,96,7935,vllm-ordinary,0,128,1.434975314885378,160.4695451501757,161.9835426369682,"one protein, independent complete pool",2026-10-21T16:33:00.296760+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3liz_A,329,2854,vllm-ordinary,0,8,3.593853955157101,157.24639852438122,160.87751854397357,"one protein, independent complete pool",2026-10-21T17:02:57.722005+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3liz_A,329,45336,vllm-ordinary,0,128,9.557587821036575,157.24639852438122,166.96792267262936,"one protein, independent complete pool",2026-10-21T17:03:07.583676+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lmc_A,191,1565,vllm-ordinary,0,8,2.093303257133812,150.57685415819287,152.7171342293732,"one protein, independent complete pool",2026-10-21T16:34:04.192174+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lmc_A,191,24954,vllm-ordinary,0,128,4.52821050118655,150.57685415819287,155.20726291136816,"one protein, independent complete pool",2026-10-21T16:34:08.935350+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lwx_A,199,1327,vllm-ordinary,0,8,1.6345709287561476,150.57685415819287,152.24225112702698,"one protein, independent complete pool",2026-10-21T16:35:42.391669+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lwx_A,199,21352,vllm-ordinary,0,128,3.95625547785312,150.57685415819287,154.62603483209386,"one protein, independent complete pool",2026-10-21T16:35:46.542247+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lyy_A,102,612,vllm-ordinary,0,8,0.8610805319622159,160.4695451501757,161.35512187192217,"one protein, independent complete pool",2026-10-21T16:33:09.838546+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lyy_A,102,10426,vllm-ordinary,0,128,1.9320586188696325,160.4695451501757,162.47011357313022,"one protein, independent complete pool",2026-10-21T16:33:11.923807+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lzw_A,329,2612,vllm-ordinary,0,8,3.2235684040933847,155.1003769095987,158.36752810701728,"one protein, independent complete pool",2026-10-21T17:17:05.418617+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lzw_A,329,41227,vllm-ordinary,0,128,8.484441056847572,155.1003769095987,163.7521103732288,"one protein, independent complete pool",2026-10-21T17:17:14.223028+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lzx_A,329,2542,vllm-ordinary,0,8,3.3052808605134487,151.46286530792713,154.8047580551356,"one protein, independent complete pool",2026-10-21T17:10:59.064686+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3lzx_A,329,40910,vllm-ordinary,0,128,8.652470672503114,151.46286530792713,160.2835936062038,"one protein, independent complete pool",2026-10-21T17:11:08.030076+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mos_A,616,5431,vllm-ordinary,0,8,7.162582975812256,157.40733506623656,164.6201708354056,"one protein, independent complete pool",2026-10-21T17:20:53.950593+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mos_A,616,89029,vllm-ordinary,0,128,24.999049161560837,157.40733506623656,182.70695007126776,"one protein, independent complete pool",2026-10-21T17:21:19.464247+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mtu_A,75,291,vllm-ordinary,0,8,0.5055437185801566,160.4695451501757,161.0092451297678,"one protein, independent complete pool",2026-10-21T16:32:32.221193+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mtu_A,75,5683,vllm-ordinary,0,128,1.1638394971378148,160.4695451501757,161.67237584432587,"one protein, independent complete pool",2026-10-21T16:32:33.521654+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mva_O,324,2495,vllm-ordinary,0,8,3.011325648054481,155.1003769095987,158.14992098510265,"one protein, independent complete pool",2026-10-21T17:15:21.018784+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mva_O,324,39979,vllm-ordinary,0,128,8.175490910187364,155.1003769095987,163.43283397704363,"one protein, independent complete pool",2026-10-21T17:15:29.491645+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mvb_O,324,2435,vllm-ordinary,0,8,3.1736541222780943,151.46286530792713,154.67150616459548,"one protein, independent complete pool",2026-10-21T17:09:11.326442+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mvb_O,324,39336,vllm-ordinary,0,128,8.202010402455926,151.46286530792713,159.8155384361744,"one protein, independent complete pool",2026-10-21T17:09:19.819136+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mwa_A,330,2830,vllm-ordinary,0,8,4.251795206218958,151.46286530792713,155.75347609259188,"one protein, independent complete pool",2026-10-21T17:11:26.183993+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mwa_A,330,45818,vllm-ordinary,0,128,10.2959606628865,151.46286530792713,161.91840775497258,"one protein, independent complete pool",2026-10-21T17:11:36.792041+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mwn_A,133,690,vllm-ordinary,0,8,1.2677389760501685,160.4695451501757,161.76797691220418,"one protein, independent complete pool",2026-10-21T16:34:42.421790+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3mwn_A,133,10437,vllm-ordinary,0,128,2.260144905652851,160.4695451501757,162.78494866378605,"one protein, independent complete pool",2026-10-21T16:34:44.865981+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n2m_A,328,2805,vllm-ordinary,0,8,3.7056837184354654,157.40733506623656,161.1509533636272,"one protein, independent complete pool",2026-10-21T17:01:55.477278+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n2m_A,328,46224,vllm-ordinary,0,128,10.137274459004402,157.40733506623656,167.71164170652628,"one protein, independent complete pool",2026-10-21T17:02:05.930751+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n34_A,327,2784,vllm-ordinary,0,8,3.86127273645252,157.40733506623656,161.31003361288458,"one protein, independent complete pool",2026-10-21T17:01:41.147236+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n34_A,327,45554,vllm-ordinary,0,128,10.173444419167936,157.40733506623656,167.78519878722727,"one protein, independent complete pool",2026-10-21T17:01:51.668959+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n3m_A,328,3005,vllm-ordinary,0,8,4.054239762015641,157.24639852438122,161.34115585964173,"one protein, independent complete pool",2026-10-21T17:02:02.734959+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n3m_A,328,46221,vllm-ordinary,0,128,10.005284875631332,157.24639852438122,167.42136951256543,"one protein, independent complete pool",2026-10-21T17:02:13.059163+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n52_A,67,368,vllm-ordinary,0,8,0.5107269724830985,167.73740578629076,168.28912262804806,"one protein, independent complete pool",2026-10-21T16:24:36.840125+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n52_A,67,5845,vllm-ordinary,0,128,1.0379445729777217,167.73740578629076,168.81755357515067,"one protein, independent complete pool",2026-10-21T16:24:37.996619+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n6s_A,344,2555,vllm-ordinary,0,8,3.2332497173920274,157.24639852438122,160.52227979432791,"one protein, independent complete pool",2026-10-21T17:06:52.165256+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n6s_A,344,40743,vllm-ordinary,0,128,8.649146829731762,157.24639852438122,166.06191660277543,"one protein, independent complete pool",2026-10-21T17:07:01.125594+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n7q_A,298,2249,vllm-ordinary,0,8,2.849273396655917,151.46286530792713,154.35259606689215,"one protein, independent complete pool",2026-10-21T17:04:20.080273+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n7q_A,298,36577,vllm-ordinary,0,128,7.413342583924532,151.46286530792713,159.0177572388202,"one protein, independent complete pool",2026-10-21T17:04:27.781823+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n99_A,282,1971,vllm-ordinary,0,8,2.9616170655936003,151.46286530792713,154.46093255281448,"one protein, independent complete pool",2026-10-21T17:02:51.750753+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3n99_A,282,32242,vllm-ordinary,0,128,7.082215432077646,151.46286530792713,158.66728978417814,"one protein, independent complete pool",2026-10-21T17:02:59.093597+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nea_A,187,1422,vllm-ordinary,0,8,2.0060154255479574,157.24639852438122,159.2843607608229,"one protein, independent complete pool",2026-10-21T16:45:42.124891+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nea_A,187,23039,vllm-ordinary,0,128,4.3825579937547445,157.24639852438122,161.71875887177885,"one protein, independent complete pool",2026-10-21T16:45:46.704050+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nfz_A,305,2640,vllm-ordinary,0,8,3.353711687028408,155.1003769095987,158.49531395547092,"one protein, independent complete pool",2026-10-21T17:11:22.920356+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nfz_A,305,42149,vllm-ordinary,0,128,8.540565939620137,155.1003769095987,163.79191461019218,"one protein, independent complete pool",2026-10-21T17:11:31.751852+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nh4_A,303,2730,vllm-ordinary,0,8,3.360862552188337,157.40733506623656,160.80580008868128,"one protein, independent complete pool",2026-10-21T16:57:04.789531+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nh4_A,303,42621,vllm-ordinary,0,128,8.872626637108624,157.40733506623656,166.43316535186025,"one protein, independent complete pool",2026-10-21T16:57:13.953253+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nh5_A,306,2667,vllm-ordinary,0,8,3.459658680483699,151.46286530792713,154.9780345093459,"one protein, independent complete pool",2026-10-21T17:05:09.298721+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nh5_A,306,42212,vllm-ordinary,0,128,9.049167273566129,151.46286530792713,160.66866522468626,"one protein, independent complete pool",2026-10-21T17:05:18.656249+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nh8_A,306,2624,vllm-ordinary,0,8,3.2231106441468,157.40733506623656,160.66701641399413,"one protein, independent complete pool",2026-10-21T16:57:17.285111+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nh8_A,306,42193,vllm-ordinary,0,128,8.7079576253891,157.40733506623656,166.2659495342523,"one protein, independent complete pool",2026-10-21T16:57:26.276937+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nn1_A,238,2078,vllm-ordinary,0,8,2.8733305418863893,157.24639852438122,160.15143757499754,"one protein, independent complete pool",2026-10-21T16:51:34.190607+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nn1_A,238,32114,vllm-ordinary,0,128,6.494267012923956,157.24639852438122,163.8591047115624,"one protein, independent complete pool",2026-10-21T16:51:40.913278+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nn2_A,238,1975,vllm-ordinary,0,8,2.6505213547497988,155.1003769095987,157.79031728580594,"one protein, independent complete pool",2026-10-21T17:05:40.487898+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nn2_A,238,32140,vllm-ordinary,0,128,6.421492846682668,155.1003769095987,161.64584633708,"one protein, independent complete pool",2026-10-21T17:05:47.187340+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nn3_A,238,1912,vllm-ordinary,0,8,2.5594944395124912,151.46286530792713,154.07349384389818,"one protein, independent complete pool",2026-10-21T16:59:20.752257+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nn3_A,238,31623,vllm-ordinary,0,128,6.4149890802800655,151.46286530792713,158.00764681957662,"one protein, independent complete pool",2026-10-21T16:59:27.405002+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nn4_A,238,2020,vllm-ordinary,0,8,2.65923345182091,157.40733506623656,160.1099818535149,"one protein, independent complete pool",2026-10-21T16:51:38.168964+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nn4_A,238,31786,vllm-ordinary,0,128,6.28719353210181,157.40733506623656,163.81157053634524,"one protein, independent complete pool",2026-10-21T16:51:44.724299+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nv0_A,196,1562,vllm-ordinary,0,8,2.081145760137588,150.57685415819287,152.68624763935804,"one protein, independent complete pool",2026-10-21T16:35:03.069071+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3nv0_A,196,21259,vllm-ordinary,0,128,4.388794902712107,150.57685415819287,155.0634837532416,"one protein, independent complete pool",2026-10-21T16:35:07.658956+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3o18_A,162,919,vllm-ordinary,0,8,1.217806549742818,150.57685415819287,151.82215926703066,"one protein, independent complete pool",2026-10-21T16:30:03.806967+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3o18_A,162,13909,vllm-ordinary,0,128,2.68788128439337,150.57685415819287,153.33112350758165,"one protein, independent complete pool",2026-10-21T16:30:06.656351+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3o2c_A,162,802,vllm-ordinary,0,8,1.1557242767885327,157.40733506623656,158.59047731850296,"one protein, independent complete pool",2026-10-21T16:42:15.693015+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3o2c_A,162,13746,vllm-ordinary,0,128,2.8024315144866705,157.40733506623656,160.27345647942275,"one protein, independent complete pool",2026-10-21T16:42:18.654007+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3o9l_B,171,1163,vllm-ordinary,0,8,1.4360719956457615,157.24639852438122,158.71437542978674,"one protein, independent complete pool",2026-10-21T16:43:22.323041+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3o9l_B,171,18524,vllm-ordinary,0,128,3.257261431775987,157.24639852438122,160.58212479576468,"one protein, independent complete pool",2026-10-21T16:43:25.752575+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oad_B,171,1163,vllm-ordinary,0,8,1.4437445402145386,155.1003769095987,156.57972159422934,"one protein, independent complete pool",2026-10-21T16:57:36.850597+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oad_B,171,18446,vllm-ordinary,0,128,3.2460458390414715,155.1003769095987,158.43109769374132,"one protein, independent complete pool",2026-10-21T16:57:40.296053+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oag_B,171,1154,vllm-ordinary,0,8,1.439430938102305,150.57685415819287,152.0497887665406,"one protein, independent complete pool",2026-10-21T16:31:16.618144+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oag_B,171,18492,vllm-ordinary,0,128,3.2742663607932627,150.57685415819287,153.9305122392252,"one protein, independent complete pool",2026-10-21T16:31:20.068912+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3okz_A,297,2351,vllm-ordinary,0,8,2.896280763670802,155.1003769095987,158.03483747504652,"one protein, independent complete pool",2026-10-21T17:10:35.451004+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3okz_A,297,36715,vllm-ordinary,0,128,7.483884431421757,155.1003769095987,162.74205457419157,"one protein, independent complete pool",2026-10-21T17:10:43.229867+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oot_A,337,2865,vllm-ordinary,0,8,3.6142544634640217,155.1003769095987,158.77127851359546,"one protein, independent complete pool",2026-10-21T17:19:19.648777+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oot_A,337,46424,vllm-ordinary,0,128,9.682219376787543,155.1003769095987,164.9477756228298,"one protein, independent complete pool",2026-10-21T17:19:29.636776+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ooy_A,613,5502,vllm-ordinary,0,8,7.157779889181256,151.46286530792713,158.66817200370133,"one protein, independent complete pool",2026-10-21T17:28:51.812979+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ooy_A,613,88492,vllm-ordinary,0,128,24.60414741188288,151.46286530792713,176.36137949116528,"one protein, independent complete pool",2026-10-21T17:29:16.997119+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oq2_A,99,744,vllm-ordinary,0,8,1.0970961665734649,157.40733506623656,158.52972113434225,"one protein, independent complete pool",2026-10-21T16:37:23.940534+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oq2_A,99,11074,vllm-ordinary,0,128,1.96968134585768,157.40733506623656,159.43356496747583,"one protein, independent complete pool",2026-10-21T16:37:26.065313+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oq3_A,166,969,vllm-ordinary,0,8,1.4595077643170953,157.24639852438122,158.73885548021644,"one protein, independent complete pool",2026-10-21T16:43:12.859876+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oq3_A,166,13715,vllm-ordinary,0,128,2.8706976333633065,157.24639852438122,160.19448202382773,"one protein, independent complete pool",2026-10-21T16:43:15.925507+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oq3_B,329,2725,vllm-ordinary,0,8,3.52578616514802,157.40733506623656,160.9702085973695,"one protein, independent complete pool",2026-10-21T17:03:04.620425+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oq3_B,329,43173,vllm-ordinary,0,128,9.321338723413646,157.40733506623656,166.90565973799676,"one protein, independent complete pool",2026-10-21T17:03:14.257431+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oqf_A,337,2895,vllm-ordinary,0,8,3.7774038314819336,151.46286530792713,155.27721341140568,"one protein, independent complete pool",2026-10-21T17:13:20.319588+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oqf_A,337,46268,vllm-ordinary,0,128,9.819122929126024,151.46286530792713,161.44633820839226,"one protein, independent complete pool",2026-10-21T17:13:30.448918+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oqk_A,337,2849,vllm-ordinary,0,8,3.5411445712670684,157.40733506623656,161.02780704200268,"one protein, independent complete pool",2026-10-21T17:05:19.252531+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3oqk_A,337,46285,vllm-ordinary,0,128,9.73660971224308,157.40733506623656,167.31412998307496,"one protein, independent complete pool",2026-10-21T17:05:29.309171+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3orq_A,373,3422,vllm-ordinary,0,8,4.2408844931051135,157.40733506623656,161.68692007102072,"one protein, independent complete pool",2026-10-21T17:11:46.824924+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3orq_A,373,54086,vllm-ordinary,0,128,12.01975582446903,157.40733506623656,169.63830729015172,"one protein, independent complete pool",2026-10-21T17:11:59.198801+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3osj_A,135,893,vllm-ordinary,0,8,1.10936708888039,150.57685415819287,151.78140874532983,"one protein, independent complete pool",2026-10-21T16:27:03.854311+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3osj_A,135,14414,vllm-ordinary,0,128,2.4629102600738406,150.57685415819287,153.1142639364116,"one protein, independent complete pool",2026-10-21T16:27:06.501201+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3p01_A,178,1087,vllm-ordinary,0,8,1.3297399207949638,157.40733506623656,158.77151445485651,"one protein, independent complete pool",2026-10-21T16:45:23.883387+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3p01_A,178,17285,vllm-ordinary,0,128,3.0708219949156046,157.40733506623656,160.5662892749533,"one protein, independent complete pool",2026-10-21T16:45:27.155507+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3p2j_A,191,1389,vllm-ordinary,0,8,1.954571846872568,157.40733506623656,159.3915186189115,"one protein, independent complete pool",2026-10-21T16:46:18.934750+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3p2j_A,191,21022,vllm-ordinary,0,128,3.9904399989172816,157.40733506623656,161.5127519853413,"one protein, independent complete pool",2026-10-21T16:46:23.152049+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3pa6_A,99,685,vllm-ordinary,0,8,0.9446215154603124,157.24639852438122,158.25048639904708,"one protein, independent complete pool",2026-10-21T16:37:16.720963+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3pa6_A,99,11130,vllm-ordinary,0,128,1.924640684388578,157.24639852438122,159.25110698398203,"one protein, independent complete pool",2026-10-21T16:37:18.829036+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3pru_A,142,946,vllm-ordinary,0,8,1.163421168923378,157.24639852438122,158.45519784465432,"one protein, independent complete pool",2026-10-21T16:39:18.992936+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3pru_A,142,15248,vllm-ordinary,0,128,2.761512139812112,157.24639852438122,160.07791189011186,"one protein, independent complete pool",2026-10-21T16:39:21.935332+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q08_A,241,2142,vllm-ordinary,0,8,2.647098790854216,155.1003769095987,157.79333105310798,"one protein, independent complete pool",2026-10-21T17:06:24.255742+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q08_A,241,33832,vllm-ordinary,0,128,6.78439474105835,155.1003769095987,162.0123170297593,"one protein, independent complete pool",2026-10-21T17:06:31.298552+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q09_A,241,2125,vllm-ordinary,0,8,3.117926737293601,151.46286530792713,154.62159150093794,"one protein, independent complete pool",2026-10-21T17:00:06.234784+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q09_A,241,34132,vllm-ordinary,0,128,7.251505816355348,151.46286530792713,158.8405163642019,"one protein, independent complete pool",2026-10-21T17:00:13.728419+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q13_A,236,1601,vllm-ordinary,0,8,2.2306404002010822,157.40733506623656,159.66793436929584,"one protein, independent complete pool",2026-10-21T16:51:29.565323+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q13_A,236,23945,vllm-ordinary,0,128,5.335966412909329,157.40733506623656,162.84249978605658,"one protein, independent complete pool",2026-10-21T16:51:35.193173+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q2o_A,377,3214,vllm-ordinary,0,8,3.943059585057199,157.40733506623656,161.39602064620703,"one protein, independent complete pool",2026-10-21T17:12:03.269421+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q2o_A,377,51920,vllm-ordinary,0,128,11.428085434250534,157.40733506623656,169.01897385995835,"one protein, independent complete pool",2026-10-21T17:12:15.033237+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q2z_A,333,2867,vllm-ordinary,0,8,3.5676233815029263,157.24639852438122,160.8525394834578,"one protein, independent complete pool",2026-10-21T17:04:21.182025+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q2z_A,333,45201,vllm-ordinary,0,128,10.145425472408531,157.24639852438122,167.57637453172356,"one protein, independent complete pool",2026-10-21T17:04:31.656805+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q3t_A,337,2917,vllm-ordinary,0,8,3.6175868390128016,157.24639852438122,160.911176902242,"one protein, independent complete pool",2026-10-21T17:05:30.756312+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q3t_A,337,46106,vllm-ordinary,0,128,9.689323142170906,157.24639852438122,167.11476031504571,"one protein, independent complete pool",2026-10-21T17:05:40.807704+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q4b_A,337,2932,vllm-ordinary,0,8,3.545935440808534,155.1003769095987,158.6863887384534,"one protein, independent complete pool",2026-10-21T17:19:33.286190+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q4b_A,337,46323,vllm-ordinary,0,128,9.705629765987396,155.1003769095987,164.97989215888083,"one protein, independent complete pool",2026-10-21T17:19:43.321516+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q4i_A,204,1394,vllm-ordinary,0,8,1.7997177056968212,157.24639852438122,159.08584941271693,"one protein, independent complete pool",2026-10-21T16:48:09.229820+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q4i_A,204,21307,vllm-ordinary,0,128,4.179127092473209,157.24639852438122,161.52088177111,"one protein, independent complete pool",2026-10-21T16:48:13.623708+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q5h_A,337,2868,vllm-ordinary,0,8,3.687968300655484,151.46286530792713,155.18781841360033,"one protein, independent complete pool",2026-10-21T17:13:34.247875+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3q5h_A,337,46253,vllm-ordinary,0,128,9.857618797570469,151.46286530792713,161.4879212733358,"one protein, independent complete pool",2026-10-21T17:13:44.416547+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3qff_A,377,3215,vllm-ordinary,0,8,4.072779566049576,157.24639852438122,161.37562413606793,"one protein, independent complete pool",2026-10-21T17:12:04.928256+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3qff_A,377,51573,vllm-ordinary,0,128,11.41102619562298,157.24639852438122,170.18471787963065,"one protein, independent complete pool",2026-10-21T17:12:18.024740+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3r5h_A,383,3279,vllm-ordinary,0,8,4.205008553341031,157.40733506623656,161.65152863785625,"one protein, independent complete pool",2026-10-21T17:12:19.350184+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3r5h_A,383,52707,vllm-ordinary,0,128,11.708706124685705,157.40733506623656,169.30439677461982,"one protein, independent complete pool",2026-10-21T17:12:31.396436+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3rau_A,358,2850,vllm-ordinary,0,8,3.6077466756105423,151.46286530792713,155.1077230349183,"one protein, independent complete pool",2026-10-21T17:17:26.623877+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3rau_A,358,46756,vllm-ordinary,0,128,10.319049954414368,151.46286530792713,161.95686831325293,"one protein, independent complete pool",2026-10-21T17:17:37.262735+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3rsc_A,397,2960,vllm-ordinary,0,8,3.696189641021192,157.24639852438122,160.98499876633286,"one protein, independent complete pool",2026-10-21T17:12:53.400420+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3rsc_A,397,48050,vllm-ordinary,0,128,10.696005903184414,157.24639852438122,168.33539655525237,"one protein, independent complete pool",2026-10-21T17:13:04.674653+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3rya_A,559,4896,vllm-ordinary,0,8,6.247046291828156,151.46286530792713,157.7588368486613,"one protein, independent complete pool",2026-10-21T17:28:23.157612+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3rya_A,559,79259,vllm-ordinary,0,128,20.90228666551411,151.46286530792713,172.64485109969974,"one protein, independent complete pool",2026-10-21T17:28:44.540374+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ryb_A,563,4880,vllm-ordinary,0,8,6.28609667532146,155.1003769095987,161.43150691315532,"one protein, independent complete pool",2026-10-21T17:34:36.135590+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3ryb_A,563,79519,vllm-ordinary,0,128,21.11995688639581,155.1003769095987,176.57656446285546,"one protein, independent complete pool",2026-10-21T17:34:57.946638+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3s9y_A,331,3050,vllm-ordinary,0,8,4.004309025593102,157.40733506623656,161.45250041037798,"one protein, independent complete pool",2026-10-21T17:03:44.366954+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3s9y_A,331,45768,vllm-ordinary,0,128,10.30765962973237,157.40733506623656,167.88313506823033,"one protein, independent complete pool",2026-10-21T17:03:54.993638+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3sfc_A,340,2941,vllm-ordinary,0,8,3.5895066363736987,157.24639852438122,160.87447670847178,"one protein, independent complete pool",2026-10-21T17:06:27.009135+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3sfc_A,340,46758,vllm-ordinary,0,128,10.017909568734469,157.24639852438122,167.430503802374,"one protein, independent complete pool",2026-10-21T17:06:37.334058+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3sht_A,188,1206,vllm-ordinary,0,8,1.5588693041354418,155.1003769095987,156.6923631168902,"one protein, independent complete pool",2026-10-21T17:00:03.868883+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3sht_A,188,20457,vllm-ordinary,0,128,3.906779928132892,155.1003769095987,159.10124945268035,"one protein, independent complete pool",2026-10-21T17:00:07.971345+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3shv_A,189,1316,vllm-ordinary,0,8,1.718904674053192,157.40733506623656,159.15880557335913,"one protein, independent complete pool",2026-10-21T16:45:59.029779+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3shv_A,189,20513,vllm-ordinary,0,128,3.750941878184676,157.40733506623656,161.24305868521333,"one protein, independent complete pool",2026-10-21T16:46:02.998219+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3szm_A,189,1280,vllm-ordinary,0,8,1.679300395771861,157.24639852438122,159.02196599636227,"one protein, independent complete pool",2026-10-21T16:45:54.472313+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3szm_A,189,20299,vllm-ordinary,0,128,3.796354778110981,157.24639852438122,161.14612916111946,"one protein, independent complete pool",2026-10-21T16:45:58.512431+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3t1n_A,191,1267,vllm-ordinary,0,8,1.6710140332579613,157.24639852438122,158.95452459156513,"one protein, independent complete pool",2026-10-21T16:46:14.031869+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3t1n_A,191,20674,vllm-ordinary,0,128,3.827091677114368,157.24639852438122,161.16194280795753,"one protein, independent complete pool",2026-10-21T16:46:18.099758+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3t80_A,157,876,vllm-ordinary,0,8,1.2681424114853144,157.40733506623656,158.70218327641487,"one protein, independent complete pool",2026-10-21T16:40:56.276209+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3t80_A,157,14195,vllm-ordinary,0,128,2.852753385901451,157.40733506623656,160.33715117909014,"one protein, independent complete pool",2026-10-21T16:40:59.299632+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3tck_A,188,1378,vllm-ordinary,0,8,1.7207932649180293,150.57685415819287,152.3268554811366,"one protein, independent complete pool",2026-10-21T16:33:44.904281+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3tck_A,188,21478,vllm-ordinary,0,128,4.053747455123812,150.57685415819287,154.71903271134943,"one protein, independent complete pool",2026-10-21T16:33:49.148995+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3tcn_A,182,1362,vllm-ordinary,0,8,1.8100632037967443,155.1003769095987,156.94661037623882,"one protein, independent complete pool",2026-10-21T16:59:46.476414+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3tcn_A,182,21170,vllm-ordinary,0,128,3.857034873217344,155.1003769095987,159.04537078738213,"one protein, independent complete pool",2026-10-21T16:59:50.522441+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3td2_A,187,1360,vllm-ordinary,0,8,1.658267231658101,155.1003769095987,156.79288892634213,"one protein, independent complete pool",2026-10-21T16:59:58.010716+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3td2_A,187,21578,vllm-ordinary,0,128,4.013309808447957,155.1003769095987,159.20475146360695,"one protein, independent complete pool",2026-10-21T17:00:02.216961+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3td6_A,184,1324,vllm-ordinary,0,8,1.5953284967690706,157.24639852438122,158.8843018533662,"one protein, independent complete pool",2026-10-21T16:45:35.968614+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3td6_A,184,21477,vllm-ordinary,0,128,3.85735159739852,157.24639852438122,161.19614943955094,"one protein, independent complete pool",2026-10-21T16:45:40.027376+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3td9_A,350,2957,vllm-ordinary,0,8,3.610482467338443,155.1003769095987,158.75230140425265,"one protein, independent complete pool",2026-10-21T17:21:32.818323+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3td9_A,350,46790,vllm-ordinary,0,128,9.921861795708535,155.1003769095987,165.1978201419115,"one protein, independent complete pool",2026-10-21T17:21:43.064742+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3te4_A,210,1672,vllm-ordinary,0,8,2.1233901884406805,151.46286530792713,153.62614472396672,"one protein, independent complete pool",2026-10-21T16:56:36.110195+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3te4_A,210,27060,vllm-ordinary,0,128,5.029641197994351,151.46286530792713,156.59370281919837,"one protein, independent complete pool",2026-10-21T16:56:41.341963+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3tp9_A,473,4033,vllm-ordinary,0,8,5.209774617105722,157.24639852438122,162.49863104801625,"one protein, independent complete pool",2026-10-21T17:17:04.467336+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3tp9_A,473,63114,vllm-ordinary,0,128,15.39386280067265,157.24639852438122,172.85548596084118,"one protein, independent complete pool",2026-10-21T17:17:20.244147+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3tuo_A,104,679,vllm-ordinary,0,8,0.9707589084282516,157.24639852438122,158.24365306086838,"one protein, independent complete pool",2026-10-21T16:37:25.774401+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3tuo_A,104,9215,vllm-ordinary,0,128,1.8281317949295044,157.24639852438122,159.13122637942433,"one protein, independent complete pool",2026-10-21T16:37:27.756054+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3u3z_A,189,1273,vllm-ordinary,0,8,1.7593044228851795,155.1003769095987,156.90979815274477,"one protein, independent complete pool",2026-10-21T17:00:09.848483+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3u3z_A,189,20186,vllm-ordinary,0,128,3.7283737771213055,155.1003769095987,158.92048015072942,"one protein, independent complete pool",2026-10-21T17:00:13.789805+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3up0_A,242,2072,vllm-ordinary,0,8,3.0969204641878605,155.1003769095987,158.2325011063367,"one protein, independent complete pool",2026-10-21T17:06:42.168300+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3up0_A,242,31304,vllm-ordinary,0,128,6.341498153284192,155.1003769095987,161.56405802071097,"one protein, independent complete pool",2026-10-21T17:06:48.757895+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3up3_A,242,1991,vllm-ordinary,0,8,3.061835443601012,151.46286530792713,154.55901630967855,"one protein, independent complete pool",2026-10-21T17:00:24.783789+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3up3_A,242,31157,vllm-ordinary,0,128,6.508106520399451,151.46286530792713,158.08507503941655,"one protein, independent complete pool",2026-10-21T17:00:31.520471+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v4s_A,380,3266,vllm-ordinary,0,8,4.0473547503352165,155.1003769095987,159.18675486929715,"one protein, independent complete pool",2026-10-21T17:26:03.130255+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v4s_A,380,51870,vllm-ordinary,0,128,11.366557190194726,155.1003769095987,166.6656097639352,"one protein, independent complete pool",2026-10-21T17:26:14.914257+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v57_A,164,820,vllm-ordinary,0,8,1.2283146874979138,157.40733506623656,158.67062762193382,"one protein, independent complete pool",2026-10-21T16:42:56.864444+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v57_A,164,13510,vllm-ordinary,0,128,2.739899548701942,157.40733506623656,160.23814284335822,"one protein, independent complete pool",2026-10-21T16:42:59.795980+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v58_A,164,875,vllm-ordinary,0,8,1.3143518269062042,157.24639852438122,158.588873305358,"one protein, independent complete pool",2026-10-21T16:42:53.505688+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v58_A,164,14020,vllm-ordinary,0,128,2.922733036801219,157.24639852438122,160.2383064031601,"one protein, independent complete pool",2026-10-21T16:42:56.614591+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v66_A,335,2959,vllm-ordinary,0,8,3.608183754608035,155.1003769095987,158.7480787113309,"one protein, independent complete pool",2026-10-21T17:18:40.460519+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v66_A,335,45970,vllm-ordinary,0,128,9.874044544994833,155.1003769095987,165.14152279496193,"one protein, independent complete pool",2026-10-21T17:18:50.711384+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v8i_A,210,1731,vllm-ordinary,0,8,2.1588842142373323,157.40733506623656,159.63685131911188,"one protein, independent complete pool",2026-10-21T16:48:47.350794+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3v8i_A,210,26833,vllm-ordinary,0,128,4.898392432369292,157.40733506623656,162.4130339296535,"one protein, independent complete pool",2026-10-21T16:48:52.469588+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vcm_A,335,2816,vllm-ordinary,0,8,3.5603046994656324,151.46286530792713,155.06705595739186,"one protein, independent complete pool",2026-10-21T17:12:37.688584+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vcm_A,335,45825,vllm-ordinary,0,128,9.93426102772355,151.46286530792713,161.5589433889836,"one protein, independent complete pool",2026-10-21T17:12:47.929150+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vdj_A,71,407,vllm-ordinary,0,8,0.6469920175150037,153.51509482692927,154.18576539028436,"one protein, independent complete pool",2026-10-21T16:24:23.910724+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vdj_A,71,6727,vllm-ordinary,0,128,1.2590837143361568,153.51509482692927,154.82848277315497,"one protein, independent complete pool",2026-10-21T16:24:25.317206+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vdk_A,71,390,vllm-ordinary,0,8,0.5889357347041368,160.4695451501757,161.0823798403144,"one protein, independent complete pool",2026-10-21T16:32:17.119946+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vdk_A,71,6592,vllm-ordinary,0,128,1.3116260436363518,160.4695451501757,161.8270775191486,"one protein, independent complete pool",2026-10-21T16:32:18.550709+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vdl_A,71,433,vllm-ordinary,0,8,0.6739191520027816,150.57685415819287,151.28077838104218,"one protein, independent complete pool",2026-10-21T16:24:35.948070+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vdl_A,71,6860,vllm-ordinary,0,128,1.336310568265617,150.57685415819287,151.95733501762152,"one protein, independent complete pool",2026-10-21T16:24:37.415752+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vi2_A,318,2829,vllm-ordinary,0,8,3.548434866592288,157.40733506623656,160.9934935523197,"one protein, independent complete pool",2026-10-21T16:59:56.414342+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vi2_A,318,46750,vllm-ordinary,0,128,10.250531481578946,157.40733506623656,167.8326336182654,"one protein, independent complete pool",2026-10-21T17:00:06.978231+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vj8_A,335,2941,vllm-ordinary,0,8,3.722163055092096,157.40733506623656,161.1705221030861,"one protein, independent complete pool",2026-10-21T17:04:37.383562+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vj8_A,335,45296,vllm-ordinary,0,128,9.72362835239619,157.40733506623656,167.29890476819128,"one protein, independent complete pool",2026-10-21T17:04:47.421634+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vj9_A,335,2785,vllm-ordinary,0,8,3.5153752667829394,157.24639852438122,160.80455043260008,"one protein, independent complete pool",2026-10-21T17:04:49.360670+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vj9_A,335,45454,vllm-ordinary,0,128,9.793687034398316,157.24639852438122,167.21016690973192,"one protein, independent complete pool",2026-10-21T17:04:59.469244+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vja_A,335,2815,vllm-ordinary,0,8,3.513262428343296,155.1003769095987,158.6525360941887,"one protein, independent complete pool",2026-10-21T17:18:54.324869+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vja_A,335,45771,vllm-ordinary,0,128,9.794863885268567,155.1003769095987,165.05906731262803,"one protein, independent complete pool",2026-10-21T17:19:04.433116+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vjc_A,334,2886,vllm-ordinary,0,8,3.696315487846732,155.1003769095987,158.83908320777118,"one protein, independent complete pool",2026-10-21T17:18:26.573577+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vjc_A,334,45281,vllm-ordinary,0,128,9.866016013547778,155.1003769095987,165.13520730659366,"one protein, independent complete pool",2026-10-21T17:18:36.748938+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vjr_A,193,1421,vllm-ordinary,0,8,1.9486787179484963,157.40733506623656,159.40011091902852,"one protein, independent complete pool",2026-10-21T16:46:25.214598+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vjr_A,193,21420,vllm-ordinary,0,128,4.1155693009495735,157.40733506623656,161.61675732862204,"one protein, independent complete pool",2026-10-21T16:46:29.537655+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vk6_A,96,580,vllm-ordinary,0,8,0.8068555388599634,150.57685415819287,151.42321844911203,"one protein, independent complete pool",2026-10-21T16:25:18.133896+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vk6_A,96,9626,vllm-ordinary,0,128,1.7553390697576106,150.57685415819287,152.38697145413607,"one protein, independent complete pool",2026-10-21T16:25:20.026087+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vsw_A,340,2942,vllm-ordinary,0,8,3.5664614718407397,155.1003769095987,158.70143138058484,"one protein, independent complete pool",2026-10-21T17:20:27.664596+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vsw_A,340,46938,vllm-ordinary,0,128,9.906399969011543,155.1003769095987,165.19680577889085,"one protein, independent complete pool",2026-10-21T17:20:37.982052+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vsx_A,340,2882,vllm-ordinary,0,8,3.6686604283750057,151.46286530792713,155.17668474651873,"one protein, independent complete pool",2026-10-21T17:14:29.898783+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vsx_A,340,46450,vllm-ordinary,0,128,9.928205329924822,151.46286530792713,161.56026429124177,"one protein, independent complete pool",2026-10-21T17:14:40.137433+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vuc_A,340,2950,vllm-ordinary,0,8,3.6321124210953712,157.40733506623656,161.09241196606308,"one protein, independent complete pool",2026-10-21T17:06:27.527216+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vuc_A,340,46330,vllm-ordinary,0,128,9.778240332379935,157.40733506623656,167.34978093020618,"one protein, independent complete pool",2026-10-21T17:06:37.613906+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vxv_A,65,429,vllm-ordinary,0,8,0.6119364798069,153.51509482692927,154.152532171458,"one protein, independent complete pool",2026-10-21T16:24:06.934299+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vxv_A,65,6772,vllm-ordinary,0,128,1.142905698157847,153.51509482692927,154.70235370844603,"one protein, independent complete pool",2026-10-21T16:24:08.194443+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vxx_A,63,380,vllm-ordinary,0,8,0.5135719859972596,154.2631402183324,154.80141262244433,"one protein, independent complete pool",2026-10-21T16:24:03.399240+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vxx_A,63,6521,vllm-ordinary,0,128,1.1724267173558474,154.2631402183324,155.47878058627248,"one protein, independent complete pool",2026-10-21T16:24:04.691933+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vyb_A,63,384,vllm-ordinary,0,8,0.5310515128076077,153.51509482692927,154.07970026042312,"one protein, independent complete pool",2026-10-21T16:24:01.386865+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3vyb_A,63,6421,vllm-ordinary,0,128,1.1223834808915854,153.51509482692927,154.7115000775084,"one protein, independent complete pool",2026-10-21T16:24:02.663796+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3wcy_I,160,1128,vllm-ordinary,0,8,1.61120078060776,157.24639852438122,158.89303159620613,"one protein, independent complete pool",2026-10-21T16:41:26.241994+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3wcy_I,160,18346,vllm-ordinary,0,128,3.679688188247383,157.24639852438122,161.00281160790473,"one protein, independent complete pool",2026-10-21T16:41:30.111517+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3weg_A,334,2826,vllm-ordinary,0,8,3.864751610904932,151.46286530792713,155.36375260725617,"one protein, independent complete pool",2026-10-21T17:12:23.050271+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3weg_A,334,45730,vllm-ordinary,0,128,10.64599565602839,151.46286530792713,162.27273872867227,"one protein, independent complete pool",2026-10-21T17:12:34.000442+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3wei_A,334,2781,vllm-ordinary,0,8,3.472833319567144,157.40733506623656,160.9206688022241,"one protein, independent complete pool",2026-10-21T17:04:23.452763+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3wei_A,334,45243,vllm-ordinary,0,128,9.778829942457378,157.40733506623656,167.36571624595672,"one protein, independent complete pool",2026-10-21T17:04:33.555100+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3wej_A,335,2880,vllm-ordinary,0,8,4.075290961191058,151.46286530792713,155.5742753650993,"one protein, independent complete pool",2026-10-21T17:12:52.103021+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3wej_A,335,45293,vllm-ordinary,0,128,10.035130616277456,151.46286530792713,161.6641512606293,"one protein, independent complete pool",2026-10-21T17:13:02.442815+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3wek_A,335,2775,vllm-ordinary,0,8,3.7526373779401183,157.40733506623656,161.1964938417077,"one protein, independent complete pool",2026-10-21T17:04:51.281254+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3wek_A,335,45676,vllm-ordinary,0,128,10.061127080582082,157.40733506623656,167.63088616356254,"one protein, independent complete pool",2026-10-21T17:05:01.651035+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zcz_A,467,3325,vllm-ordinary,0,8,4.111295058391988,157.40733506623656,161.55927994754165,"one protein, independent complete pool",2026-10-21T17:17:00.254921+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zcz_A,467,52527,vllm-ordinary,0,128,12.368711520917714,157.40733506623656,169.96530110761523,"one protein, independent complete pool",2026-10-21T17:17:12.995021+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zh9_B,339,2613,vllm-ordinary,0,8,3.3498110491782427,151.46286530792713,154.8509536795318,"one protein, independent complete pool",2026-10-21T17:14:03.646673+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zh9_B,339,41265,vllm-ordinary,0,128,8.72807434760034,151.46286530792713,160.34362794831395,"one protein, independent complete pool",2026-10-21T17:14:12.669130+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zj1_A,83,360,vllm-ordinary,0,8,0.5700367977842689,157.24639852438122,157.84155163634568,"one protein, independent complete pool",2026-10-21T16:36:54.005037+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zj1_A,83,6500,vllm-ordinary,0,128,1.3387950547039509,157.24639852438122,158.6316172843799,"one protein, independent complete pool",2026-10-21T16:36:55.478480+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zj2_A,71,420,vllm-ordinary,0,8,0.5731509206816554,154.2631402183324,154.86963666044176,"one protein, independent complete pool",2026-10-21T16:24:32.078004+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zj2_A,71,6646,vllm-ordinary,0,128,1.275758036412299,154.2631402183324,155.58216485287994,"one protein, independent complete pool",2026-10-21T16:24:33.479591+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zpv_0,36,106,vllm-ordinary,0,8,0.2011628188192844,167.73740578629076,167.96099971514195,"one protein, independent complete pool",2026-10-21T16:24:11.968531+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zpv_0,36,1707,vllm-ordinary,0,128,0.4240742865949869,167.73740578629076,168.19876399077475,"one protein, independent complete pool",2026-10-21T16:24:12.507986+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zpv_1,62,373,vllm-ordinary,0,8,0.5398679366335273,167.73740578629076,168.3029622239992,"one protein, independent complete pool",2026-10-21T16:24:23.207486+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zpv_1,62,5775,vllm-ordinary,0,128,0.9801064021885396,167.73740578629076,168.762928660959,"one protein, independent complete pool",2026-10-21T16:24:24.321389+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zpv_E,62,373,vllm-ordinary,0,8,0.5381613099016249,150.57685415819287,151.13905561808497,"one protein, independent complete pool",2026-10-21T16:24:10.357032+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zpv_E,62,5868,vllm-ordinary,0,128,0.9727755873464048,150.57685415819287,151.5901164924726,"one protein, independent complete pool",2026-10-21T16:24:11.455623+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zvs_A,158,1196,vllm-ordinary,0,8,1.4648262690752745,157.24639852438122,158.7408501598984,"one protein, independent complete pool",2026-10-21T16:41:02.944773+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zvs_A,158,19014,vllm-ordinary,0,128,3.3243036223575477,157.24639852438122,160.66592186689377,"one protein, independent complete pool",2026-10-21T16:41:06.463504+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zvt_A,466,3423,vllm-ordinary,0,8,4.28506869636476,151.46286530792713,155.80154201574624,"one protein, independent complete pool",2026-10-21T17:24:45.101774+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zvt_A,466,52866,vllm-ordinary,0,128,12.275615138933064,151.46286530792713,163.93040111474693,"one protein, independent complete pool",2026-10-21T17:24:57.760440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zvw_A,466,3376,vllm-ordinary,0,8,4.210604695603252,157.40733506623656,161.66140660177916,"one protein, independent complete pool",2026-10-21T17:16:43.376905+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zvw_A,466,52667,vllm-ordinary,0,128,12.242947047576308,157.40733506623656,169.83901831600815,"one protein, independent complete pool",2026-10-21T17:16:56.041267+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zyy_X,628,4809,vllm-ordinary,0,8,6.320656945928931,157.24639852438122,163.6147651821375,"one protein, independent complete pool",2026-10-21T17:22:19.451768+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +3zyy_X,628,77820,vllm-ordinary,0,128,21.635529498569667,157.24639852438122,179.14984381664544,"one protein, independent complete pool",2026-10-21T17:22:41.669062+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4a3w_A,158,1143,vllm-ordinary,0,8,1.4894222058355808,155.1003769095987,156.62453031912446,"one protein, independent complete pool",2026-10-21T16:55:19.973277+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4a3w_A,158,18886,vllm-ordinary,0,128,3.268083641305566,155.1003769095987,158.4523456543684,"one protein, independent complete pool",2026-10-21T16:55:23.428524+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ac8_A,311,2610,vllm-ordinary,0,8,3.30519418604672,155.1003769095987,158.4435447603464,"one protein, independent complete pool",2026-10-21T17:13:10.893372+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ac8_A,311,40841,vllm-ordinary,0,128,8.481523241847754,155.1003769095987,163.73803125694394,"one protein, independent complete pool",2026-10-21T17:13:19.672385+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4aeq_A,90,660,vllm-ordinary,0,8,0.9422208936885,157.24639852438122,158.2125800009817,"one protein, independent complete pool",2026-10-21T16:37:05.912428+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4aeq_A,90,10158,vllm-ordinary,0,128,1.8886948423460128,157.24639852438122,159.18756003398448,"one protein, independent complete pool",2026-10-21T16:37:07.946180+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ap4_A,129,903,vllm-ordinary,0,8,1.1397982630878687,157.24639852438122,158.42409743461758,"one protein, independent complete pool",2026-10-21T16:38:37.139948+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ap4_A,129,14363,vllm-ordinary,0,128,2.5818704552948475,157.24639852438122,159.89593699853867,"one protein, independent complete pool",2026-10-21T16:38:39.880971+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4asc_A,308,2708,vllm-ordinary,0,8,3.361568653024733,157.24639852438122,160.64728673547506,"one protein, independent complete pool",2026-10-21T16:58:48.845325+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4asc_A,308,43383,vllm-ordinary,0,128,8.890936247073114,157.24639852438122,166.2961135720834,"one protein, independent complete pool",2026-10-21T16:58:58.050628+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4axq_A,163,1235,vllm-ordinary,0,8,1.5524761080741882,155.1003769095987,156.67892862856388,"one protein, independent complete pool",2026-10-21T16:57:00.064452+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4axq_A,163,19666,vllm-ordinary,0,128,3.3941679671406746,155.1003769095987,158.57689192146063,"one protein, independent complete pool",2026-10-21T16:57:03.646691+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4b4q_A,142,1057,vllm-ordinary,0,8,1.4864512039348483,160.4695451501757,161.9886520751752,"one protein, independent complete pool",2026-10-21T16:35:07.435159+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4b4q_A,142,18194,vllm-ordinary,0,128,3.3960600732825696,160.4695451501757,163.95571578620002,"one protein, independent complete pool",2026-10-21T16:35:11.016293+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4b4r_A,142,1125,vllm-ordinary,0,8,1.4068774823099377,150.57685415819287,152.0111134671606,"one protein, independent complete pool",2026-10-21T16:27:23.547341+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4b4r_A,142,18092,vllm-ordinary,0,128,3.2275547310709958,150.57685415819287,153.88583605736494,"one protein, independent complete pool",2026-10-21T16:27:26.960979+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4b4x_A,466,3309,vllm-ordinary,0,8,4.091964536346495,157.24639852438122,161.38041284121573,"one protein, independent complete pool",2026-10-21T17:16:46.420424+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4b4x_A,466,52705,vllm-ordinary,0,128,12.343044011853635,157.24639852438122,169.79792764317244,"one protein, independent complete pool",2026-10-21T17:16:59.138207+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4b4z_A,466,3336,vllm-ordinary,0,8,4.147088961675763,155.1003769095987,159.28826666809618,"one protein, independent complete pool",2026-10-21T17:30:40.121739+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4b4z_A,466,52630,vllm-ordinary,0,128,12.18543265387416,155.1003769095987,167.48693872243166,"one protein, independent complete pool",2026-10-21T17:30:52.698344+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ben_A,466,3289,vllm-ordinary,0,8,4.180229851976037,151.46286530792713,155.68433810584247,"one protein, independent complete pool",2026-10-21T17:25:02.047866+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ben_A,466,52792,vllm-ordinary,0,128,12.306241732090712,151.46286530792713,163.95613737218082,"one protein, independent complete pool",2026-10-21T17:25:14.702060+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bft_A,306,2490,vllm-ordinary,0,8,3.047092445194721,157.24639852438122,160.35345404874533,"one protein, independent complete pool",2026-10-21T16:57:25.570977+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bft_A,306,38352,vllm-ordinary,0,128,8.05783280171454,157.24639852438122,165.44645933620632,"one protein, independent complete pool",2026-10-21T16:57:33.902161+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfu_A,306,2374,vllm-ordinary,0,8,3.091198479756713,155.1003769095987,158.2247745450586,"one protein, independent complete pool",2026-10-21T17:11:34.939183+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfu_A,306,37984,vllm-ordinary,0,128,8.064042756333947,155.1003769095987,163.31209204532206,"one protein, independent complete pool",2026-10-21T17:11:43.291250+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfv_A,306,2378,vllm-ordinary,0,8,3.293320395052433,151.46286530792713,154.79652033746245,"one protein, independent complete pool",2026-10-21T17:05:22.061820+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfv_A,306,37934,vllm-ordinary,0,128,8.273589303717017,151.46286530792713,159.88219443522394,"one protein, independent complete pool",2026-10-21T17:05:30.617860+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfw_A,306,2398,vllm-ordinary,0,8,3.3081807689741254,157.40733506623656,160.7774003604427,"one protein, independent complete pool",2026-10-21T16:57:29.715251+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfw_A,306,38024,vllm-ordinary,0,128,8.155662733130157,157.40733506623656,165.70996480248868,"one protein, independent complete pool",2026-10-21T16:57:38.162804+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfx_A,306,2440,vllm-ordinary,0,8,3.0290334187448025,157.24639852438122,160.31279076263309,"one protein, independent complete pool",2026-10-21T16:57:37.024778+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfx_A,306,37981,vllm-ordinary,0,128,7.998948290012777,157.24639852438122,165.38430689740926,"one protein, independent complete pool",2026-10-21T16:57:45.301440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfy_A,306,2392,vllm-ordinary,0,8,3.3006300162523985,155.1003769095987,158.44080065377057,"one protein, independent complete pool",2026-10-21T17:11:46.703903+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfy_A,306,38144,vllm-ordinary,0,128,8.025124847888947,155.1003769095987,165.10745245963335,"one protein, independent complete pool",2026-10-21T17:11:56.840574+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfz_A,306,2491,vllm-ordinary,0,8,3.368915382772684,151.46286530792713,154.88749887049198,"one protein, independent complete pool",2026-10-21T17:05:34.103511+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bfz_A,306,38010,vllm-ordinary,0,128,8.190858604386449,151.46286530792713,159.79635179787874,"one protein, independent complete pool",2026-10-21T17:05:42.573979+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bwo_A,143,1211,vllm-ordinary,0,8,1.477092381566763,157.24639852438122,158.7491541132331,"one protein, independent complete pool",2026-10-21T16:39:28.436628+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4bwo_A,143,18518,vllm-ordinary,0,128,3.2580072851851583,157.24639852438122,160.5913316430524,"one protein, independent complete pool",2026-10-21T16:39:31.892665+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4c1n_A,442,4001,vllm-ordinary,0,8,5.346312294714153,157.40733506623656,162.80175813753158,"one protein, independent complete pool",2026-10-21T17:14:08.354136+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4c1n_A,442,62731,vllm-ordinary,0,128,15.286605837754903,157.40733506623656,172.91310860216618,"one protein, independent complete pool",2026-10-21T17:14:24.021156+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4c1n_B,309,2451,vllm-ordinary,0,8,3.423740239813924,151.46286530792713,154.9267352372408,"one protein, independent complete pool",2026-10-21T17:06:46.392664+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4c1n_B,309,39654,vllm-ordinary,0,128,8.609520673751831,151.46286530792713,160.21650754846632,"one protein, independent complete pool",2026-10-21T17:06:55.284140+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4c1n_I,509,3779,vllm-ordinary,0,8,4.87594473361969,151.46286530792713,156.38150381669402,"one protein, independent complete pool",2026-10-21T17:27:12.471925+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4c1n_I,509,61273,vllm-ordinary,0,128,15.41654528863728,151.46286530792713,167.09026514180005,"one protein, independent complete pool",2026-10-21T17:27:28.275154+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4c1n_K,510,3878,vllm-ordinary,0,8,4.967259643599391,157.40733506623656,162.4268683381379,"one protein, independent complete pool",2026-10-21T17:19:14.182556+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4c1n_K,510,61016,vllm-ordinary,0,128,15.556399455294011,157.40733506623656,173.1771358549595,"one protein, independent complete pool",2026-10-21T17:19:30.131678+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4cmx_A,293,2514,vllm-ordinary,0,8,3.442347027361393,157.24639852438122,160.72794295102358,"one protein, independent complete pool",2026-10-21T16:56:22.786347+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4cmx_A,293,42397,vllm-ordinary,0,128,9.036454868502917,157.24639852438122,166.43159636855123,"one protein, independent complete pool",2026-10-21T16:56:32.099363+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4csw_A,388,3116,vllm-ordinary,0,8,4.012620805762708,157.24639852438122,161.3195351632312,"one protein, independent complete pool",2026-10-21T17:12:22.166689+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4csw_A,388,48742,vllm-ordinary,0,128,11.082608190365136,157.24639852438122,168.49969838466495,"one protein, independent complete pool",2026-10-21T17:12:33.567546+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4cug_A,388,2994,vllm-ordinary,0,8,3.683622531592846,155.1003769095987,158.82421319372952,"one protein, independent complete pool",2026-10-21T17:26:18.725147+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4cug_A,388,48529,vllm-ordinary,0,128,10.653189983218908,155.1003769095987,165.9402614291757,"one protein, independent complete pool",2026-10-21T17:26:29.722451+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4cyk_A,41,211,vllm-ordinary,0,8,0.3307009991258383,150.57685415819287,150.9297036412172,"one protein, independent complete pool",2026-10-21T16:23:57.477922+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4cyk_A,41,3324,vllm-ordinary,0,128,0.6736600669100881,150.57685415819287,151.28315065521747,"one protein, independent complete pool",2026-10-21T16:23:58.264581+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dhw_A,194,1410,vllm-ordinary,0,8,1.7945931125432253,155.1003769095987,156.92679649218917,"one protein, independent complete pool",2026-10-21T17:01:02.995398+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dhw_A,194,22636,vllm-ordinary,0,128,4.223080225288868,155.1003769095987,159.4195017181337,"one protein, independent complete pool",2026-10-21T17:01:07.436932+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djd_A,262,1970,vllm-ordinary,0,8,2.476742210797965,157.24639852438122,159.77216780371964,"one protein, independent complete pool",2026-10-21T16:53:23.513281+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djd_A,262,32431,vllm-ordinary,0,128,6.493954787962139,157.24639852438122,163.893428793177,"one protein, independent complete pool",2026-10-21T16:53:30.287714+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djd_C,441,3872,vllm-ordinary,0,8,5.204273301176727,157.40733506623656,162.6633503884077,"one protein, independent complete pool",2026-10-21T17:13:46.735003+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djd_C,441,63748,vllm-ordinary,0,128,15.767520361579956,157.40733506623656,173.39116774499416,"one protein, independent complete pool",2026-10-21T17:14:02.897016+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djd_D,323,2550,vllm-ordinary,0,8,3.561195457354188,151.46286530792713,155.06321502290666,"one protein, independent complete pool",2026-10-21T17:08:45.698484+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djd_D,323,38751,vllm-ordinary,0,128,8.599268509075046,151.46286530792713,160.2201205380261,"one protein, independent complete pool",2026-10-21T17:08:54.594306+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dje_A,262,1980,vllm-ordinary,0,8,2.4197329320013523,155.1003769095987,157.55628964491189,"one protein, independent complete pool",2026-10-21T17:07:35.767533+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dje_A,262,32223,vllm-ordinary,0,128,6.318454727530479,155.1003769095987,161.5410672314465,"one protein, independent complete pool",2026-10-21T17:07:42.336023+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dje_C,441,3818,vllm-ordinary,0,8,5.226338936015964,157.24639852438122,162.51950293499976,"one protein, independent complete pool",2026-10-21T17:13:48.249623+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dje_C,441,62966,vllm-ordinary,0,128,15.700554966926576,157.24639852438122,173.17402998637408,"one protein, independent complete pool",2026-10-21T17:14:04.339635+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dje_D,323,2302,vllm-ordinary,0,8,3.1376180090010166,157.40733506623656,160.58007860556245,"one protein, independent complete pool",2026-10-21T17:00:51.140230+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dje_D,323,38317,vllm-ordinary,0,128,8.641113470308483,157.40733506623656,166.2614705339074,"one protein, independent complete pool",2026-10-21T17:01:00.139842+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djf_A,262,1952,vllm-ordinary,0,8,2.5188914723694324,151.46286530792713,154.01519685983658,"one protein, independent complete pool",2026-10-21T17:01:15.874847+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djf_A,262,31905,vllm-ordinary,0,128,6.494933992624283,151.46286530792713,158.09406625665724,"one protein, independent complete pool",2026-10-21T17:01:22.632575+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djf_C,441,3934,vllm-ordinary,0,8,5.271176107227802,155.1003769095987,160.4286921955645,"one protein, independent complete pool",2026-10-21T17:27:47.265441+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djf_C,441,64332,vllm-ordinary,0,128,15.518854651600122,155.1003769095987,170.84868976660073,"one protein, independent complete pool",2026-10-21T17:28:03.182072+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djf_D,323,2325,vllm-ordinary,0,8,3.2179654221981764,157.24639852438122,160.505177333951,"one protein, independent complete pool",2026-10-21T17:00:59.153996+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djf_D,323,39212,vllm-ordinary,0,128,8.492675754241645,157.24639852438122,165.892547336407,"one protein, independent complete pool",2026-10-21T17:01:07.947877+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djj_A,194,1423,vllm-ordinary,0,8,1.8144406741485,150.57685415819287,152.4203097010031,"one protein, independent complete pool",2026-10-21T16:34:43.753302+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4djj_A,194,22980,vllm-ordinary,0,128,4.273251216392964,150.57685415819287,154.93832169333473,"one protein, independent complete pool",2026-10-21T16:34:48.213313+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dlk_A,380,3309,vllm-ordinary,0,8,4.468749642372131,151.46286530792713,155.97248049080372,"one protein, independent complete pool",2026-10-21T17:20:27.727781+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4dlk_A,380,52307,vllm-ordinary,0,128,11.819585148245096,151.46286530792713,163.46621514111757,"one protein, independent complete pool",2026-10-21T17:20:39.899630+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4e40_A,245,1276,vllm-ordinary,0,8,1.7277073971927166,151.46286530792713,153.2259001918137,"one protein, independent complete pool",2026-10-21T17:00:33.350917+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4e40_A,245,19907,vllm-ordinary,0,128,4.309844536706805,151.46286530792713,155.86079953238368,"one protein, independent complete pool",2026-10-21T17:00:37.866482+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4enj_A,108,760,vllm-ordinary,0,8,1.0090504614636302,157.40733506623656,158.45881331991404,"one protein, independent complete pool",2026-10-21T16:37:37.555452+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4enj_A,108,12525,vllm-ordinary,0,128,2.1369636841118336,157.40733506623656,159.62598018255085,"one protein, independent complete pool",2026-10-21T16:37:39.869860+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4enk_A,108,740,vllm-ordinary,0,8,0.953453910537064,157.24639852438122,158.22427270375192,"one protein, independent complete pool",2026-10-21T16:37:32.362498+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4enk_A,108,12382,vllm-ordinary,0,128,2.1523719942197204,157.24639852438122,159.4679302899167,"one protein, independent complete pool",2026-10-21T16:37:34.691948+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4enm_A,108,789,vllm-ordinary,0,8,1.0924063152633607,160.4695451501757,161.61121380142868,"one protein, independent complete pool",2026-10-21T16:33:19.986633+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4enm_A,108,12521,vllm-ordinary,0,128,2.174542150925845,160.4695451501757,162.7113945633173,"one protein, independent complete pool",2026-10-21T16:33:22.310306+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4enn_A,108,737,vllm-ordinary,0,8,0.9134045508690178,150.57685415819287,151.54804420424625,"one protein, independent complete pool",2026-10-21T16:25:38.908713+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4enn_A,108,12581,vllm-ordinary,0,128,2.1539529832080007,150.57685415819287,152.79211661033332,"one protein, independent complete pool",2026-10-21T16:25:41.248566+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4eob_A,147,989,vllm-ordinary,0,8,1.3149460963904858,157.24639852438122,158.60225248523057,"one protein, independent complete pool",2026-10-21T16:39:43.004005+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4eob_A,147,16492,vllm-ordinary,0,128,2.886161908507347,157.24639852438122,160.2169691072777,"one protein, independent complete pool",2026-10-21T16:39:46.072634+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4eq8_A,158,1026,vllm-ordinary,0,8,1.2397849932312963,150.57685415819287,151.8423502855003,"one protein, independent complete pool",2026-10-21T16:29:01.915629+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4eq8_A,158,16622,vllm-ordinary,0,128,2.935906296595931,150.57685415819287,153.5959501368925,"one protein, independent complete pool",2026-10-21T16:29:05.026790+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4eqa_A,146,983,vllm-ordinary,0,8,1.2219304395839572,157.40733506623656,158.67982490733266,"one protein, independent complete pool",2026-10-21T16:39:43.322629+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4eqa_A,146,16210,vllm-ordinary,0,128,2.878518822602928,157.40733506623656,160.36018842551857,"one protein, independent complete pool",2026-10-21T16:39:46.379303+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4eqa_C,150,1074,vllm-ordinary,0,8,1.483002956956625,160.4695451501757,161.9825203293003,"one protein, independent complete pool",2026-10-21T16:35:51.484282+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4eqa_C,150,17067,vllm-ordinary,0,128,3.186857189983129,160.4695451501757,163.72940809791908,"one protein, independent complete pool",2026-10-21T16:35:54.848654+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4erx_A,194,1352,vllm-ordinary,0,8,1.6640840889886022,157.40733506623656,159.10226023104042,"one protein, independent complete pool",2026-10-21T16:46:58.011225+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4erx_A,194,23005,vllm-ordinary,0,128,4.345431841909885,157.40733506623656,161.84610859770328,"one protein, independent complete pool",2026-10-21T16:47:02.550161+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4esw_A,342,2936,vllm-ordinary,0,8,3.76828208938241,151.46286530792713,155.26895414851606,"one protein, independent complete pool",2026-10-21T17:14:44.010993+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4esw_A,342,49016,vllm-ordinary,0,128,10.808672102168202,151.46286530792713,162.60404368303716,"one protein, independent complete pool",2026-10-21T17:14:55.297629+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4evv_A,145,1065,vllm-ordinary,0,8,1.3835410894826057,157.24639852438122,158.66578579414636,"one protein, independent complete pool",2026-10-21T16:39:33.396563+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4evv_A,145,17357,vllm-ordinary,0,128,3.329104564152658,157.24639852438122,160.65164621453732,"one protein, independent complete pool",2026-10-21T16:39:36.918838+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ew0_A,143,1134,vllm-ordinary,0,8,1.5803726390004158,160.4695451501757,162.07615191908553,"one protein, independent complete pool",2026-10-21T16:35:17.799989+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ew0_A,143,16634,vllm-ordinary,0,128,3.082314958795905,160.4695451501757,163.6359541029669,"one protein, independent complete pool",2026-10-21T16:35:21.056364+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ew4_A,142,1006,vllm-ordinary,0,8,1.3757856274023652,157.40733506623656,158.82677165046334,"one protein, independent complete pool",2026-10-21T16:39:29.739002+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ew4_A,142,16238,vllm-ordinary,0,128,3.052725106477737,157.40733506623656,160.53573676384983,"one protein, independent complete pool",2026-10-21T16:39:32.961258+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f0t_A,162,747,vllm-ordinary,0,8,0.9874363541603088,157.24639852438122,158.2606698302552,"one protein, independent complete pool",2026-10-21T16:42:13.542670+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f0t_A,162,13872,vllm-ordinary,0,128,2.8902843045070767,157.24639852438122,160.20423930045217,"one protein, independent complete pool",2026-10-21T16:42:16.592919+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f1j_A,200,1679,vllm-ordinary,0,8,2.00397259183228,155.1003769095987,157.1377262994647,"one protein, independent complete pool",2026-10-21T17:02:10.435663+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f1j_A,200,26661,vllm-ordinary,0,128,4.759449565783143,155.1003769095987,159.96691725216806,"one protein, independent complete pool",2026-10-21T17:02:15.414608+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f1k_A,200,1664,vllm-ordinary,0,8,2.0130982431583107,150.57685415819287,152.62272382341325,"one protein, independent complete pool",2026-10-21T16:35:48.645536+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f1k_A,200,26818,vllm-ordinary,0,128,4.789362248964608,150.57685415819287,155.4704095022753,"one protein, independent complete pool",2026-10-21T16:35:53.643548+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f3h_A,247,1933,vllm-ordinary,0,8,2.2698718830943108,155.1003769095987,157.40502370335162,"one protein, independent complete pool",2026-10-21T17:06:58.877517+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f3h_A,247,30258,vllm-ordinary,0,128,5.595543352887034,155.1003769095987,160.80627822503448,"one protein, independent complete pool",2026-10-21T17:07:04.695480+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f48_A,241,1882,vllm-ordinary,0,8,2.3031918965280056,157.40733506623656,159.7573460135609,"one protein, independent complete pool",2026-10-21T16:52:18.222970+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f48_A,241,30116,vllm-ordinary,0,128,5.682843306101859,157.40733506623656,163.20412547700107,"one protein, independent complete pool",2026-10-21T16:52:24.132694+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f4m_A,147,1028,vllm-ordinary,0,8,1.3553392891772091,160.4695451501757,161.85298099834472,"one protein, independent complete pool",2026-10-21T16:35:32.698271+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4f4m_A,147,16671,vllm-ordinary,0,128,3.108848733827472,160.4695451501757,163.6564940852113,"one protein, independent complete pool",2026-10-21T16:35:35.979192+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fd5_A,216,1841,vllm-ordinary,0,8,2.2878586929291487,155.1003769095987,157.4247498102486,"one protein, independent complete pool",2026-10-21T17:04:02.151951+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fd5_A,216,29497,vllm-ordinary,0,128,5.462831899523735,155.1003769095987,160.68221390247345,"one protein, independent complete pool",2026-10-21T17:04:07.853704+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fd6_A,218,1812,vllm-ordinary,0,8,2.254664710722864,157.24639852438122,159.5370262125507,"one protein, independent complete pool",2026-10-21T16:50:06.329418+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fd6_A,218,29475,vllm-ordinary,0,128,5.458332611247897,157.24639852438122,162.813381716609,"one protein, independent complete pool",2026-10-21T16:50:12.028008+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fge_A,150,1097,vllm-ordinary,0,8,1.3723343517631292,150.57685415819287,151.97781446995214,"one protein, independent complete pool",2026-10-21T16:28:05.078046+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fge_A,150,16691,vllm-ordinary,0,128,2.893013737630099,150.57685415819287,153.54849389288574,"one protein, independent complete pool",2026-10-21T16:28:08.152192+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fgi_B,147,1138,vllm-ordinary,0,8,1.5546898911707103,150.57685415819287,152.18403896410018,"one protein, independent complete pool",2026-10-21T16:27:46.620265+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fgi_B,147,16844,vllm-ordinary,0,128,3.038180991075933,150.57685415819287,153.69219856755808,"one protein, independent complete pool",2026-10-21T16:27:49.833110+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fno_A,194,1456,vllm-ordinary,0,8,1.7863958552479744,157.24639852438122,159.07245733775198,"one protein, independent complete pool",2026-10-21T16:46:54.782679+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fno_A,194,23074,vllm-ordinary,0,128,4.271224125288427,157.24639852438122,161.61128430999815,"one protein, independent complete pool",2026-10-21T16:46:59.246090+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fok_A,264,2002,vllm-ordinary,0,8,2.4615688528865576,155.1003769095987,157.60449124500155,"one protein, independent complete pool",2026-10-21T17:07:44.921122+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fok_A,264,31591,vllm-ordinary,0,128,6.020180352032185,155.1003769095987,161.24179811775684,"one protein, independent complete pool",2026-10-21T17:07:51.193222+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fop_A,193,1508,vllm-ordinary,0,8,1.95239772181958,157.24639852438122,159.24730777181685,"one protein, independent complete pool",2026-10-21T16:46:20.160825+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fop_A,193,24060,vllm-ordinary,0,128,4.445909218862653,157.24639852438122,161.8114662738517,"one protein, independent complete pool",2026-10-21T16:46:24.829898+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fot_A,193,1470,vllm-ordinary,0,8,1.9800894521176813,155.1003769095987,157.10898354277015,"one protein, independent complete pool",2026-10-21T17:00:34.968604+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fot_A,193,24164,vllm-ordinary,0,128,4.368538204580545,155.1003769095987,159.57366606593132,"one protein, independent complete pool",2026-10-21T17:00:39.555285+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fou_A,262,1946,vllm-ordinary,0,8,2.4735259106382728,157.40733506623656,159.91298050433397,"one protein, independent complete pool",2026-10-21T16:53:26.212915+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fou_A,262,31774,vllm-ordinary,0,128,6.1314657954499125,157.40733506623656,163.65445504616946,"one protein, independent complete pool",2026-10-21T16:53:32.591112+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fqa_A,155,1066,vllm-ordinary,0,8,1.3822674490511415,155.1003769095987,156.50869867764413,"one protein, independent complete pool",2026-10-21T16:54:43.564536+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fqa_A,155,17035,vllm-ordinary,0,128,3.053339159116149,155.1003769095987,158.2342898529023,"one protein, independent complete pool",2026-10-21T16:54:46.821514+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fqb_A,146,1052,vllm-ordinary,0,8,1.4732858445495367,157.24639852438122,158.7819353779778,"one protein, independent complete pool",2026-10-21T16:39:38.518315+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fqb_A,146,16356,vllm-ordinary,0,128,2.889761640690267,157.24639852438122,160.20815132930875,"one protein, independent complete pool",2026-10-21T16:39:41.572767+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fqb_B,148,1055,vllm-ordinary,0,8,1.5252092508599162,150.57685415819287,152.1367510049604,"one protein, independent complete pool",2026-10-21T16:27:51.450257+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fqb_B,148,16979,vllm-ordinary,0,128,3.122360792942345,150.57685415819287,153.7739299093373,"one protein, independent complete pool",2026-10-21T16:27:54.734414+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fuv_A,213,1509,vllm-ordinary,0,8,1.9364746836945412,157.40733506623656,159.39139678422362,"one protein, independent complete pool",2026-10-21T16:49:39.683503+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fuv_A,213,24705,vllm-ordinary,0,128,4.67129975464195,157.40733506623656,162.18602957669646,"one protein, independent complete pool",2026-10-21T16:49:44.573293+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fyj_A,193,1380,vllm-ordinary,0,8,1.660630397964269,150.57685415819287,152.26497212750837,"one protein, independent complete pool",2026-10-21T16:34:17.439673+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4fyj_A,193,22486,vllm-ordinary,0,128,4.179656066931784,150.57685415819287,154.84576336108148,"one protein, independent complete pool",2026-10-21T16:34:21.822733+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4g65_A,459,3708,vllm-ordinary,0,8,4.606947364285588,151.46286530792713,156.11386443302035,"one protein, independent complete pool",2026-10-21T17:23:49.512448+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4g65_A,459,60172,vllm-ordinary,0,128,14.369392096996307,151.46286530792713,166.03977128490806,"one protein, independent complete pool",2026-10-21T17:24:04.256544+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4g6q_A,177,698,vllm-ordinary,0,8,0.991271622478962,157.24639852438122,158.27814402151853,"one protein, independent complete pool",2026-10-21T16:45:14.125983+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4g6q_A,177,11532,vllm-ordinary,0,128,2.1780229480937123,157.24639852438122,159.4901793366298,"one protein, independent complete pool",2026-10-21T16:45:16.472009+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gb5_A,148,1063,vllm-ordinary,0,8,1.3600706877186894,157.40733506623656,158.79948744084686,"one protein, independent complete pool",2026-10-21T16:39:57.155075+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gb5_A,148,16861,vllm-ordinary,0,128,2.8672576351091266,157.40733506623656,160.35521740093827,"one protein, independent complete pool",2026-10-21T16:40:00.198966+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gvl_A,455,3398,vllm-ordinary,0,8,4.364280691370368,151.46286530792713,155.8675502501428,"one protein, independent complete pool",2026-10-21T17:23:12.382548+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gvl_A,455,55528,vllm-ordinary,0,128,12.962825691327453,151.46286530792713,164.6204780768603,"one protein, independent complete pool",2026-10-21T17:23:25.781346+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gx0_B,547,3957,vllm-ordinary,0,8,4.924115609377623,155.1003769095987,160.07850836776197,"one protein, independent complete pool",2026-10-21T17:33:18.690821+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gx0_B,547,62353,vllm-ordinary,0,128,15.56825254112482,155.1003769095987,170.89062766171992,"one protein, independent complete pool",2026-10-21T17:33:34.757545+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gx1_B,547,3875,vllm-ordinary,0,8,4.804822143167257,151.46286530792713,156.32362302951515,"one protein, independent complete pool",2026-10-21T17:27:33.206306+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gx1_B,547,62104,vllm-ordinary,0,128,15.541125264018774,151.46286530792713,167.228739278391,"one protein, independent complete pool",2026-10-21T17:27:49.159625+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gx2_B,548,3839,vllm-ordinary,0,8,4.869718611240387,157.40733506623656,162.3210961529985,"one protein, independent complete pool",2026-10-21T17:19:35.115904+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gx2_B,548,62428,vllm-ordinary,0,128,16.066198961809278,157.40733506623656,173.68988057412207,"one protein, independent complete pool",2026-10-21T17:19:51.610374+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gx5_B,548,3842,vllm-ordinary,0,8,4.971901544369757,157.24639852438122,162.26140912715346,"one protein, independent complete pool",2026-10-21T17:19:54.336409+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gx5_B,548,62223,vllm-ordinary,0,128,15.85265765246004,157.24639852438122,173.32320600375533,"one protein, independent complete pool",2026-10-21T17:20:10.633310+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gxa_A,239,1695,vllm-ordinary,0,8,2.139091719873249,157.40733506623656,159.58178092259914,"one protein, independent complete pool",2026-10-21T16:51:46.959460+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gxa_A,239,27291,vllm-ordinary,0,128,5.255604334175587,157.40733506623656,162.83712762221694,"one protein, independent complete pool",2026-10-21T16:51:52.523617+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gxe_A,162,815,vllm-ordinary,0,8,1.1032290495932102,155.1003769095987,156.23256955854595,"one protein, independent complete pool",2026-10-21T16:56:28.761831+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gxe_A,162,13868,vllm-ordinary,0,128,2.7961249835789204,155.1003769095987,157.9610621277243,"one protein, independent complete pool",2026-10-21T16:56:31.728065+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gy3_A,162,865,vllm-ordinary,0,8,1.3199850940145552,150.57685415819287,151.92382910987362,"one protein, independent complete pool",2026-10-21T16:30:08.086048+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4gy3_A,162,13969,vllm-ordinary,0,128,2.7637037727981806,150.57685415819287,153.4056806289591,"one protein, independent complete pool",2026-10-21T16:30:11.007163+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4h0m_A,162,1092,vllm-ordinary,0,8,1.4130849922075868,157.40733506623656,158.8562333220616,"one protein, independent complete pool",2026-10-21T16:42:20.184940+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4h0m_A,162,16446,vllm-ordinary,0,128,3.0858669839799404,157.40733506623656,160.57380146160722,"one protein, independent complete pool",2026-10-21T16:42:23.443843+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hdu_A,108,797,vllm-ordinary,0,8,1.110763233155012,157.40733506623656,158.54469032865018,"one protein, independent complete pool",2026-10-21T16:37:41.078605+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hdu_A,108,12427,vllm-ordinary,0,128,2.135936345905065,157.40733506623656,159.9240810154006,"one protein, independent complete pool",2026-10-21T16:37:43.688839+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hdv_A,108,760,vllm-ordinary,0,8,1.106074876151979,157.24639852438122,158.38331468682736,"one protein, independent complete pool",2026-10-21T16:37:35.897853+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hdv_A,108,12521,vllm-ordinary,0,128,2.159408941864968,157.24639852438122,159.46533401310444,"one protein, independent complete pool",2026-10-21T16:37:38.242968+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hfq_A,203,1233,vllm-ordinary,0,8,1.6947748311795294,150.57685415819287,152.3035876895301,"one protein, independent complete pool",2026-10-21T16:35:55.432584+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hfq_A,203,22363,vllm-ordinary,0,128,4.479639109224081,151.46286530792713,156.04285012930632,"one protein, independent complete pool",2026-10-21T16:56:02.421642+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hor_A,482,3797,vllm-ordinary,0,8,4.8331640642136335,151.46286530792713,156.34956234507263,"one protein, independent complete pool",2026-10-21T17:26:08.357180+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hor_A,482,61512,vllm-ordinary,0,128,15.12143192626536,151.46286530792713,166.81110814400017,"one protein, independent complete pool",2026-10-21T17:26:23.952256+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hos_A,482,3956,vllm-ordinary,0,8,5.1007183929905295,157.40733506623656,162.55514179263264,"one protein, independent complete pool",2026-10-21T17:18:07.335589+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hos_A,482,61454,vllm-ordinary,0,128,15.047213032841682,157.40733506623656,172.68079844210297,"one protein, independent complete pool",2026-10-21T17:18:22.781008+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hot_A,476,3768,vllm-ordinary,0,8,4.656364405527711,155.1003769095987,159.80912168323994,"one protein, independent complete pool",2026-10-21T17:30:57.686171+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hot_A,476,60109,vllm-ordinary,0,128,14.471552331000566,155.1003769095987,169.82654011435807,"one protein, independent complete pool",2026-10-21T17:31:12.650503+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hoy_A,193,1457,vllm-ordinary,0,8,1.7709180023521185,157.40733506623656,159.23530772980305,"one protein, independent complete pool",2026-10-21T16:46:31.430561+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hoy_A,193,23935,vllm-ordinary,0,128,4.388219650834799,157.40733506623656,161.90159813407809,"one protein, independent complete pool",2026-10-21T16:46:36.037681+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hqk_A,200,1617,vllm-ordinary,0,8,2.0579911964014173,157.40733506623656,159.50300590135157,"one protein, independent complete pool",2026-10-21T16:48:00.502373+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hqk_A,200,26028,vllm-ordinary,0,128,4.722953880205751,157.40733506623656,162.2340607084334,"one protein, independent complete pool",2026-10-21T16:48:05.435359+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hql_A,254,1933,vllm-ordinary,0,8,2.4022367410361767,155.1003769095987,157.53312403336167,"one protein, independent complete pool",2026-10-21T17:07:07.199171+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hql_A,254,30460,vllm-ordinary,0,128,5.924428563565016,155.1003769095987,161.13990191742778,"one protein, independent complete pool",2026-10-21T17:07:13.355246+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hqn_A,254,1896,vllm-ordinary,0,8,2.534834511578083,151.46286530792713,154.04228500276804,"one protein, independent complete pool",2026-10-21T17:00:46.962608+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hqn_A,254,30367,vllm-ordinary,0,128,6.120532678440213,151.46286530792713,157.7021865732968,"one protein, independent complete pool",2026-10-21T17:00:53.335136+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hqo_A,257,1950,vllm-ordinary,0,8,2.506946425884962,157.24639852438122,159.78559756744653,"one protein, independent complete pool",2026-10-21T16:53:06.020600+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hqo_A,257,30207,vllm-ordinary,0,128,6.017861725762487,157.24639852438122,163.38286649156362,"one protein, independent complete pool",2026-10-21T16:53:12.273122+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hr0_A,286,2353,vllm-ordinary,0,8,3.050158412195742,157.24639852438122,160.33457909617573,"one protein, independent complete pool",2026-10-21T16:56:00.571333+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hr0_A,286,38558,vllm-ordinary,0,128,7.84146844688803,157.24639852438122,165.22619982343167,"one protein, independent complete pool",2026-10-21T16:56:08.676852+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hr4_A,286,2404,vllm-ordinary,0,8,2.8879232686012983,155.1003769095987,158.02420123293996,"one protein, independent complete pool",2026-10-21T17:10:13.984584+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hr4_A,286,38264,vllm-ordinary,0,128,7.761543594300747,155.1003769095987,163.00887850113213,"one protein, independent complete pool",2026-10-21T17:10:22.019280+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hsv_A,65,332,vllm-ordinary,0,8,0.4718404849991202,167.73740578629076,168.2350863935426,"one protein, independent complete pool",2026-10-21T16:24:30.903580+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hsv_A,65,5592,vllm-ordinary,0,128,1.0079332403838634,167.73740578629076,168.7910502878949,"one protein, independent complete pool",2026-10-21T16:24:32.044116+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hxv_A,317,2806,vllm-ordinary,0,8,3.5326803382486105,155.1003769095987,158.68548408336935,"one protein, independent complete pool",2026-10-21T17:13:23.323053+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hxv_A,317,44492,vllm-ordinary,0,128,9.178330730646849,155.1003769095987,164.447653375566,"one protein, independent complete pool",2026-10-21T17:13:32.803084+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hz9_A,118,830,vllm-ordinary,0,8,1.074513708241284,157.24639852438122,158.34732037223876,"one protein, independent complete pool",2026-10-21T16:37:57.491008+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hz9_A,118,13598,vllm-ordinary,0,128,2.330236392095685,157.24639852438122,159.6496179047972,"one protein, independent complete pool",2026-10-21T16:37:59.988837+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hzb_A,115,845,vllm-ordinary,0,8,1.1131544457748532,157.40733506623656,158.54583589173853,"one protein, independent complete pool",2026-10-21T16:37:55.353904+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4hzb_A,115,12921,vllm-ordinary,0,128,2.2079810220748186,157.40733506623656,159.67518495302647,"one protein, independent complete pool",2026-10-21T16:37:57.705983+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4iff_A,81,325,vllm-ordinary,0,8,0.581227854359895,160.4695451501757,161.07505322434008,"one protein, independent complete pool",2026-10-21T16:32:38.339713+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4iff_A,81,3942,vllm-ordinary,0,128,1.0098853199742734,160.4695451501757,161.51968344813213,"one protein, independent complete pool",2026-10-21T16:32:39.501919+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4iko_A,193,1513,vllm-ordinary,0,8,1.9617744218558075,157.24639852438122,159.24499229621142,"one protein, independent complete pool",2026-10-21T16:46:26.913614+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4iko_A,193,23600,vllm-ordinary,0,128,4.288346293382347,157.24639852438122,161.63372919894755,"one protein, independent complete pool",2026-10-21T16:46:31.416056+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4j3q_A,338,3264,vllm-ordinary,0,8,4.011834201402962,157.24639852438122,161.2982752257958,"one protein, independent complete pool",2026-10-21T17:05:57.926554+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4j3q_A,338,51059,vllm-ordinary,0,128,11.26220856141299,157.24639852438122,168.68683073390275,"one protein, independent complete pool",2026-10-21T17:06:09.505764+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4j7c_A,216,1405,vllm-ordinary,0,8,1.7979362923651934,151.46286530792713,153.29425345733762,"one protein, independent complete pool",2026-10-21T16:57:40.723218+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4j7c_A,216,22853,vllm-ordinary,0,128,4.171126108616591,151.46286530792713,155.72583564557135,"one protein, independent complete pool",2026-10-21T16:57:45.096784+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4j90_A,217,1423,vllm-ordinary,0,8,1.776513485237956,151.46286530792713,153.26850358396769,"one protein, independent complete pool",2026-10-21T16:57:46.967233+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4j90_A,217,22942,vllm-ordinary,0,128,4.226364573463798,151.46286530792713,155.7816491816193,"one protein, independent complete pool",2026-10-21T16:57:51.408666+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4j9v_A,456,3685,vllm-ordinary,0,8,4.568071381188929,157.24639852438122,161.8561668973416,"one protein, independent complete pool",2026-10-21T17:15:14.155387+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4j9v_A,456,59862,vllm-ordinary,0,128,14.228814366273582,157.24639852438122,171.69350662920624,"one protein, independent complete pool",2026-10-21T17:15:28.770127+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jc4_A,194,1458,vllm-ordinary,0,8,1.7681795563548803,155.1003769095987,156.9031494371593,"one protein, independent complete pool",2026-10-21T17:01:09.319316+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jc4_A,194,23033,vllm-ordinary,0,128,4.379072664305568,155.1003769095987,159.63220114074647,"one protein, independent complete pool",2026-10-21T17:01:13.961577+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jsn_D,317,2831,vllm-ordinary,0,8,3.6757960598915815,151.46286530792713,155.17220364697278,"one protein, independent complete pool",2026-10-21T17:07:07.647252+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jsn_D,317,46250,vllm-ordinary,0,128,9.732313128188252,151.46286530792713,161.35768962092698,"one protein, independent complete pool",2026-10-21T17:07:17.671992+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jsp_D,317,2879,vllm-ordinary,0,8,3.5561904795467854,157.40733506623656,161.00138845667243,"one protein, independent complete pool",2026-10-21T16:59:15.956278+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jsp_D,317,46285,vllm-ordinary,0,128,9.53454633243382,157.40733506623656,167.10568031203002,"one protein, independent complete pool",2026-10-21T16:59:25.788698+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jsv_D,317,2846,vllm-ordinary,0,8,3.560099844820797,157.24639852438122,160.85309508815408,"one protein, independent complete pool",2026-10-21T16:59:26.479624+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jsv_D,317,46398,vllm-ordinary,0,128,9.639413782395422,157.24639852438122,167.05788421444595,"one protein, independent complete pool",2026-10-21T16:59:36.432059+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jsx_D,317,2802,vllm-ordinary,0,8,3.485002651810646,155.1003769095987,158.62147768214345,"one protein, independent complete pool",2026-10-21T17:13:36.404481+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jsx_D,317,46232,vllm-ordinary,0,128,9.38815543614328,155.1003769095987,164.66384449973702,"one protein, independent complete pool",2026-10-21T17:13:46.107127+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jt5_D,317,2897,vllm-ordinary,0,8,3.763105446472764,151.46286530792713,155.26224766671658,"one protein, independent complete pool",2026-10-21T17:07:21.543583+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jt5_D,317,46172,vllm-ordinary,0,128,9.751881970092654,151.46286530792713,161.38065149076283,"one protein, independent complete pool",2026-10-21T17:07:31.612229+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jt6_D,317,2867,vllm-ordinary,0,8,3.5465465057641268,157.40733506623656,160.99124692939222,"one protein, independent complete pool",2026-10-21T16:59:29.439107+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jt6_D,317,46304,vllm-ordinary,0,128,9.534050074405968,157.40733506623656,167.10315425414592,"one protein, independent complete pool",2026-10-21T16:59:39.273351+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jwk_A,193,1530,vllm-ordinary,0,8,2.202450281009078,155.1003769095987,157.33481195010245,"one protein, independent complete pool",2026-10-21T17:00:41.855356+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jwk_A,193,23905,vllm-ordinary,0,128,4.443716743960977,155.1003769095987,159.64161602035165,"one protein, independent complete pool",2026-10-21T17:00:46.500159+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jx9_A,193,1501,vllm-ordinary,0,8,1.9139224998652933,150.57685415819287,152.52377224806696,"one protein, independent complete pool",2026-10-21T16:34:23.849316+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jx9_A,193,23834,vllm-ordinary,0,128,4.443418582901359,150.57685415819287,155.11885452317074,"one protein, independent complete pool",2026-10-21T16:34:28.490306+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jy7_A,193,1508,vllm-ordinary,0,8,2.015643955208361,157.40733506623656,159.45264330413193,"one protein, independent complete pool",2026-10-21T16:46:38.139681+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4jy7_A,193,24071,vllm-ordinary,0,128,4.392780469730496,157.40733506623656,161.9161735419184,"one protein, independent complete pool",2026-10-21T16:46:42.759260+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kf9_A,318,2357,vllm-ordinary,0,8,3.2116938419640064,157.24639852438122,160.49395114649087,"one protein, independent complete pool",2026-10-21T17:00:06.528416+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kf9_A,318,36026,vllm-ordinary,0,128,7.572637529112399,157.24639852438122,164.96137997042388,"one protein, independent complete pool",2026-10-21T17:00:14.384256+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kvq_A,223,1669,vllm-ordinary,0,8,2.135928802192211,151.46286530792713,153.62821034900844,"one protein, independent complete pool",2026-10-21T16:58:33.292107+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kvq_A,223,26186,vllm-ordinary,0,128,4.923561403527856,151.46286530792713,156.48768733255565,"one protein, independent complete pool",2026-10-21T16:58:38.423833+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxu_A,620,5661,vllm-ordinary,0,8,7.168888874351978,155.1003769095987,162.31987489201128,"one protein, independent complete pool",2026-10-21T17:35:05.231615+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxu_A,620,90110,vllm-ordinary,0,128,25.42147720605135,155.1003769095987,180.82683288492265,"one protein, independent complete pool",2026-10-21T17:35:31.165541+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxv_A,620,5576,vllm-ordinary,0,8,7.239159271121025,151.46286530792713,158.75666782073677,"one protein, independent complete pool",2026-10-21T17:29:24.424162+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxv_A,620,89752,vllm-ordinary,0,128,25.06262150965631,151.46286530792713,176.8247849103063,"one protein, independent complete pool",2026-10-21T17:29:50.009932+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxw_A,621,5643,vllm-ordinary,0,8,7.2104242742061615,151.46286530792713,158.7276587933302,"one protein, independent complete pool",2026-10-21T17:29:57.340693+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxw_A,621,90714,vllm-ordinary,0,128,25.43003913387656,151.46286530792713,177.19630155526102,"one protein, independent complete pool",2026-10-21T17:30:23.282634+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxx_A,621,5756,vllm-ordinary,0,8,7.755772552452981,157.40733506623656,165.23435131274164,"one protein, independent complete pool",2026-10-21T17:22:00.948759+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxx_A,621,90545,vllm-ordinary,0,128,25.511352263391014,157.40733506623656,183.2382115861401,"one protein, independent complete pool",2026-10-21T17:22:26.993846+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxy_A,620,5682,vllm-ordinary,0,8,7.566706217825413,157.40733506623656,165.02662286628038,"one protein, independent complete pool",2026-10-21T17:21:27.150289+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4kxy_A,620,90178,vllm-ordinary,0,128,25.319908352568746,157.40733506623656,183.0306548755616,"one protein, independent complete pool",2026-10-21T17:21:52.984301+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4l1e_A,162,832,vllm-ordinary,0,8,1.1728658452630043,157.24639852438122,158.44616956543177,"one protein, independent complete pool",2026-10-21T16:42:17.855960+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4l1e_A,162,14024,vllm-ordinary,0,128,2.73291043471545,157.24639852438122,160.06576159130782,"one protein, independent complete pool",2026-10-21T16:42:20.779848+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4l7a_A,261,2137,vllm-ordinary,0,8,2.647399825975299,155.1003769095987,157.7862037308514,"one protein, independent complete pool",2026-10-21T17:07:26.418449+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4l7a_A,261,33013,vllm-ordinary,0,128,6.552874142304063,155.1003769095987,161.78352052904663,"one protein, independent complete pool",2026-10-21T17:07:33.249945+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lg7_A,63,428,vllm-ordinary,0,8,0.5905784871429205,167.73740578629076,168.3591886460781,"one protein, independent complete pool",2026-10-21T16:24:24.997260+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lg7_A,63,6504,vllm-ordinary,0,128,1.1067179245874286,167.73740578629076,168.88616735488176,"one protein, independent complete pool",2026-10-21T16:24:26.237584+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lj0_A,65,421,vllm-ordinary,0,8,0.5406135050579906,150.57685415819287,151.14112064242363,"one protein, independent complete pool",2026-10-21T16:24:17.163261+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lj0_A,65,7366,vllm-ordinary,0,128,1.2653873688541353,150.57685415819287,151.8873676233925,"one protein, independent complete pool",2026-10-21T16:24:18.554939+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lmp_A,371,2626,vllm-ordinary,0,8,3.520161246880889,155.1003769095987,158.6550078075379,"one protein, independent complete pool",2026-10-21T17:25:31.859053+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lmp_A,371,41863,vllm-ordinary,0,128,9.035800026729705,155.1003769095987,164.30421121045947,"one protein, independent complete pool",2026-10-21T17:25:41.208397+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lmx_B,177,956,vllm-ordinary,0,8,1.5199841931462288,155.1003769095987,156.65592599101365,"one protein, independent complete pool",2026-10-21T16:59:29.677282+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lmx_B,177,15360,vllm-ordinary,0,128,3.0130101423710585,155.1003769095987,158.1980373673141,"one protein, independent complete pool",2026-10-21T16:59:32.884097+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lon_B,239,1703,vllm-ordinary,0,8,2.164496712386608,157.24639852438122,159.44101474806666,"one protein, independent complete pool",2026-10-21T16:51:52.790230+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lon_B,239,27448,vllm-ordinary,0,128,5.21840082667768,157.24639852438122,162.58341056015342,"one protein, independent complete pool",2026-10-21T16:51:58.282650+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lp2_B,239,1725,vllm-ordinary,0,8,2.1374985929578543,155.1003769095987,157.2701684255153,"one protein, independent complete pool",2026-10-21T17:05:58.923801+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lp2_B,239,27908,vllm-ordinary,0,128,5.60049644857645,155.1003769095987,160.81765723600984,"one protein, independent complete pool",2026-10-21T17:06:04.759965+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lq2_A,239,1732,vllm-ordinary,0,8,2.325251705944538,151.46286530792713,153.83531239815056,"one protein, independent complete pool",2026-10-21T16:59:39.130910+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lq2_A,239,27629,vllm-ordinary,0,128,5.382226450368762,151.46286530792713,156.9487183392048,"one protein, independent complete pool",2026-10-21T16:59:44.745095+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lq5_A,239,1713,vllm-ordinary,0,8,2.193045356310904,157.40733506623656,159.64653513208032,"one protein, independent complete pool",2026-10-21T16:51:54.824486+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lq5_A,239,27441,vllm-ordinary,0,128,5.243756175041199,157.40733506623656,162.75945912860334,"one protein, independent complete pool",2026-10-21T16:52:00.290028+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lq9_A,501,4406,vllm-ordinary,0,8,5.730509240180254,155.1003769095987,160.95553185418248,"one protein, independent complete pool",2026-10-21T17:32:29.704296+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lq9_A,501,69095,vllm-ordinary,0,128,17.13119500875473,155.1003769095987,172.46703429706395,"one protein, independent complete pool",2026-10-21T17:32:47.373439+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lwq_A,196,1504,vllm-ordinary,0,8,1.8694230504333973,157.40733506623656,159.3072987496853,"one protein, independent complete pool",2026-10-21T16:47:13.398527+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4lwq_A,196,23858,vllm-ordinary,0,128,4.701373619958758,157.40733506623656,162.2145738946274,"one protein, independent complete pool",2026-10-21T16:47:18.311719+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m05_A,238,1950,vllm-ordinary,0,8,2.577167340554297,157.24639852438122,160.31480243988335,"one protein, independent complete pool",2026-10-21T16:51:44.056585+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m05_A,238,31672,vllm-ordinary,0,128,6.254178228788078,157.24639852438122,163.61473110318184,"one protein, independent complete pool",2026-10-21T16:51:50.536893+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m08_A,238,2071,vllm-ordinary,0,8,2.815329108387232,155.1003769095987,157.95000110194087,"one protein, independent complete pool",2026-10-21T17:05:50.096600+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m08_A,238,32095,vllm-ordinary,0,128,6.317000545561314,155.1003769095987,161.55445278808477,"one protein, independent complete pool",2026-10-21T17:05:56.669954+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m09_A,238,1925,vllm-ordinary,0,8,2.665021523833275,151.46286530792713,154.16188893467188,"one protein, independent complete pool",2026-10-21T16:59:30.171447+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m09_A,238,31051,vllm-ordinary,0,128,6.27107391320169,151.46286530792713,157.86819994449615,"one protein, independent complete pool",2026-10-21T16:59:36.699757+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m4g_A,239,1745,vllm-ordinary,0,8,2.312939031049609,157.24639852438122,159.59144037868828,"one protein, independent complete pool",2026-10-21T16:52:00.699615+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m4g_A,239,27657,vllm-ordinary,0,128,5.291719771921635,157.24639852438122,162.64218432549387,"one protein, independent complete pool",2026-10-21T16:52:06.216541+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m7p_A,395,3218,vllm-ordinary,0,8,4.028241714462638,157.24639852438122,161.32292414736003,"one protein, independent complete pool",2026-10-21T17:12:37.708757+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m7p_A,395,51609,vllm-ordinary,0,128,11.557843674905598,157.24639852438122,168.98283024691045,"one protein, independent complete pool",2026-10-21T17:12:49.599647+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m83_A,393,3180,vllm-ordinary,0,8,4.0284440675750375,157.40733506623656,161.47475443594158,"one protein, independent complete pool",2026-10-21T17:12:35.557899+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m83_A,393,51666,vllm-ordinary,0,128,11.55641303025186,157.40733506623656,169.14265719801188,"one protein, independent complete pool",2026-10-21T17:12:47.451326+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m9u_A,365,3135,vllm-ordinary,0,8,3.996020661666989,157.24639852438122,161.28327956609428,"one protein, independent complete pool",2026-10-21T17:10:38.319535+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4m9u_A,365,50970,vllm-ordinary,0,128,11.084173482842743,157.24639852438122,168.50968295056373,"one protein, independent complete pool",2026-10-21T17:10:49.762298+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ma0_A,366,3191,vllm-ordinary,0,8,4.183727060444653,157.40733506623656,161.6303808791563,"one protein, independent complete pool",2026-10-21T17:10:49.250930+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ma0_A,366,51299,vllm-ordinary,0,128,11.276721921749411,157.40733506623656,168.87831570766866,"one protein, independent complete pool",2026-10-21T17:11:00.885758+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mam_A,373,3247,vllm-ordinary,0,8,4.088678386993706,157.24639852438122,161.37149202730507,"one protein, independent complete pool",2026-10-21T17:11:48.786241+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mam_A,373,52877,vllm-ordinary,0,128,11.611942297779024,157.24639852438122,169.04876690916717,"one protein, independent complete pool",2026-10-21T17:12:00.733459+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mfj_A,328,2649,vllm-ordinary,0,8,3.2550462372601032,155.1003769095987,158.3910349905491,"one protein, independent complete pool",2026-10-21T17:16:12.155204+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mfj_A,328,43259,vllm-ordinary,0,128,9.13107624463737,155.1003769095987,164.39438229240477,"one protein, independent complete pool",2026-10-21T17:16:21.588030+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mfz_A,319,2742,vllm-ordinary,0,8,3.484589291736484,151.46286530792713,154.9922531582415,"one protein, independent complete pool",2026-10-21T17:08:03.974427+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mfz_A,319,43595,vllm-ordinary,0,128,9.413778811693192,151.46286530792713,161.03147972933948,"one protein, independent complete pool",2026-10-21T17:08:13.675181+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mri_A,302,2538,vllm-ordinary,0,8,3.2044435515999794,155.1003769095987,158.3462809305638,"one protein, independent complete pool",2026-10-21T17:11:10.339984+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mri_A,302,43001,vllm-ordinary,0,128,8.836215743795037,155.1003769095987,164.09004827961326,"one protein, independent complete pool",2026-10-21T17:11:19.464526+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mt5_A,184,1237,vllm-ordinary,0,8,1.5158179607242346,155.1003769095987,156.6447999328375,"one protein, independent complete pool",2026-10-21T16:59:52.127392+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mt5_A,184,21183,vllm-ordinary,0,128,3.92420706152916,155.1003769095987,159.1072723865509,"one protein, independent complete pool",2026-10-21T16:59:56.241100+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mxu_A,301,2732,vllm-ordinary,0,8,3.5532543808221817,151.46286530792713,155.0535702649504,"one protein, independent complete pool",2026-10-21T17:04:31.437882+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4mxu_A,301,44142,vllm-ordinary,0,128,9.221165796741843,151.46286530792713,160.84685802459717,"one protein, independent complete pool",2026-10-21T17:04:40.953204+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4n6s_A,162,832,vllm-ordinary,0,8,1.3141683042049408,155.1003769095987,156.44531068950891,"one protein, independent complete pool",2026-10-21T16:56:33.128908+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4n6s_A,162,13664,vllm-ordinary,0,128,2.7585903592407703,155.1003769095987,157.92994224838912,"one protein, independent complete pool",2026-10-21T16:56:36.057484+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4n9f_i,155,982,vllm-ordinary,0,8,1.7035435209982095,150.57685415819287,152.30940377432853,"one protein, independent complete pool",2026-10-21T16:28:28.137796+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4n9f_i,155,16029,vllm-ordinary,0,128,3.427009763661772,150.57685415819287,154.0753219658509,"one protein, independent complete pool",2026-10-21T16:28:31.752117+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4nfr_A,301,2661,vllm-ordinary,0,8,3.316247273236513,157.40733506623656,160.79686800856143,"one protein, independent complete pool",2026-10-21T16:56:38.830898+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4nfr_A,301,43758,vllm-ordinary,0,128,8.992686088196933,157.40733506623656,166.5531256860122,"one protein, independent complete pool",2026-10-21T16:56:48.104620+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4nrt_A,500,4240,vllm-ordinary,0,8,5.466746955178678,157.40733506623656,162.92115977592766,"one protein, independent complete pool",2026-10-21T17:18:28.367163+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4nrt_A,500,68437,vllm-ordinary,0,128,17.045493056066334,157.40733506623656,174.69574445392936,"one protein, independent complete pool",2026-10-21T17:18:45.827961+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o0q_A,273,2036,vllm-ordinary,0,8,2.6176551524549723,155.1003769095987,157.75954196229577,"one protein, independent complete pool",2026-10-21T17:08:46.790011+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o0q_A,273,32255,vllm-ordinary,0,128,6.445523303002119,155.1003769095987,161.6916043292731,"one protein, independent complete pool",2026-10-21T17:08:53.508663+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o1e_A,271,1919,vllm-ordinary,0,8,2.4178477292880416,157.40733506623656,159.85600351262838,"one protein, independent complete pool",2026-10-21T16:54:06.402017+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o1e_A,271,32096,vllm-ordinary,0,128,6.347806576639414,157.40733506623656,163.880908831954,"one protein, independent complete pool",2026-10-21T16:54:13.023328+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o1f_A,268,1994,vllm-ordinary,0,8,2.4733175793662667,157.24639852438122,159.75553844776005,"one protein, independent complete pool",2026-10-21T16:53:53.617514+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o1f_A,268,31696,vllm-ordinary,0,128,6.386574541218579,157.24639852438122,163.7560837836936,"one protein, independent complete pool",2026-10-21T16:54:00.247831+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o7i_A,317,2765,vllm-ordinary,0,8,3.552837007679045,157.24639852438122,160.83495629392564,"one protein, independent complete pool",2026-10-21T16:59:40.094494+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o7i_A,317,44416,vllm-ordinary,0,128,9.213425521738827,157.24639852438122,166.62219159305096,"one protein, independent complete pool",2026-10-21T16:59:49.609183+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o88_A,316,2109,vllm-ordinary,0,8,2.804052378050983,157.40733506623656,160.24974574055523,"one protein, independent complete pool",2026-10-21T16:59:03.654704+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o88_A,316,37395,vllm-ordinary,0,128,8.363510794006288,157.40733506623656,165.90601151622832,"one protein, independent complete pool",2026-10-21T16:59:12.289389+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o8s_A,232,1903,vllm-ordinary,0,8,2.318686346523464,157.24639852438122,159.64357447437942,"one protein, independent complete pool",2026-10-21T16:51:25.008802+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4o8s_A,232,31004,vllm-ordinary,0,128,5.945895301178098,157.24639852438122,163.31878607627004,"one protein, independent complete pool",2026-10-21T16:51:31.228059+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ob4_A,69,432,vllm-ordinary,0,8,0.522767529822886,167.73740578629076,168.28566048201174,"one protein, independent complete pool",2026-10-21T16:24:40.566651+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ob4_A,69,6846,vllm-ordinary,0,128,1.1269139759242537,167.73740578629076,168.91094362270087,"one protein, independent complete pool",2026-10-21T16:24:41.819436+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4obz_B,240,1769,vllm-ordinary,0,8,2.1585218962281942,157.40733506623656,159.59659906104207,"one protein, independent complete pool",2026-10-21T16:52:02.535902+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4obz_B,240,27867,vllm-ordinary,0,128,5.300853717140853,157.40733506623656,162.81554021220654,"one protein, independent complete pool",2026-10-21T16:52:08.055097+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4oc6_B,243,1818,vllm-ordinary,0,8,2.1642623636871576,155.1003769095987,157.305243358016,"one protein, independent complete pool",2026-10-21T17:06:51.029253+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4oc6_B,243,28294,vllm-ordinary,0,128,5.251744540408254,155.1003769095987,160.46007877588272,"one protein, independent complete pool",2026-10-21T17:06:56.506648+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4od9_B,240,1797,vllm-ordinary,0,8,2.1746770264580846,157.24639852438122,159.4679284915328,"one protein, independent complete pool",2026-10-21T16:52:08.501218+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4od9_B,240,27734,vllm-ordinary,0,128,5.235561070032418,157.24639852438122,162.59297672193497,"one protein, independent complete pool",2026-10-21T16:52:13.976311+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4olj_A,196,1506,vllm-ordinary,0,8,1.956366934813559,157.24639852438122,159.2375328000635,"one protein, independent complete pool",2026-10-21T16:47:13.950280+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4olj_A,196,24120,vllm-ordinary,0,128,4.721288279630244,157.24639852438122,162.06909367069602,"one protein, independent complete pool",2026-10-21T16:47:18.885016+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4p5n_A,74,483,vllm-ordinary,0,8,0.6344002308323979,150.57685415819287,151.24497541226447,"one protein, independent complete pool",2026-10-21T16:24:46.762473+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4p5n_A,74,7914,vllm-ordinary,0,128,1.298785632941872,150.57685415819287,151.9244901123457,"one protein, independent complete pool",2026-10-21T16:24:48.188523+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4p6v_C,251,1579,vllm-ordinary,0,8,1.9196171080693605,157.24639852438122,159.2261897213757,"one protein, independent complete pool",2026-10-21T16:52:58.217221+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4p6v_C,251,25254,vllm-ordinary,0,128,4.959239119663835,157.24639852438122,162.30505517777056,"one protein, independent complete pool",2026-10-21T16:53:03.418760+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4p6v_F,407,3346,vllm-ordinary,0,8,4.435188300907612,151.46286530792713,155.9446098152548,"one protein, independent complete pool",2026-10-21T17:21:18.706534+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4p6v_F,407,53010,vllm-ordinary,0,128,12.150623735040426,151.46286530792713,163.805165970698,"one protein, independent complete pool",2026-10-21T17:21:31.212074+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4p9f_A,212,1512,vllm-ordinary,0,8,1.89819550793618,157.24639852438122,159.18750775698572,"one protein, independent complete pool",2026-10-21T16:49:26.175542+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4p9f_A,212,24382,vllm-ordinary,0,128,4.408875790424645,157.24639852438122,161.76063612103462,"one protein, independent complete pool",2026-10-21T16:49:30.836124+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q0y_A,131,982,vllm-ordinary,0,8,1.3147301129065454,160.4695451501757,161.81060626497492,"one protein, independent complete pool",2026-10-21T16:34:33.690637+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q0y_A,131,17443,vllm-ordinary,0,128,3.216616057790816,160.4695451501757,163.76686549419537,"one protein, independent complete pool",2026-10-21T16:34:37.077288+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q36_A,323,2745,vllm-ordinary,0,8,3.499967869371176,155.1003769095987,158.65248982980847,"one protein, independent complete pool",2026-10-21T17:15:08.515435+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q36_A,323,43280,vllm-ordinary,0,128,9.084787115454674,155.1003769095987,164.34487048909068,"one protein, independent complete pool",2026-10-21T17:15:17.903834+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q38_A,323,2766,vllm-ordinary,0,8,3.7061003167182207,151.46286530792713,155.2121842559427,"one protein, independent complete pool",2026-10-21T17:08:58.469268+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q38_A,323,43431,vllm-ordinary,0,128,9.275796523317696,151.46286530792713,160.89762130752206,"one protein, independent complete pool",2026-10-21T17:09:08.043847+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q6t_A,337,2609,vllm-ordinary,0,8,3.2958339508622885,157.40733506623656,160.74929349403828,"one protein, independent complete pool",2026-10-21T17:05:32.724104+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q6t_A,337,41590,vllm-ordinary,0,128,8.768190830945969,157.40733506623656,166.33569127414376,"one protein, independent complete pool",2026-10-21T17:05:41.808816+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q70_A,162,807,vllm-ordinary,0,8,1.1535170688293874,150.57685415819287,151.75606167688966,"one protein, independent complete pool",2026-10-21T16:30:12.280330+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q70_A,162,14034,vllm-ordinary,0,128,2.723372326232493,150.57685415819287,153.36499028559774,"one protein, independent complete pool",2026-10-21T16:30:15.170335+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q95_A,141,1164,vllm-ordinary,0,8,1.528682149015367,157.24639852438122,158.80272029805928,"one protein, independent complete pool",2026-10-21T16:39:14.346981+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4q95_A,141,17504,vllm-ordinary,0,128,3.213698985055089,157.24639852438122,160.53373173438013,"one protein, independent complete pool",2026-10-21T16:39:17.726209+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4qaj_A,194,1409,vllm-ordinary,0,8,1.7339111268520355,150.57685415819287,152.33874634513631,"one protein, independent complete pool",2026-10-21T16:34:50.047923+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4qaj_A,194,22801,vllm-ordinary,0,128,4.240859635174274,150.57685415819287,154.9108342481777,"one protein, independent complete pool",2026-10-21T16:34:54.484004+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4qbk_A,194,1435,vllm-ordinary,0,8,1.9158709570765493,157.40733506623656,159.35763202607632,"one protein, independent complete pool",2026-10-21T16:47:04.564217+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4qbk_A,194,22884,vllm-ordinary,0,128,4.2514703636989,157.40733506623656,161.76774141658098,"one protein, independent complete pool",2026-10-21T16:47:09.039985+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4qd3_A,194,1395,vllm-ordinary,0,8,1.7774136802181602,157.24639852438122,159.0537383882329,"one protein, independent complete pool",2026-10-21T16:47:01.122693+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4qd3_A,194,22675,vllm-ordinary,0,128,4.237106714397669,157.24639852438122,161.5751015394926,"one protein, independent complete pool",2026-10-21T16:47:05.562837+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4qt4_A,189,1490,vllm-ordinary,0,8,1.911686905194074,150.57685415819287,152.52591437706724,"one protein, independent complete pool",2026-10-21T16:33:51.185684+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4qt4_A,189,24354,vllm-ordinary,0,128,4.5688148252666,150.57685415819287,155.2421580334194,"one protein, independent complete pool",2026-10-21T16:33:55.999728+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4quw_A,223,1689,vllm-ordinary,0,8,2.088694510050118,157.40733506623656,159.5275762565434,"one protein, independent complete pool",2026-10-21T16:50:48.898440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4quw_A,223,27049,vllm-ordinary,0,128,5.016751378774643,157.40733506623656,162.53757986612618,"one protein, independent complete pool",2026-10-21T16:50:54.144029+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4r01_A,210,1702,vllm-ordinary,0,8,2.109698380343616,157.24639852438122,159.38836202584207,"one protein, independent complete pool",2026-10-21T16:48:49.902566+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4r01_A,210,27675,vllm-ordinary,0,128,5.04391660541296,157.24639852438122,162.3982337107882,"one protein, independent complete pool",2026-10-21T16:48:55.218431+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4r9w_B,64,346,vllm-ordinary,0,8,0.4822330181486904,150.57685415819287,151.0834531635046,"one protein, independent complete pool",2026-10-21T16:24:13.674086+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4r9w_B,64,5490,vllm-ordinary,0,128,0.9938545897603036,150.57685415819287,151.61581796687096,"one protein, independent complete pool",2026-10-21T16:24:14.802815+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rau_C,65,388,vllm-ordinary,0,8,0.5362654523923993,154.2631402183324,154.82585341949016,"one protein, independent complete pool",2026-10-21T16:24:11.097204+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rau_C,65,5873,vllm-ordinary,0,128,1.0624426854774356,154.2631402183324,155.3664143504575,"one protein, independent complete pool",2026-10-21T16:24:12.273530+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc5_A,221,1714,vllm-ordinary,0,8,2.1598428376019,155.1003769095987,157.29139808751643,"one protein, independent complete pool",2026-10-21T17:04:39.797291+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc5_A,221,26367,vllm-ordinary,0,128,4.85244457423687,155.1003769095987,160.0631976891309,"one protein, independent complete pool",2026-10-21T17:04:44.864965+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc5_B,222,1716,vllm-ordinary,0,8,2.042579486966133,155.1003769095987,157.1783873718232,"one protein, independent complete pool",2026-10-21T17:04:47.013963+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc5_B,222,26857,vllm-ordinary,0,128,4.970491392537952,155.1003769095987,160.18112846836448,"one protein, independent complete pool",2026-10-21T17:04:52.215032+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc6_A,215,1605,vllm-ordinary,0,8,2.043464571237564,151.46286530792713,153.53831891529262,"one protein, independent complete pool",2026-10-21T16:57:33.714205+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc6_A,215,26067,vllm-ordinary,0,128,4.8923861887305975,151.46286530792713,156.4577782675624,"one protein, independent complete pool",2026-10-21T16:57:38.819865+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc6_B,212,1606,vllm-ordinary,0,8,2.019519032910466,155.1003769095987,157.1522362176329,"one protein, independent complete pool",2026-10-21T17:03:41.076775+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc6_B,212,25620,vllm-ordinary,0,128,4.761495541781187,155.1003769095987,159.9636717028916,"one protein, independent complete pool",2026-10-21T17:03:46.078616+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc7_A,220,1640,vllm-ordinary,0,8,2.1304943338036537,151.46286530792713,153.6298170927912,"one protein, independent complete pool",2026-10-21T16:58:05.488050+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc7_A,220,26511,vllm-ordinary,0,128,4.979719830676913,151.46286530792713,156.5485898554325,"one protein, independent complete pool",2026-10-21T16:58:10.679370+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc7_B,222,1614,vllm-ordinary,0,8,2.19716776907444,151.46286530792713,153.68907013349235,"one protein, independent complete pool",2026-10-21T16:58:25.720856+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc7_B,222,26865,vllm-ordinary,0,128,5.094173165038228,151.46286530792713,156.67132893390954,"one protein, independent complete pool",2026-10-21T16:58:31.055335+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc8_A,222,1723,vllm-ordinary,0,8,2.102811130695045,157.40733506623656,159.551619887352,"one protein, independent complete pool",2026-10-21T16:50:41.434835+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rc8_A,222,27113,vllm-ordinary,0,128,5.054485228843987,157.40733506623656,162.571966833435,"one protein, independent complete pool",2026-10-21T16:50:46.711193+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rld_A,330,2901,vllm-ordinary,0,8,3.581186049617827,157.40733506623656,161.02537327632308,"one protein, independent complete pool",2026-10-21T17:03:30.265638+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4rld_A,330,45065,vllm-ordinary,0,128,9.681868988089263,157.40733506623656,167.25330677069724,"one protein, independent complete pool",2026-10-21T17:03:40.245900+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4s1g_A,339,2904,vllm-ordinary,0,8,3.5713781313970685,157.40733506623656,161.01801734324545,"one protein, independent complete pool",2026-10-21T17:05:59.335003+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4s1g_A,339,46460,vllm-ordinary,0,128,9.875150859355928,157.40733506623656,167.4477928262204,"one protein, independent complete pool",2026-10-21T17:06:09.516404+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4tnu_A,301,2820,vllm-ordinary,0,8,3.521060193888843,157.24639852438122,160.80505735985935,"one protein, independent complete pool",2026-10-21T16:56:48.723282+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4tnu_A,301,43562,vllm-ordinary,0,128,8.947819055989385,157.24639852438122,166.3474970255047,"one protein, independent complete pool",2026-10-21T16:56:57.975596+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4tw3_A,222,1632,vllm-ordinary,0,8,1.994803779758513,157.24639852438122,159.2729720287025,"one protein, independent complete pool",2026-10-21T16:50:44.407781+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4tw3_A,222,26229,vllm-ordinary,0,128,4.8928510919213295,157.24639852438122,162.24350384809077,"one protein, independent complete pool",2026-10-21T16:50:49.516846+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4u9s_C,219,1335,vllm-ordinary,0,8,1.88695478066802,157.40733506623656,159.326433156617,"one protein, independent complete pool",2026-10-21T16:50:11.984405+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4u9s_C,219,23193,vllm-ordinary,0,128,4.748680081218481,157.40733506623656,162.25552523043007,"one protein, independent complete pool",2026-10-21T16:50:16.945485+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4u9u_A,279,2609,vllm-ordinary,0,8,3.2645252011716366,157.40733506623656,160.7210534363985,"one protein, independent complete pool",2026-10-21T16:54:48.131145+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4u9u_A,279,41088,vllm-ordinary,0,128,8.228823781944811,157.40733506623656,165.78261843696237,"one protein, independent complete pool",2026-10-21T16:54:56.688561+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4uaj_A,280,2555,vllm-ordinary,0,8,3.1032337825745344,155.1003769095987,158.2451244276017,"one protein, independent complete pool",2026-10-21T17:09:07.409846+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4uaj_A,280,41044,vllm-ordinary,0,128,8.110844073817134,155.1003769095987,163.36212024465203,"one protein, independent complete pool",2026-10-21T17:09:15.806940+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4uxu_A,210,1813,vllm-ordinary,0,8,2.1451466735452414,155.1003769095987,157.2949269581586,"one protein, independent complete pool",2026-10-21T17:03:05.766173+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4uxu_A,210,28952,vllm-ordinary,0,128,5.271397048607469,155.1003769095987,160.4871810581535,"one protein, independent complete pool",2026-10-21T17:03:11.470440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4w6x_A,142,1111,vllm-ordinary,0,8,1.45128021389246,157.24639852438122,158.73053869511932,"one protein, independent complete pool",2026-10-21T16:39:23.490728+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4w6x_A,142,18299,vllm-ordinary,0,128,3.218184999190271,157.24639852438122,160.54136865586042,"one protein, independent complete pool",2026-10-21T16:39:26.873899+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4w6y_A,146,1172,vllm-ordinary,0,8,1.6064742379821837,160.4695451501757,162.1058271094225,"one protein, independent complete pool",2026-10-21T16:35:27.700457+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4w6y_A,146,18251,vllm-ordinary,0,128,3.359474361874163,160.4695451501757,163.91242326702923,"one protein, independent complete pool",2026-10-21T16:35:31.234591+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4wqk_A,175,1356,vllm-ordinary,0,8,1.6755048725754025,157.24639852438122,158.95441035553813,"one protein, independent complete pool",2026-10-21T16:45:04.099370+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4wqk_A,175,22699,vllm-ordinary,0,128,3.992087955586612,157.24639852438122,161.33278564736247,"one protein, independent complete pool",2026-10-21T16:45:08.284457+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4wql_A,175,1444,vllm-ordinary,0,8,1.8246066104620693,155.1003769095987,156.95748668164015,"one protein, independent complete pool",2026-10-21T16:59:17.813696+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4wql_A,175,22454,vllm-ordinary,0,128,3.9682043250650167,155.1003769095987,159.15725678019226,"one protein, independent complete pool",2026-10-21T16:59:21.982609+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4wwr_A,53,131,vllm-ordinary,0,8,0.2324107228778302,150.57685415819287,150.8322650431655,"one protein, independent complete pool",2026-10-21T16:24:02.459545+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4wwr_A,53,2829,vllm-ordinary,0,128,0.6427201326005161,150.57685415819287,151.2616241988726,"one protein, independent complete pool",2026-10-21T16:24:03.223856+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4wwr_B,46,108,vllm-ordinary,0,8,0.2795273177325725,153.51509482692927,153.8176464457065,"one protein, independent complete pool",2026-10-21T16:23:52.222265+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4wwr_B,46,2117,vllm-ordinary,0,128,0.5395627254620194,153.51509482692927,154.08450474310666,"one protein, independent complete pool",2026-10-21T16:23:52.875824+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4x2v_A,174,1087,vllm-ordinary,0,8,1.4897401183843613,155.1003769095987,156.61887494847178,"one protein, independent complete pool",2026-10-21T16:58:58.339358+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4x2v_A,174,18712,vllm-ordinary,0,128,3.483285568654537,155.1003769095987,158.67683646455407,"one protein, independent complete pool",2026-10-21T16:59:02.011365+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xb9_A,285,2358,vllm-ordinary,0,8,2.9027007576078176,155.1003769095987,158.03937022015452,"one protein, independent complete pool",2026-10-21T17:09:30.024260+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xb9_A,285,38492,vllm-ordinary,0,128,7.68095900118351,155.1003769095987,162.92054907605052,"one protein, independent complete pool",2026-10-21T17:09:37.978874+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xbv_A,285,2402,vllm-ordinary,0,8,3.1183805130422115,151.46286530792713,154.62675140984356,"one protein, independent complete pool",2026-10-21T17:03:12.562955+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xbv_A,285,38318,vllm-ordinary,0,128,7.854097044095397,151.46286530792713,159.45506665110588,"one protein, independent complete pool",2026-10-21T17:03:20.697050+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xdx_A,70,497,vllm-ordinary,0,8,0.659290115814656,150.57685415819287,151.258939395193,"one protein, independent complete pool",2026-10-21T16:24:28.221253+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xdx_A,70,7571,vllm-ordinary,0,128,1.2737210467457771,150.57685415819287,151.8946178681217,"one protein, independent complete pool",2026-10-21T16:24:29.640968+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xje_A,175,1404,vllm-ordinary,0,8,1.6875301329419017,150.57685415819287,152.296311262995,"one protein, independent complete pool",2026-10-21T16:32:58.198107+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xje_A,175,22697,vllm-ordinary,0,128,4.043599443975836,150.57685415819287,154.7097623422742,"one protein, independent complete pool",2026-10-21T16:33:02.423985+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xtt_A,85,601,vllm-ordinary,0,8,0.7449158122763038,157.40733506623656,158.18200621381402,"one protein, independent complete pool",2026-10-21T16:37:06.653338+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xtt_A,85,9338,vllm-ordinary,0,128,1.576550429686904,157.40733506623656,159.03765512164682,"one protein, independent complete pool",2026-10-21T16:37:08.373735+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xx3_A,339,2856,vllm-ordinary,0,8,3.5575613072142005,157.24639852438122,160.85127436183393,"one protein, independent complete pool",2026-10-21T17:06:13.196205+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xx3_A,339,46613,vllm-ordinary,0,128,9.812170810997486,157.24639852438122,167.22682162374258,"one protein, independent complete pool",2026-10-21T17:06:23.322408+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xx4_A,339,2900,vllm-ordinary,0,8,3.4668060429394245,155.1003769095987,158.6231217011809,"one protein, independent complete pool",2026-10-21T17:20:14.044784+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xx4_A,339,46248,vllm-ordinary,0,128,9.629556300118566,155.1003769095987,164.90337815321982,"one protein, independent complete pool",2026-10-21T17:20:23.983974+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xxi_A,147,948,vllm-ordinary,0,8,1.3416085755452514,157.40733506623656,158.7994407331571,"one protein, independent complete pool",2026-10-21T16:39:52.528117+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xxi_A,147,15413,vllm-ordinary,0,128,2.987908411771059,157.40733506623656,160.47707247920334,"one protein, independent complete pool",2026-10-21T16:39:55.693105+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xxk_A,149,901,vllm-ordinary,0,8,1.3584266556426885,157.40733506623656,158.7914472352713,"one protein, independent complete pool",2026-10-21T16:40:01.663938+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4xxk_A,149,15190,vllm-ordinary,0,128,2.8951967637985945,157.40733506623656,160.3722420791164,"one protein, independent complete pool",2026-10-21T16:40:04.720564+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4y6m_A,329,2928,vllm-ordinary,0,8,3.630972781218589,157.24639852438122,160.92283800803125,"one protein, independent complete pool",2026-10-21T17:03:11.325208+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4y6m_A,329,46063,vllm-ordinary,0,128,9.748570174910128,157.24639852438122,167.1620344063267,"one protein, independent complete pool",2026-10-21T17:03:21.393613+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ya8_A,329,2824,vllm-ordinary,0,8,3.4406696390360594,155.1003769095987,158.58571231365204,"one protein, independent complete pool",2026-10-21T17:17:17.791015+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ya8_A,329,45951,vllm-ordinary,0,128,9.60472403280437,155.1003769095987,164.87633119523525,"one protein, independent complete pool",2026-10-21T17:17:27.702752+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4yjj_A,162,1051,vllm-ordinary,0,8,1.378038096241653,157.40733506623656,158.8169049397111,"one protein, independent complete pool",2026-10-21T16:42:24.915366+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4yjj_A,162,15910,vllm-ordinary,0,128,3.0657843174412847,157.40733506623656,160.54924534074962,"one protein, independent complete pool",2026-10-21T16:42:28.158408+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4yly_A,198,1678,vllm-ordinary,0,8,2.126630697399378,157.24639852438122,159.4199805855751,"one protein, independent complete pool",2026-10-21T16:47:48.140388+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4yly_A,198,26995,vllm-ordinary,0,128,5.08060737233609,157.24639852438122,162.44433351699263,"one protein, independent complete pool",2026-10-21T16:47:53.455265+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ypg_C,159,953,vllm-ordinary,0,8,1.3698308439925313,157.40733506623656,158.8050375720486,"one protein, independent complete pool",2026-10-21T16:41:19.788501+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ypg_C,159,15993,vllm-ordinary,0,128,3.1931917322799563,157.40733506623656,160.67033560201526,"one protein, independent complete pool",2026-10-21T16:41:23.156223+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4z22_A,329,2845,vllm-ordinary,0,8,3.623783411458135,151.46286530792713,155.12252051196992,"one protein, independent complete pool",2026-10-21T17:11:11.756567+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4z22_A,329,45902,vllm-ordinary,0,128,9.735328240320086,151.46286530792713,161.37346473895013,"one protein, independent complete pool",2026-10-21T17:11:21.820749+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4z5s_A,223,1700,vllm-ordinary,0,8,2.078767442144453,157.24639852438122,159.3683850094676,"one protein, independent complete pool",2026-10-21T16:50:51.709155+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4z5s_A,223,26913,vllm-ordinary,0,128,5.049231572076678,157.24639852438122,162.40462212450802,"one protein, independent complete pool",2026-10-21T16:50:56.989816+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4z8k_A,162,939,vllm-ordinary,0,8,1.3000293653458357,157.24639852438122,158.57592146284878,"one protein, independent complete pool",2026-10-21T16:42:22.179350+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4z8k_A,162,13998,vllm-ordinary,0,128,2.78965912014246,157.24639852438122,160.1003288095817,"one protein, independent complete pool",2026-10-21T16:42:25.133506+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4zdq_A,230,1791,vllm-ordinary,0,8,2.1880978401750326,151.46286530792713,153.6856715604663,"one protein, independent complete pool",2026-10-21T16:58:56.374444+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4zdq_A,230,28620,vllm-ordinary,0,128,5.355536568909884,151.46286530792713,156.9420606214553,"one protein, independent complete pool",2026-10-21T16:59:01.974417+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4zi5_A,239,1874,vllm-ordinary,0,8,2.4563526157289743,155.1003769095987,157.59361288882792,"one protein, independent complete pool",2026-10-21T17:06:07.309630+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4zi5_A,239,29088,vllm-ordinary,0,128,5.465369898825884,155.1003769095987,160.6975364703685,"one protein, independent complete pool",2026-10-21T17:06:13.019713+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ziz_A,162,1003,vllm-ordinary,0,8,1.4089968316257,155.1003769095987,156.53415515087545,"one protein, independent complete pool",2026-10-21T16:56:37.544421+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4ziz_A,162,13861,vllm-ordinary,0,128,2.813365962356329,155.1003769095987,157.98603893630207,"one protein, independent complete pool",2026-10-21T16:56:40.541405+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4zws_A,136,690,vllm-ordinary,0,8,0.9598743300884962,157.24639852438122,158.2343943649903,"one protein, independent complete pool",2026-10-21T16:39:03.914538+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4zws_A,136,10494,vllm-ordinary,0,128,1.866777941584587,157.24639852438122,159.16621499881148,"one protein, independent complete pool",2026-10-21T16:39:05.932654+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4zxp_A,196,1560,vllm-ordinary,0,8,2.2630943097174168,155.1003769095987,157.40496833994985,"one protein, independent complete pool",2026-10-21T17:01:29.728850+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +4zxp_A,196,23130,vllm-ordinary,0,128,4.562623132020235,155.1003769095987,159.7616252657026,"one protein, independent complete pool",2026-10-21T17:01:34.523173+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5a12_A,242,2013,vllm-ordinary,0,8,2.558743042871356,157.40733506623656,160.0027625206858,"one protein, independent complete pool",2026-10-21T16:52:35.476520+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5a12_A,242,31416,vllm-ordinary,0,128,6.176265233196318,157.40733506623656,163.69915734790266,"one protein, independent complete pool",2026-10-21T16:52:41.879698+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5a13_A,242,2058,vllm-ordinary,0,8,2.8682229090482,157.24639852438122,160.14579824823886,"one protein, independent complete pool",2026-10-21T16:52:41.606586+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5a13_A,242,32182,vllm-ordinary,0,128,6.442725121974945,157.24639852438122,163.81093408726156,"one protein, independent complete pool",2026-10-21T16:52:48.282521+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5a9d_A,189,1856,vllm-ordinary,0,8,2.378391650505364,157.40733506623656,159.81603993847966,"one protein, independent complete pool",2026-10-21T16:46:05.484555+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5a9d_A,189,28828,vllm-ordinary,0,128,5.230484797619283,157.40733506623656,162.75331097654998,"one protein, independent complete pool",2026-10-21T16:46:10.943504+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ait_A,129,947,vllm-ordinary,0,8,1.2606352702714505,160.4695451501757,161.75572671927512,"one protein, independent complete pool",2026-10-21T16:34:22.549942+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ait_A,129,14194,vllm-ordinary,0,128,2.4714358863420784,160.4695451501757,163.0082015316002,"one protein, independent complete pool",2026-10-21T16:34:25.173014+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5aqd_A,164,852,vllm-ordinary,0,8,1.1681469436734917,155.1003769095987,156.2969155497849,"one protein, independent complete pool",2026-10-21T16:57:10.040395+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5aqd_A,164,13524,vllm-ordinary,0,128,2.733094045892358,155.1003769095987,157.90920782834291,"one protein, independent complete pool",2026-10-21T16:57:12.940344+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5b13_A,164,832,vllm-ordinary,0,8,1.2380368900485337,150.57685415819287,151.84105824492872,"one protein, independent complete pool",2026-10-21T16:30:47.466937+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5b13_A,164,12668,vllm-ordinary,0,128,2.6624030312523246,150.57685415819287,153.3159998646006,"one protein, independent complete pool",2026-10-21T16:30:50.308653+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5b6j_A,196,1417,vllm-ordinary,0,8,1.7449781061150134,150.57685415819287,152.34900335920975,"one protein, independent complete pool",2026-10-21T16:35:09.498287+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5b6j_A,196,23508,vllm-ordinary,0,128,4.597416821867228,150.57685415819287,155.2688388833776,"one protein, independent complete pool",2026-10-21T16:35:14.298638+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5b8f_A,159,820,vllm-ordinary,0,8,1.1914219046011567,157.24639852438122,158.4669311325997,"one protein, independent complete pool",2026-10-21T16:41:16.652310+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5b8f_A,159,13611,vllm-ordinary,0,128,2.742166650481522,157.24639852438122,160.05366220045835,"one protein, independent complete pool",2026-10-21T16:41:19.581662+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cfs_A,176,1422,vllm-ordinary,0,8,1.7722947504371405,155.1003769095987,156.9106260444969,"one protein, independent complete pool",2026-10-21T16:59:23.854483+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cfs_A,176,22450,vllm-ordinary,0,128,3.977096810936928,155.1003769095987,159.1823673117906,"one protein, independent complete pool",2026-10-21T16:59:28.048412+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cft_A,175,1376,vllm-ordinary,0,8,1.757994801737368,157.40733506623656,159.20636031590402,"one protein, independent complete pool",2026-10-21T16:45:13.002951+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cft_A,175,22217,vllm-ordinary,0,128,3.914202408865094,157.40733506623656,161.41388196963817,"one protein, independent complete pool",2026-10-21T16:45:17.119100+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cfu_A,174,1436,vllm-ordinary,0,8,1.7334194057621062,150.57685415819287,152.33881618315354,"one protein, independent complete pool",2026-10-21T16:32:38.222328+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cfu_A,174,22716,vllm-ordinary,0,128,4.002271538134664,150.57685415819287,154.67214865237474,"one protein, independent complete pool",2026-10-21T16:32:42.438498+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cj1_A,98,170,vllm-ordinary,0,8,0.4098823852837086,150.57685415819287,151.01189126446843,"one protein, independent complete pool",2026-10-21T16:25:20.525260+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cj1_A,98,2883,vllm-ordinary,0,128,0.982943398412317,150.57685415819287,151.59380101319402,"one protein, independent complete pool",2026-10-21T16:25:21.640452+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cky_O,324,2490,vllm-ordinary,0,8,3.0743454582989216,157.40733506623656,160.52098749950528,"one protein, independent complete pool",2026-10-21T17:01:16.129673+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cky_O,324,39857,vllm-ordinary,0,128,8.374321749433875,157.40733506623656,165.94549389742315,"one protein, independent complete pool",2026-10-21T17:01:24.816785+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5co0_O,324,2511,vllm-ordinary,0,8,3.1340701980516315,157.24639852438122,160.4153254562989,"one protein, independent complete pool",2026-10-21T17:01:21.836399+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5co0_O,324,40048,vllm-ordinary,0,128,8.452598194591701,157.24639852438122,165.8513011476025,"one protein, independent complete pool",2026-10-21T17:01:30.586579+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5crj_O,324,2451,vllm-ordinary,0,8,2.9300827253609896,155.1003769095987,158.06716133840382,"one protein, independent complete pool",2026-10-21T17:15:32.526351+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5crj_O,324,39942,vllm-ordinary,0,128,8.149686954915524,155.1003769095987,163.39914365112782,"one protein, independent complete pool",2026-10-21T17:15:40.966451+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5crk_O,324,2532,vllm-ordinary,0,8,3.2698490247130394,151.46286530792713,154.77241637185216,"one protein, independent complete pool",2026-10-21T17:09:23.201599+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5crk_O,324,39942,vllm-ordinary,0,128,8.423956897109747,151.46286530792713,160.03917136229575,"one protein, independent complete pool",2026-10-21T17:09:31.917596+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cru_A,360,2993,vllm-ordinary,0,8,3.740163958631456,157.24639852438122,161.03200973570347,"one protein, independent complete pool",2026-10-21T17:09:37.329410+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5cru_A,360,47887,vllm-ordinary,0,128,10.39839884173125,157.24639852438122,167.8158196490258,"one protein, independent complete pool",2026-10-21T17:09:48.042306+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5d14_A,70,476,vllm-ordinary,0,8,0.6692653028294444,154.2631402183324,154.95844745263457,"one protein, independent complete pool",2026-10-21T16:24:23.258950+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5d14_A,70,7601,vllm-ordinary,0,128,1.4020526800304651,154.2631402183324,155.7226136699319,"one protein, independent complete pool",2026-10-21T16:24:24.803213+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5d4u_A,257,2085,vllm-ordinary,0,8,3.108216617256403,155.1003769095987,158.2454115897417,"one protein, independent complete pool",2026-10-21T17:07:16.580991+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5d4u_A,257,32638,vllm-ordinary,0,128,6.845163568854332,155.1003769095987,162.07228087075055,"one protein, independent complete pool",2026-10-21T17:07:23.672141+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5d4v_A,257,2149,vllm-ordinary,0,8,3.098707091063261,151.46286530792713,154.5960659030825,"one protein, independent complete pool",2026-10-21T17:00:56.530110+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5d4v_A,257,32768,vllm-ordinary,0,128,7.070923540741205,151.46286530792713,158.67917516827583,"one protein, independent complete pool",2026-10-21T17:01:03.872673+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5dco_A,285,2445,vllm-ordinary,0,8,3.0359753714874387,157.40733506623656,160.4908312158659,"one protein, independent complete pool",2026-10-21T16:55:22.530739+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5dco_A,285,38703,vllm-ordinary,0,128,7.903204348869622,157.40733506623656,165.46782108396292,"one protein, independent complete pool",2026-10-21T16:55:30.721633+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5dcr_A,285,2395,vllm-ordinary,0,8,2.937477900646627,157.24639852438122,160.23674880247563,"one protein, independent complete pool",2026-10-21T16:55:27.929377+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5dcr_A,285,38202,vllm-ordinary,0,128,7.738729172386229,157.24639852438122,165.12983565684408,"one protein, independent complete pool",2026-10-21T16:55:35.961645+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5dcs_A,287,2480,vllm-ordinary,0,8,3.097696477547288,157.40733506623656,160.53965338598937,"one protein, independent complete pool",2026-10-21T16:56:16.050836+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5dcs_A,287,38657,vllm-ordinary,0,128,7.917445614002645,157.40733506623656,165.46200396772474,"one protein, independent complete pool",2026-10-21T16:56:24.236805+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ddt_A,232,1800,vllm-ordinary,0,8,2.186399279162288,155.1003769095987,157.32258305698633,"one protein, independent complete pool",2026-10-21T17:05:32.239045+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ddt_A,232,28952,vllm-ordinary,0,128,5.258142689242959,155.1003769095987,160.47182171419263,"one protein, independent complete pool",2026-10-21T17:05:37.736804+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5dl8_B,391,3519,vllm-ordinary,0,8,4.7832237761467695,151.46286530792713,156.2857908252627,"one protein, independent complete pool",2026-10-21T17:20:44.850627+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5dl8_B,391,55700,vllm-ordinary,0,128,13.28255071863532,151.46286530792713,164.94926474615932,"one protein, independent complete pool",2026-10-21T17:20:58.486267+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5e0j_A,174,1343,vllm-ordinary,0,8,1.710119005292654,157.40733506623656,159.14795723278075,"one protein, independent complete pool",2026-10-21T16:44:55.011921+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5e0j_A,174,21067,vllm-ordinary,0,128,3.8748288741335273,157.40733506623656,161.3750601084903,"one protein, independent complete pool",2026-10-21T16:44:59.093840+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ejd_A,75,411,vllm-ordinary,0,8,0.5297453729435802,150.57685415819287,151.14184122998267,"one protein, independent complete pool",2026-10-21T16:24:51.296123+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ejd_A,75,6859,vllm-ordinary,0,128,1.121024820022285,150.57685415819287,151.74120973423123,"one protein, independent complete pool",2026-10-21T16:24:52.545628+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ekb_A,285,2487,vllm-ordinary,0,8,3.079884186387062,155.1003769095987,158.21395087987185,"one protein, independent complete pool",2026-10-21T17:09:41.163823+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ekb_A,285,38476,vllm-ordinary,0,128,7.624982113018632,155.1003769095987,162.86919536814094,"one protein, independent complete pool",2026-10-21T17:09:49.062365+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5esy_A,346,2601,vllm-ordinary,0,8,3.4870528178289533,157.24639852438122,160.77964021172374,"one protein, independent complete pool",2026-10-21T17:07:04.726278+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5esy_A,346,42667,vllm-ordinary,0,128,9.135506683029234,157.24639852438122,166.5444940943271,"one protein, independent complete pool",2026-10-21T17:07:14.174193+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5f1b_A,158,1075,vllm-ordinary,0,8,1.4656497603282332,157.40733506623656,158.90429516043514,"one protein, independent complete pool",2026-10-21T16:41:09.515109+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5f1b_A,158,16895,vllm-ordinary,0,128,3.379698612727225,157.40733506623656,160.87509211990982,"one protein, independent complete pool",2026-10-21T16:41:13.076087+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5f2v_T,195,1489,vllm-ordinary,0,8,1.7992014484480023,157.24639852438122,159.07509364187715,"one protein, independent complete pool",2026-10-21T16:47:07.447993+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5f2v_T,195,23848,vllm-ordinary,0,128,4.237924079410732,157.24639852438122,161.59263413213193,"one protein, independent complete pool",2026-10-21T16:47:11.893596+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5fjv_A,207,1907,vllm-ordinary,0,8,2.272078240290284,155.1003769095987,157.41187125071883,"one protein, independent complete pool",2026-10-21T17:02:29.990362+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5fjv_A,207,30361,vllm-ordinary,0,128,5.473813895136118,155.1003769095987,160.69251461699605,"one protein, independent complete pool",2026-10-21T17:02:35.686789+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5fvb_A,164,903,vllm-ordinary,0,8,1.2294178484007716,157.40733506623656,158.67622714675963,"one protein, independent complete pool",2026-10-21T16:43:01.127417+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5fvb_A,164,13834,vllm-ordinary,0,128,2.815202318131924,157.40733506623656,160.29758364800364,"one protein, independent complete pool",2026-10-21T16:43:04.127710+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5fvj_A,165,1021,vllm-ordinary,0,8,1.4615662270225585,150.57685415819287,152.06692481040955,"one protein, independent complete pool",2026-10-21T16:31:01.557107+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5fvj_A,165,16098,vllm-ordinary,0,128,2.9355998230166733,150.57685415819287,153.59559239959344,"one protein, independent complete pool",2026-10-21T16:31:04.668861+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gi7_A,210,1707,vllm-ordinary,0,8,2.224285183474421,151.46286530792713,153.7186757363379,"one protein, independent complete pool",2026-10-21T16:56:43.660313+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gi7_A,210,26745,vllm-ordinary,0,128,4.9565470945090055,151.46286530792713,156.53523815236986,"one protein, independent complete pool",2026-10-21T16:56:48.847442+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gi8_A,210,1654,vllm-ordinary,0,8,2.0173495039343834,157.40733506623656,159.4611167954281,"one protein, independent complete pool",2026-10-21T16:48:54.599807+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gi8_A,210,26865,vllm-ordinary,0,128,4.979844533838332,157.40733506623656,162.49396114703268,"one protein, independent complete pool",2026-10-21T16:48:59.823715+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gi9_A,210,1666,vllm-ordinary,0,8,2.0136268408969045,157.24639852438122,159.29222200252116,"one protein, independent complete pool",2026-10-21T16:48:57.322912+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gi9_A,210,26909,vllm-ordinary,0,128,5.0026690904051065,157.24639852438122,162.35603016801178,"one protein, independent complete pool",2026-10-21T16:49:02.548661+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gif_A,210,1645,vllm-ordinary,0,8,2.0603283643722534,155.1003769095987,157.20915926992893,"one protein, independent complete pool",2026-10-21T17:03:13.663174+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gif_A,210,26541,vllm-ordinary,0,128,4.930413171648979,155.1003769095987,160.14064462669194,"one protein, independent complete pool",2026-10-21T17:03:18.861164+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gig_A,210,1728,vllm-ordinary,0,8,2.1962039209902287,151.46286530792713,153.6988127194345,"one protein, independent complete pool",2026-10-21T16:56:51.152517+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gig_A,210,26681,vllm-ordinary,0,128,4.98326725140214,151.46286530792713,156.55807184800506,"one protein, independent complete pool",2026-10-21T16:56:56.357605+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gih_A,210,1686,vllm-ordinary,0,8,2.075541998259723,157.40733506623656,159.51137222535908,"one protein, independent complete pool",2026-10-21T16:49:02.005233+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gih_A,210,26794,vllm-ordinary,0,128,4.948711591772735,157.40733506623656,162.45919444598258,"one protein, independent complete pool",2026-10-21T16:49:07.194783+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gii_A,210,1657,vllm-ordinary,0,8,2.1165085742250085,157.24639852438122,159.3979508653283,"one protein, independent complete pool",2026-10-21T16:49:04.758039+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gii_A,210,26661,vllm-ordinary,0,128,4.947277599945664,157.24639852438122,162.29583968874067,"one protein, independent complete pool",2026-10-21T16:49:09.927209+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gm8_A,170,1182,vllm-ordinary,0,8,1.4390454245731237,157.24639852438122,158.71224930230528,"one protein, independent complete pool",2026-10-21T16:43:17.449440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gm8_A,170,18121,vllm-ordinary,0,128,3.1540808361023664,157.24639852438122,160.4802823169157,"one protein, independent complete pool",2026-10-21T16:43:20.791133+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gmb_A,171,1161,vllm-ordinary,0,8,1.483688217587769,157.40733506623656,158.92072507552805,"one protein, independent complete pool",2026-10-21T16:43:32.358900+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gmb_A,171,18217,vllm-ordinary,0,128,3.1910531697794795,157.40733506623656,160.68225835449994,"one protein, independent complete pool",2026-10-21T16:43:35.731870+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gmc_A,174,1195,vllm-ordinary,0,8,1.432336200028658,157.24639852438122,158.73350528255105,"one protein, independent complete pool",2026-10-21T16:44:49.682552+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5gmc_A,174,18298,vllm-ordinary,0,128,3.2498857900500298,157.24639852438122,160.57360295113176,"one protein, independent complete pool",2026-10-21T16:44:53.127459+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hbt_B,212,1873,vllm-ordinary,0,8,2.354077707976103,151.46286530792713,153.8504099957645,"one protein, independent complete pool",2026-10-21T16:57:19.267223+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hbt_B,212,30207,vllm-ordinary,0,128,5.604862781241536,151.46286530792713,157.18562307581306,"one protein, independent complete pool",2026-10-21T16:57:25.092655+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hbv_B,212,1862,vllm-ordinary,0,8,2.2441268619149923,157.40733506623656,159.71724927891046,"one protein, independent complete pool",2026-10-21T16:49:31.861918+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hbv_B,212,29971,vllm-ordinary,0,128,5.538307254202664,157.40733506623656,163.05609261523932,"one protein, independent complete pool",2026-10-21T16:49:37.617682+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hml_A,271,2096,vllm-ordinary,0,8,2.6705101979896426,157.24639852438122,159.94834745116532,"one protein, independent complete pool",2026-10-21T16:54:12.407462+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hml_A,271,33051,vllm-ordinary,0,128,6.415030002593994,157.24639852438122,163.79023465607315,"one protein, independent complete pool",2026-10-21T16:54:19.072174+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hnk_A,272,2060,vllm-ordinary,0,8,2.6002557454630733,157.40733506623656,160.04865542892367,"one protein, independent complete pool",2026-10-21T16:54:25.343782+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hnk_A,272,33054,vllm-ordinary,0,128,6.558033039793372,157.40733506623656,165.724610183388,"one protein, independent complete pool",2026-10-21T16:54:33.787802+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hp4_A,272,2070,vllm-ordinary,0,8,2.513459966517985,157.24639852438122,159.79445648752153,"one protein, independent complete pool",2026-10-21T16:54:32.710347+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hp4_A,272,33460,vllm-ordinary,0,128,6.551724755205214,157.24639852438122,163.92449452821165,"one protein, independent complete pool",2026-10-21T16:54:39.517946+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hs2_A,226,1821,vllm-ordinary,0,8,2.2076729042455554,157.40733506623656,159.65416894573718,"one protein, independent complete pool",2026-10-21T16:51:03.602402+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5hs2_A,226,28974,vllm-ordinary,0,128,5.3048710422590375,157.40733506623656,162.82724156044424,"one protein, independent complete pool",2026-10-21T16:51:09.155916+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5imb_A,194,1354,vllm-ordinary,0,8,1.89456176571548,155.1003769095987,157.0421473365277,"one protein, independent complete pool",2026-10-21T17:01:15.972308+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5imb_A,194,21409,vllm-ordinary,0,128,4.163961520418525,155.1003769095987,159.36951553821564,"one protein, independent complete pool",2026-10-21T17:01:20.387525+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5irb_A,313,1797,vllm-ordinary,0,8,2.3262461833655834,151.46286530792713,153.82428419031203,"one protein, independent complete pool",2026-10-21T17:06:57.726598+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5irb_A,313,28867,vllm-ordinary,0,128,5.896026199683547,151.46286530792713,157.46856140717864,"one protein, independent complete pool",2026-10-21T17:07:03.877984+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5iwx_A,158,856,vllm-ordinary,0,8,1.2248930670320988,157.24639852438122,158.51231369841844,"one protein, independent complete pool",2026-10-21T16:41:07.826035+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5iwx_A,158,15630,vllm-ordinary,0,128,3.1000967156142,157.24639852438122,160.41395260766149,"one protein, independent complete pool",2026-10-21T16:41:11.126069+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5iwy_A,158,982,vllm-ordinary,0,8,1.3898085914552212,155.1003769095987,156.52446373552084,"one protein, independent complete pool",2026-10-21T16:55:24.906409+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5iwy_A,158,15335,vllm-ordinary,0,128,3.0220102332532406,155.1003769095987,158.19184786640108,"one protein, independent complete pool",2026-10-21T16:55:28.098036+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jd9_A,358,3566,vllm-ordinary,0,8,4.415757996961474,157.40733506623656,161.873293697834,"one protein, independent complete pool",2026-10-21T17:09:19.393868+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jd9_A,358,57750,vllm-ordinary,0,128,12.760791389271615,157.40733506623656,170.37028173916042,"one protein, independent complete pool",2026-10-21T17:09:32.502865+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jda_A,359,3608,vllm-ordinary,0,8,4.727094158530235,151.46286530792713,156.23830080777407,"one protein, independent complete pool",2026-10-21T17:17:42.104217+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jda_A,359,57887,vllm-ordinary,0,128,12.966557122766972,151.46286530792713,164.86717308312654,"one protein, independent complete pool",2026-10-21T17:17:55.655008+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jdo_A,249,1339,vllm-ordinary,0,8,1.9194444306194784,151.46286530792713,153.42305448651314,"one protein, independent complete pool",2026-10-21T17:00:39.901584+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jdo_A,249,19804,vllm-ordinary,0,128,4.2052764389663935,151.46286530792713,155.75282834284008,"one protein, independent complete pool",2026-10-21T17:00:44.313657+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jdo_B,245,1286,vllm-ordinary,0,8,1.7909848429262638,157.40733506623656,159.2268491089344,"one protein, independent complete pool",2026-10-21T16:52:43.761798+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jdo_B,245,19971,vllm-ordinary,0,128,4.452211029827595,157.40733506623656,161.97213507443666,"one protein, independent complete pool",2026-10-21T16:52:48.455493+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jdx_A,89,469,vllm-ordinary,0,8,0.6104855700396001,150.57685415819287,151.2216850100085,"one protein, independent complete pool",2026-10-21T16:25:08.627258+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jdx_A,89,7648,vllm-ordinary,0,128,1.2964387135580182,150.57685415819287,151.92641287110746,"one protein, independent complete pool",2026-10-21T16:25:10.061064+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jqw_A,365,3229,vllm-ordinary,0,8,4.062172971665859,155.1003769095987,159.20459504798055,"one protein, independent complete pool",2026-10-21T17:24:35.497582+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jqw_A,365,51057,vllm-ordinary,0,128,11.053416315466166,155.1003769095987,166.3386526107788,"one protein, independent complete pool",2026-10-21T17:24:46.885792+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jv3_B,69,172,vllm-ordinary,0,8,0.275385245680809,150.57685415819287,150.88379505323246,"one protein, independent complete pool",2026-10-21T16:24:26.612981+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jv3_B,69,2667,vllm-ordinary,0,128,0.7391573050990701,150.57685415819287,151.35290525713935,"one protein, independent complete pool",2026-10-21T16:24:27.471746+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jvm_A,82,449,vllm-ordinary,0,8,0.6494049979373813,157.24639852438122,157.92357662785798,"one protein, independent complete pool",2026-10-21T16:36:51.864079+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5jvm_A,82,7155,vllm-ordinary,0,128,1.3438590709120035,157.24639852438122,158.63903253618628,"one protein, independent complete pool",2026-10-21T16:36:53.345443+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kdv_A,891,10576,vllm-ordinary,0,8,15.482971418648958,155.1003769095987,170.72620005905628,"one protein, independent complete pool",2026-10-21T17:42:06.971310+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kdv_A,891,155728,vllm-ordinary,0,128,60.37204248830676,155.1003769095987,216.10929369740188,"one protein, independent complete pool",2026-10-21T17:43:08.387031+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kdw_A,883,9726,vllm-ordinary,0,8,14.545434342697265,151.46286530792713,166.1470898874104,"one protein, independent complete pool",2026-10-21T17:35:35.085069+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kdw_A,883,153028,vllm-ordinary,0,128,58.94170922413469,151.46286530792713,210.9067086968571,"one protein, independent complete pool",2026-10-21T17:36:34.804697+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kdx_A,884,9218,vllm-ordinary,0,8,13.177203664556146,157.24639852438122,170.49780312925577,"one protein, independent complete pool",2026-10-21T17:28:06.132404+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kdx_A,884,155170,vllm-ordinary,0,128,60.62586930952966,157.24639852438122,218.45773253869265,"one protein, independent complete pool",2026-10-21T17:29:07.609473+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kn7_B,319,2605,vllm-ordinary,0,8,3.275411375798285,157.40733506623656,160.7186166169122,"one protein, independent complete pool",2026-10-21T17:00:10.360523+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kn7_B,319,41045,vllm-ordinary,0,128,8.545175035484135,157.40733506623656,166.1000831015408,"one protein, independent complete pool",2026-10-21T17:00:19.190777+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5knk_B,324,2559,vllm-ordinary,0,8,3.3400290962308645,157.40733506623656,160.77997686341405,"one protein, independent complete pool",2026-10-21T17:01:28.265836+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5knk_B,324,41409,vllm-ordinary,0,128,8.628207013010979,157.40733506623656,166.19299975875765,"one protein, independent complete pool",2026-10-21T17:01:37.185233+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kqj_A,185,1461,vllm-ordinary,0,8,1.8203347008675337,150.57685415819287,152.43383469898254,"one protein, independent complete pool",2026-10-21T16:33:33.532060+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5kqj_A,185,23253,vllm-ordinary,0,128,4.0685019120574,150.57685415819287,154.74445381294936,"one protein, independent complete pool",2026-10-21T16:33:37.801931+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5l03_A,158,1024,vllm-ordinary,0,8,1.3390764612704515,150.57685415819287,151.95749781653285,"one protein, independent complete pool",2026-10-21T16:29:06.467219+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5l03_A,158,14061,vllm-ordinary,0,128,2.8592709619551897,150.57685415819287,153.5002341750078,"one protein, independent complete pool",2026-10-21T16:29:09.488408+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5l2l_A,72,611,vllm-ordinary,0,8,0.8185438979417086,150.57685415819287,151.42048367252573,"one protein, independent complete pool",2026-10-21T16:24:42.379540+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5l2l_A,72,8711,vllm-ordinary,0,128,1.5605733790434897,150.57685415819287,152.19115578616038,"one protein, independent complete pool",2026-10-21T16:24:44.068287+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5lbm_A,83,483,vllm-ordinary,0,8,0.6290520057082176,160.4695451501757,161.1250219810754,"one protein, independent complete pool",2026-10-21T16:32:41.725968+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5lbm_A,83,7317,vllm-ordinary,0,128,1.3760875118896363,160.4695451501757,161.88951505813748,"one protein, independent complete pool",2026-10-21T16:32:43.243545+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5lcy_A,88,416,vllm-ordinary,0,8,0.6733064232394099,157.40733506623656,158.10482633206993,"one protein, independent complete pool",2026-10-21T16:37:09.123767+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5lcy_A,88,7069,vllm-ordinary,0,128,1.3848646972328424,157.40733506623656,158.8410841487348,"one protein, independent complete pool",2026-10-21T16:37:10.636323+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5lme_A,43,304,vllm-ordinary,0,8,0.415526894852519,150.57685415819287,151.0178810302168,"one protein, independent complete pool",2026-10-21T16:23:58.766409+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5lme_A,43,4941,vllm-ordinary,0,128,0.8345925603061914,150.57685415819287,151.4476872514933,"one protein, independent complete pool",2026-10-21T16:23:59.718552+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5m9e_B,71,154,vllm-ordinary,0,8,0.4018542105332017,153.51509482692927,153.9519110014662,"one protein, independent complete pool",2026-10-21T16:24:25.815653+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5m9e_B,71,2963,vllm-ordinary,0,128,0.8665812788531184,153.51509482692927,154.41567582078278,"one protein, independent complete pool",2026-10-21T16:24:26.789515+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjm_A,162,799,vllm-ordinary,0,8,1.2297539352439344,150.57685415819287,151.8355562509969,"one protein, independent complete pool",2026-10-21T16:30:16.489529+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjm_A,162,13269,vllm-ordinary,0,128,2.695787915028632,150.57685415819287,153.33888989547268,"one protein, independent complete pool",2026-10-21T16:30:19.343444+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjp_A,162,937,vllm-ordinary,0,8,1.3462894139811397,157.40733506623656,158.7928696302697,"one protein, independent complete pool",2026-10-21T16:42:29.608246+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjp_A,162,13507,vllm-ordinary,0,128,2.7066209809854627,157.40733506623656,160.1869036052376,"one protein, independent complete pool",2026-10-21T16:42:32.483804+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjq_A,162,878,vllm-ordinary,0,8,1.267837812192738,157.24639852438122,158.54012412391603,"one protein, independent complete pool",2026-10-21T16:42:26.489006+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjq_A,162,13652,vllm-ordinary,0,128,2.781763562001288,157.24639852438122,160.09347349591553,"one protein, independent complete pool",2026-10-21T16:42:29.435483+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjy_A,358,2906,vllm-ordinary,0,8,3.6271557668223977,157.24639852438122,160.91040114872158,"one protein, independent complete pool",2026-10-21T17:09:22.913237+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjy_A,358,47031,vllm-ordinary,0,128,10.231323123909531,157.24639852438122,167.65664552431554,"one protein, independent complete pool",2026-10-21T17:09:33.468216+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjz_A,361,3030,vllm-ordinary,0,8,3.682440225034952,155.1003769095987,158.83083205483854,"one protein, independent complete pool",2026-10-21T17:23:49.865152+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mjz_A,361,47739,vllm-ordinary,0,128,10.408373188227417,155.1003769095987,165.7092175576836,"one protein, independent complete pool",2026-10-21T17:24:00.623739+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mk0_A,361,2995,vllm-ordinary,0,8,3.8891312535852194,151.46286530792713,155.40559474378824,"one protein, independent complete pool",2026-10-21T17:18:13.185412+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mk0_A,361,47701,vllm-ordinary,0,128,10.573664182797074,151.46286530792713,162.2069339044392,"one protein, independent complete pool",2026-10-21T17:18:24.088133+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mk1_A,358,2974,vllm-ordinary,0,8,3.670755026862025,155.1003769095987,158.835887523368,"one protein, independent complete pool",2026-10-21T17:23:22.394176+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mk1_A,358,47287,vllm-ordinary,0,128,10.199856346473098,155.1003769095987,165.48594361171126,"one protein, independent complete pool",2026-10-21T17:23:32.926484+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mk3_A,361,3020,vllm-ordinary,0,8,3.783211084082722,157.40733506623656,161.22827048879117,"one protein, independent complete pool",2026-10-21T17:10:03.337658+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mk3_A,361,47560,vllm-ordinary,0,128,10.370044177398086,157.40733506623656,167.9760903166607,"one protein, independent complete pool",2026-10-21T17:10:14.049561+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mkd_A,124,903,vllm-ordinary,0,8,1.2128153918311,150.57685415819287,151.8165115700103,"one protein, independent complete pool",2026-10-21T16:26:11.917820+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mkd_A,124,15233,vllm-ordinary,0,128,2.627450735773891,150.57685415819287,153.27513074921444,"one protein, independent complete pool",2026-10-21T16:26:14.731948+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mmh_A,206,1506,vllm-ordinary,0,8,1.819112748838961,157.24639852438122,159.1123361075297,"one protein, independent complete pool",2026-10-21T16:48:15.555737+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5mmh_A,206,23903,vllm-ordinary,0,128,4.328693589195609,157.24639852438122,161.67577277403325,"one protein, independent complete pool",2026-10-21T16:48:20.105521+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n70_A,339,2801,vllm-ordinary,0,8,3.6534334644675255,151.46286530792713,155.15761255472898,"one protein, independent complete pool",2026-10-21T17:14:16.431763+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n70_A,339,44092,vllm-ordinary,0,128,9.38018299639225,151.46286530792713,161.00306924246252,"one protein, independent complete pool",2026-10-21T17:14:26.115003+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n71_A,337,2716,vllm-ordinary,0,8,3.373000838793814,157.24639852438122,160.6578771695495,"one protein, independent complete pool",2026-10-21T17:05:44.286287+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n71_A,337,43784,vllm-ordinary,0,128,9.22054093144834,157.24639852438122,166.62912304792553,"one protein, independent complete pool",2026-10-21T17:05:53.813370+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n74_A,55,122,vllm-ordinary,0,8,0.2696568081155419,153.51509482692927,153.81826852913946,"one protein, independent complete pool",2026-10-21T16:23:55.934532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n74_A,55,2238,vllm-ordinary,0,128,0.6593516170978546,153.51509482692927,154.20941807795316,"one protein, independent complete pool",2026-10-21T16:23:56.702931+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n7n_A,361,3130,vllm-ordinary,0,8,3.959445204585791,157.24639852438122,161.24343554116786,"one protein, independent complete pool",2026-10-21T17:10:07.659018+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n7n_A,361,48109,vllm-ordinary,0,128,10.60339582618326,157.24639852438122,168.01948757562786,"one protein, independent complete pool",2026-10-21T17:10:18.573799+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n8q_A,160,1183,vllm-ordinary,0,8,1.4981182552874088,155.1003769095987,156.62849457748234,"one protein, independent complete pool",2026-10-21T16:55:44.120264+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5n8q_A,160,19334,vllm-ordinary,0,128,3.3556804414838552,155.1003769095987,158.54366146959364,"one protein, independent complete pool",2026-10-21T16:55:47.691270+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5nb3_A,164,945,vllm-ordinary,0,8,1.435966988094151,157.24639852438122,158.70965386833996,"one protein, independent complete pool",2026-10-21T16:42:58.143944+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5nb3_A,164,14042,vllm-ordinary,0,128,2.8667942648753524,157.24639852438122,160.17862984351814,"one protein, independent complete pool",2026-10-21T16:43:01.173360+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5nb4_A,164,871,vllm-ordinary,0,8,1.1606345884501934,155.1003769095987,156.30926323123276,"one protein, independent complete pool",2026-10-21T16:57:14.216111+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5nb4_A,164,13814,vllm-ordinary,0,128,2.7234381157904863,155.1003769095987,157.8898100648075,"one protein, independent complete pool",2026-10-21T16:57:17.106769+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5non_A,155,1217,vllm-ordinary,0,8,1.515013343654573,157.40733506623656,158.9517919253558,"one protein, independent complete pool",2026-10-21T16:40:33.652167+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5non_A,155,19142,vllm-ordinary,0,128,3.3385567301884294,157.40733506623656,160.82610256504267,"one protein, independent complete pool",2026-10-21T16:40:37.184299+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o4h_A,260,1660,vllm-ordinary,0,8,2.217989068478346,157.24639852438122,159.4981420179829,"one protein, independent complete pool",2026-10-21T16:53:14.604459+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o4h_A,260,27431,vllm-ordinary,0,128,6.081863682717085,157.24639852438122,163.43443442881107,"one protein, independent complete pool",2026-10-21T16:53:20.922752+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o4j_A,264,2058,vllm-ordinary,0,8,2.747825788334012,151.46286530792713,154.2620544116944,"one protein, independent complete pool",2026-10-21T17:01:25.500776+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o4j_A,264,31087,vllm-ordinary,0,128,6.62698270007968,151.46286530792713,158.21924449689686,"one protein, independent complete pool",2026-10-21T17:01:32.374845+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o4m_A,263,1569,vllm-ordinary,0,8,2.378254013136029,157.24639852438122,159.65538584813476,"one protein, independent complete pool",2026-10-21T16:53:32.766034+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o4m_A,263,27159,vllm-ordinary,0,128,5.879351824522018,157.24639852438122,163.23801124840975,"one protein, independent complete pool",2026-10-21T16:53:38.886934+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o4n_A,264,1865,vllm-ordinary,0,8,2.3400419391691685,157.40733506623656,159.78660291433334,"one protein, independent complete pool",2026-10-21T16:53:35.042369+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o4n_A,264,31208,vllm-ordinary,0,128,6.582239636220038,157.40733506623656,164.10803881194445,"one protein, independent complete pool",2026-10-21T16:53:41.871331+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o7m_A,162,887,vllm-ordinary,0,8,1.3081672489643097,155.1003769095987,156.4358416236937,"one protein, independent complete pool",2026-10-21T16:56:41.945608+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5o7m_A,162,13605,vllm-ordinary,0,128,2.722950244322419,155.1003769095987,157.88810293003917,"one protein, independent complete pool",2026-10-21T16:56:44.859570+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ob5_A,63,367,vllm-ordinary,0,8,0.4812963791191578,150.57685415819287,151.08540616044775,"one protein, independent complete pool",2026-10-21T16:24:12.017095+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ob5_A,63,5683,vllm-ordinary,0,128,0.9588704323396088,150.57685415819287,151.57707184925675,"one protein, independent complete pool",2026-10-21T16:24:13.104158+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5omk_A,285,2368,vllm-ordinary,0,8,3.0531319957226515,151.46286530792713,154.5529502183199,"one protein, independent complete pool",2026-10-21T17:03:23.885630+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5omk_A,285,38363,vllm-ordinary,0,128,7.863801892846823,151.46286530792713,159.49442979693413,"one protein, independent complete pool",2026-10-21T17:03:32.056624+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ook_A,162,952,vllm-ordinary,0,8,1.3252241732552648,150.57685415819287,151.92733254935592,"one protein, independent complete pool",2026-10-21T16:30:20.771328+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ook_A,162,14852,vllm-ordinary,0,128,2.970854413229972,150.57685415819287,153.6171363084577,"one protein, independent complete pool",2026-10-21T16:30:23.918967+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5suw_A,269,2219,vllm-ordinary,0,8,2.7781586311757565,155.1003769095987,157.91117901355028,"one protein, independent complete pool",2026-10-21T17:08:05.932353+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5suw_A,269,37200,vllm-ordinary,0,128,7.384659184142947,155.1003769095987,162.63367026671767,"one protein, independent complete pool",2026-10-21T17:08:13.586250+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5sux_A,267,2257,vllm-ordinary,0,8,3.119537513703108,151.46286530792713,154.6342834122479,"one protein, independent complete pool",2026-10-21T17:01:35.637130+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5sux_A,267,36281,vllm-ordinary,0,128,7.422145446762443,151.46286530792713,159.0210942644626,"one protein, independent complete pool",2026-10-21T17:01:43.322665+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t42_A,47,7,vllm-ordinary,0,8,0.0443771062418818,167.73740578629076,167.8047028351575,"one protein, independent complete pool",2026-10-21T16:24:14.476444+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t42_A,47,347,vllm-ordinary,0,128,0.235695831477642,167.73740578629076,167.99994045682251,"one protein, independent complete pool",2026-10-21T16:24:14.804357+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t4r_A,35,229,vllm-ordinary,0,8,0.3186632297001779,150.57685415819287,150.91886031487957,"one protein, independent complete pool",2026-10-21T16:23:56.298159+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t4r_A,35,3392,vllm-ordinary,0,128,0.6558792619034648,150.57685415819287,151.26669616810975,"one protein, independent complete pool",2026-10-21T16:23:57.060999+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t6g_A,174,1333,vllm-ordinary,0,8,1.7097916826605797,155.1003769095987,156.8388894367963,"one protein, independent complete pool",2026-10-21T16:59:03.807635+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t6g_A,174,20656,vllm-ordinary,0,128,3.781579598784447,155.1003769095987,158.96868018247187,"one protein, independent complete pool",2026-10-21T16:59:07.805840+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t86_A,104,651,vllm-ordinary,0,8,0.8387012518942356,160.4695451501757,161.34226954216138,"one protein, independent complete pool",2026-10-21T16:33:12.882050+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t86_A,104,11830,vllm-ordinary,0,128,2.0802297540940344,160.4695451501757,162.63945069909096,"one protein, independent complete pool",2026-10-21T16:33:15.147246+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t86_I,123,937,vllm-ordinary,0,8,1.4146919064223766,157.40733506623656,158.84780246578157,"one protein, independent complete pool",2026-10-21T16:38:09.811731+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5t86_I,123,15149,vllm-ordinary,0,128,3.0425140019506216,157.40733506623656,160.5154584674165,"one protein, independent complete pool",2026-10-21T16:38:13.009472+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5tou_C,162,874,vllm-ordinary,0,8,1.1809787321835756,157.40733506623656,158.6147406026721,"one protein, independent complete pool",2026-10-21T16:42:33.767746+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5tou_C,162,13982,vllm-ordinary,0,128,2.782635163515806,157.40733506623656,160.2560202619061,"one protein, independent complete pool",2026-10-21T16:42:36.737728+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5tvf_B,270,2217,vllm-ordinary,0,8,3.297779003158212,151.46286530792713,154.79464559815824,"one protein, independent complete pool",2026-10-21T17:01:46.717147+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5tvf_B,270,35223,vllm-ordinary,0,128,7.7797769121825695,151.46286530792713,159.3739840555936,"one protein, independent complete pool",2026-10-21T17:01:54.774793+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5tvm_B,271,2293,vllm-ordinary,0,8,3.266374010592699,155.1003769095987,158.40266047418118,"one protein, independent complete pool",2026-10-21T17:08:26.399228+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5tvm_B,271,36255,vllm-ordinary,0,128,7.796426182612777,155.1003769095987,163.02620221674442,"one protein, independent complete pool",2026-10-21T17:08:34.473048+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5tvo_B,59,213,vllm-ordinary,0,8,0.3911202633753419,154.2631402183324,154.69348561484367,"one protein, independent complete pool",2026-10-21T16:24:00.130602+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5tvo_B,59,3517,vllm-ordinary,0,128,0.8315333649516106,154.2631402183324,155.12951546534896,"one protein, independent complete pool",2026-10-21T16:24:01.073713+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5twb_A,344,2670,vllm-ordinary,0,8,3.2817095778882504,155.1003769095987,158.42310847714543,"one protein, independent complete pool",2026-10-21T17:20:54.549158+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5twb_A,344,42446,vllm-ordinary,0,128,9.023925893008707,155.1003769095987,164.2856576666236,"one protein, independent complete pool",2026-10-21T17:21:03.875039+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5twc_A,344,2646,vllm-ordinary,0,8,3.564466616138816,151.46286530792713,155.0662785321474,"one protein, independent complete pool",2026-10-21T17:14:58.971867+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5twc_A,344,42111,vllm-ordinary,0,128,9.080323291942475,151.46286530792713,160.6972594279796,"one protein, independent complete pool",2026-10-21T17:15:08.355404+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ub3_A,278,2315,vllm-ordinary,0,8,2.796981659717858,157.24639852438122,160.0883130459115,"one protein, independent complete pool",2026-10-21T16:54:42.449093+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ub3_A,278,37068,vllm-ordinary,0,128,7.4068539291620255,157.24639852438122,164.78518424648792,"one protein, independent complete pool",2026-10-21T16:54:50.114409+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ub4_A,278,2450,vllm-ordinary,0,8,2.982502032071352,155.1003769095987,158.11960395798087,"one protein, independent complete pool",2026-10-21T17:08:56.585505+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ub4_A,278,37250,vllm-ordinary,0,128,7.34423265978694,155.1003769095987,162.5882804132998,"one protein, independent complete pool",2026-10-21T17:09:04.200663+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ub6_A,279,2284,vllm-ordinary,0,8,2.9415790494531397,157.24639852438122,160.2240168740973,"one protein, independent complete pool",2026-10-21T16:54:53.156783+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ub6_A,279,37014,vllm-ordinary,0,128,7.444471159018576,157.24639852438122,164.83329143654555,"one protein, independent complete pool",2026-10-21T16:55:00.869312+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ub7_A,278,2323,vllm-ordinary,0,8,2.985542200505733,151.46286530792713,154.48528815992177,"one protein, independent complete pool",2026-10-21T17:02:40.839150+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ub7_A,278,37174,vllm-ordinary,0,128,7.576666126027703,151.46286530792713,159.17386361397803,"one protein, independent complete pool",2026-10-21T17:02:48.688113+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5udi_A,460,3629,vllm-ordinary,0,8,4.890361286699772,157.24639852438122,162.17835693620145,"one protein, independent complete pool",2026-10-21T17:15:53.525806+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5udi_A,460,58260,vllm-ordinary,0,128,14.189813893288374,157.24639852438122,171.6447245934978,"one protein, independent complete pool",2026-10-21T17:16:08.084390+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5udj_A,460,3582,vllm-ordinary,0,8,4.490455007180572,155.1003769095987,159.71116924844682,"one protein, independent complete pool",2026-10-21T17:29:46.023318+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5udj_A,460,58346,vllm-ordinary,0,128,13.971742685884236,155.1003769095987,170.8131945375353,"one protein, independent complete pool",2026-10-21T17:30:01.966285+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5udk_A,461,3565,vllm-ordinary,0,8,4.512144103646278,157.40733506623656,162.03164629172534,"one protein, independent complete pool",2026-10-21T17:16:07.516518+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5udk_A,461,57706,vllm-ordinary,0,128,14.078485301695764,157.40733506623656,171.6872768830508,"one protein, independent complete pool",2026-10-21T17:16:21.967982+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5udl_A,460,3669,vllm-ordinary,0,8,4.820903729647398,151.46286530792713,156.3273637406528,"one protein, independent complete pool",2026-10-21T17:24:09.191841+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5udl_A,460,58755,vllm-ordinary,0,128,14.036697844043374,151.46286530792713,165.7829961348325,"one protein, independent complete pool",2026-10-21T17:24:23.672966+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uqz_A,354,2938,vllm-ordinary,0,8,3.647073628380895,157.24639852438122,160.9391807410866,"one protein, independent complete pool",2026-10-21T17:08:54.179321+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uqz_A,354,46770,vllm-ordinary,0,128,10.61576199159026,157.24639852438122,168.03943994548172,"one protein, independent complete pool",2026-10-21T17:09:05.117276+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uvk_A,162,818,vllm-ordinary,0,8,1.0955511098727584,157.24639852438122,158.36762033589184,"one protein, independent complete pool",2026-10-21T16:42:30.624199+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uvk_A,162,14001,vllm-ordinary,0,128,2.721483309753239,157.24639852438122,160.03549536131322,"one protein, independent complete pool",2026-10-21T16:42:33.508007+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uwz_A,219,1660,vllm-ordinary,0,8,2.130689081735909,157.24639852438122,159.41523984633386,"one protein, independent complete pool",2026-10-21T16:50:14.270052+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uwz_A,219,26382,vllm-ordinary,0,128,4.911741903051734,157.24639852438122,162.32307884842157,"one protein, independent complete pool",2026-10-21T16:50:19.452476+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ux2_A,220,1521,vllm-ordinary,0,8,1.9187766704708336,157.40733506623656,159.3641712591052,"one protein, independent complete pool",2026-10-21T16:50:18.977379+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ux2_A,220,25395,vllm-ordinary,0,128,4.721583095379174,157.40733506623656,162.231965219602,"one protein, independent complete pool",2026-10-21T16:50:23.914591+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uxi_A,220,1641,vllm-ordinary,0,8,1.991432148963213,157.24639852438122,159.30756403505802,"one protein, independent complete pool",2026-10-21T16:50:21.575270+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uxi_A,220,26382,vllm-ordinary,0,128,4.976735160686076,157.24639852438122,162.3329121042043,"one protein, independent complete pool",2026-10-21T16:50:26.767426+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uxx_A,160,989,vllm-ordinary,0,8,1.2725711171515286,150.57685415819287,151.8864275664091,"one protein, independent complete pool",2026-10-21T16:29:23.742161+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5uxx_A,160,15797,vllm-ordinary,0,128,2.722068971954286,150.57685415819287,153.368506568484,"one protein, independent complete pool",2026-10-21T16:29:26.628209+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5v8v_A,337,2930,vllm-ordinary,0,8,3.536159463226795,155.1003769095987,158.68117823824286,"one protein, independent complete pool",2026-10-21T17:19:46.991532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5v8v_A,337,46265,vllm-ordinary,0,128,9.62273739092052,155.1003769095987,164.89385461434722,"one protein, independent complete pool",2026-10-21T17:19:56.929811+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5vfx_A,100,831,vllm-ordinary,0,8,1.1430652919225397,150.57685415819287,151.74494397919625,"one protein, independent complete pool",2026-10-21T16:25:22.865712+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5vfx_A,100,13300,vllm-ordinary,0,128,2.218340002000332,150.57685415819287,152.87956017488614,"one protein, independent complete pool",2026-10-21T16:25:25.259479+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5vfy_A,102,821,vllm-ordinary,0,8,1.0097757810726762,150.57685415819287,151.61358337616548,"one protein, independent complete pool",2026-10-21T16:25:29.477523+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5vfy_A,102,13692,vllm-ordinary,0,128,2.361289320047945,150.57685415819287,153.01475447509438,"one protein, independent complete pool",2026-10-21T16:25:32.011145+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5vjx_D,63,176,vllm-ordinary,0,8,0.3441144414246082,154.2631402183324,154.6337323822081,"one protein, independent complete pool",2026-10-21T16:24:05.125333+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5vjx_D,63,3337,vllm-ordinary,0,128,0.8878219928592443,154.2631402183324,155.1933396141976,"one protein, independent complete pool",2026-10-21T16:24:06.140490+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5von_A,282,2407,vllm-ordinary,0,8,3.0444105304777622,157.40733506623656,160.506157011725,"one protein, independent complete pool",2026-10-21T16:54:59.850790+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5von_A,282,38474,vllm-ordinary,0,128,7.955848368816078,157.40733506623656,165.50833986327052,"one protein, independent complete pool",2026-10-21T16:55:08.083747+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5voo_A,282,2467,vllm-ordinary,0,8,3.215104080736637,157.24639852438122,160.50105525553226,"one protein, independent complete pool",2026-10-21T16:55:04.189848+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5voo_A,282,38713,vllm-ordinary,0,128,8.10176377557218,157.24639852438122,165.48455392662436,"one protein, independent complete pool",2026-10-21T16:55:12.564448+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5vop_A,282,2483,vllm-ordinary,0,8,2.9969489239156246,155.1003769095987,158.13021509721875,"one protein, independent complete pool",2026-10-21T17:09:18.904841+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5vop_A,282,38896,vllm-ordinary,0,128,7.836997594684362,155.1003769095987,163.080105997622,"one protein, independent complete pool",2026-10-21T17:09:27.009842+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wbu_D,317,2862,vllm-ordinary,0,8,3.516836490482092,155.1003769095987,158.6532373931259,"one protein, independent complete pool",2026-10-21T17:13:49.719385+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wbu_D,317,46243,vllm-ordinary,0,128,9.453376226127148,155.1003769095987,164.7265356183052,"one protein, independent complete pool",2026-10-21T17:13:59.482520+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wby_D,317,2923,vllm-ordinary,0,8,3.756784247234464,151.46286530792713,155.2746581286192,"one protein, independent complete pool",2026-10-21T17:07:35.490634+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wby_D,317,46482,vllm-ordinary,0,128,9.8688706997782,151.46286530792713,161.50346795469522,"one protein, independent complete pool",2026-10-21T17:07:45.676840+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wdz_A,66,553,vllm-ordinary,0,8,0.8040492981672287,167.73740578629076,168.5659222342074,"one protein, independent complete pool",2026-10-21T16:24:34.829063+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wdz_A,66,7528,vllm-ordinary,0,128,1.2790192179381847,167.73740578629076,169.06332041230053,"one protein, independent complete pool",2026-10-21T16:24:36.235705+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wkq_A,166,580,vllm-ordinary,0,8,0.928801979869604,155.1003769095987,156.06477906927466,"one protein, independent complete pool",2026-10-21T16:57:27.877767+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wkq_A,166,9158,vllm-ordinary,0,128,1.8700391929596665,155.1003769095987,157.02128841169178,"one protein, independent complete pool",2026-10-21T16:57:29.895043+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wpj_B,414,3426,vllm-ordinary,0,8,4.643697865307331,157.40733506623656,162.08987438306212,"one protein, independent complete pool",2026-10-21T17:13:27.946363+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wpj_B,414,54389,vllm-ordinary,0,128,13.032106515020132,157.40733506623656,170.69740598462522,"one protein, independent complete pool",2026-10-21T17:13:41.397804+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wpk_B,422,3403,vllm-ordinary,0,8,4.62197513692081,157.24639852438122,161.9119614092633,"one protein, independent complete pool",2026-10-21T17:13:28.988843+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5wpk_B,422,54946,vllm-ordinary,0,128,13.557513822801411,157.24639852438122,171.00146935600787,"one protein, independent complete pool",2026-10-21T17:13:42.912787+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xbc_A,117,626,vllm-ordinary,0,8,0.8662784686312079,157.40733506623656,158.29912061896175,"one protein, independent complete pool",2026-10-21T16:38:02.496746+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xbc_A,117,9979,vllm-ordinary,0,128,2.087308811955154,157.40733506623656,159.5506648682058,"one protein, independent complete pool",2026-10-21T16:38:04.726968+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xhu_A,329,2531,vllm-ordinary,0,8,3.141238622367382,157.40733506623656,160.58496666979045,"one protein, independent complete pool",2026-10-21T17:03:17.523389+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xhu_A,329,40623,vllm-ordinary,0,128,8.724991898983717,157.40733506623656,166.31479815300554,"one protein, independent complete pool",2026-10-21T17:03:26.579672+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xhw_A,225,1881,vllm-ordinary,0,8,2.252890344709158,157.24639852438122,159.5312422234565,"one protein, independent complete pool",2026-10-21T16:50:59.337512+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xhw_A,225,29930,vllm-ordinary,0,128,5.47168771084398,157.24639852438122,162.83174689114094,"one protein, independent complete pool",2026-10-21T16:51:05.043761+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xj1_A,453,4166,vllm-ordinary,0,8,5.194800002500415,155.1003769095987,160.33683398365974,"one protein, independent complete pool",2026-10-21T17:28:24.981426+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xj1_A,453,67488,vllm-ordinary,0,128,15.983828766271472,155.1003769095987,171.32804369181397,"one protein, independent complete pool",2026-10-21T17:28:41.376158+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xj2_A,454,4198,vllm-ordinary,0,8,5.189319226890802,157.24639852438122,162.48355738259852,"one protein, independent complete pool",2026-10-21T17:14:52.994493+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xj2_A,454,67031,vllm-ordinary,0,128,16.009539724327624,157.24639852438122,173.56947582494467,"one protein, independent complete pool",2026-10-21T17:15:09.481856+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xlv_A,306,2368,vllm-ordinary,0,8,3.0470037264749408,157.40733506623656,160.50153268594295,"one protein, independent complete pool",2026-10-21T16:57:41.348559+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xlv_A,306,37669,vllm-ordinary,0,128,8.028407623060048,157.40733506623656,165.5717167146504,"one protein, independent complete pool",2026-10-21T16:57:49.649515+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xun_A,170,1279,vllm-ordinary,0,8,1.565977955237031,155.1003769095987,156.6928525324911,"one protein, independent complete pool",2026-10-21T16:57:31.553876+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5xun_A,170,20246,vllm-ordinary,0,128,3.546058112755418,155.1003769095987,158.72892861627042,"one protein, independent complete pool",2026-10-21T16:57:35.290593+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_14,227,1501,vllm-ordinary,0,8,2.177599536255002,157.24639852438122,159.46728618070483,"one protein, independent complete pool",2026-10-21T16:51:07.350941+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_14,227,26456,vllm-ordinary,0,128,5.586661666631699,157.24639852438122,162.93629475403577,"one protein, independent complete pool",2026-10-21T16:51:13.147006+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_Q1,174,1285,vllm-ordinary,0,8,1.739073080010712,150.57685415819287,152.35689670825377,"one protein, independent complete pool",2026-10-21T16:32:44.280808+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_Q1,174,20386,vllm-ordinary,0,128,3.9102286170236766,150.57685415819287,154.57330990815535,"one protein, independent complete pool",2026-10-21T16:32:48.400515+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_a4,162,820,vllm-ordinary,0,8,1.1806194353848696,155.1003769095987,156.3074240386486,"one protein, independent complete pool",2026-10-21T16:56:46.140300+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_a4,162,14218,vllm-ordinary,0,128,2.8198674600571394,155.1003769095987,157.98693766631186,"one protein, independent complete pool",2026-10-21T16:56:49.128785+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_c2,91,475,vllm-ordinary,0,8,0.7458965610712767,157.40733506623656,158.18802353460342,"one protein, independent complete pool",2026-10-21T16:37:15.725957+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_c2,91,9082,vllm-ordinary,0,128,1.748543313704431,157.40733506623656,159.20367584191263,"one protein, independent complete pool",2026-10-21T16:37:17.625575+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_e2,164,941,vllm-ordinary,0,8,1.3582406900823116,150.57685415819287,151.96407158486545,"one protein, independent complete pool",2026-10-21T16:30:51.773116+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y6p_e2,164,14941,vllm-ordinary,0,128,2.8394511663354933,150.57685415819287,153.55820795847103,"one protein, independent complete pool",2026-10-21T16:30:54.845988+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y98_A,196,1480,vllm-ordinary,0,8,1.9706842619925735,157.40733506623656,159.41822076030076,"one protein, independent complete pool",2026-10-21T16:47:20.392029+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y98_A,196,23829,vllm-ordinary,0,128,4.407959907315671,157.40733506623656,161.90821095742285,"one protein, independent complete pool",2026-10-21T16:47:24.996347+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y9a_A,196,1469,vllm-ordinary,0,8,1.848965703509748,157.24639852438122,159.12472114432603,"one protein, independent complete pool",2026-10-21T16:47:20.838880+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5y9a_A,196,23995,vllm-ordinary,0,128,4.426110940985382,157.24639852438122,161.7739864457399,"one protein, independent complete pool",2026-10-21T16:47:25.467741+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ygq_A,341,2404,vllm-ordinary,0,8,3.0238546188920736,157.24639852438122,160.31527179852128,"one protein, independent complete pool",2026-10-21T17:06:40.463190+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5ygq_A,341,38412,vllm-ordinary,0,128,8.066783551126719,157.24639852438122,165.4524073926732,"one protein, independent complete pool",2026-10-21T17:06:48.808666+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yia_A,328,2791,vllm-ordinary,0,8,3.656265152618289,151.46286530792713,155.1598815396428,"one protein, independent complete pool",2026-10-21T17:10:02.430477+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yia_A,328,46172,vllm-ordinary,0,128,9.870834562927485,151.46286530792713,161.50065132789314,"one protein, independent complete pool",2026-10-21T17:10:12.603895+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yib_A,328,2883,vllm-ordinary,0,8,3.663452477194369,157.40733506623656,161.10783390980214,"one protein, independent complete pool",2026-10-21T17:02:09.702488+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yib_A,328,46103,vllm-ordinary,0,128,9.759002809412776,157.40733506623656,167.33922899328172,"one protein, independent complete pool",2026-10-21T17:02:19.772520+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yic_A,328,2853,vllm-ordinary,0,8,3.553165659308433,157.24639852438122,160.83480997476727,"one protein, independent complete pool",2026-10-21T17:02:16.715850+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yic_A,328,46052,vllm-ordinary,0,128,9.612157273106275,157.24639852438122,167.02206448931247,"one protein, independent complete pool",2026-10-21T17:02:26.627617+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yid_A,327,2872,vllm-ordinary,0,8,3.528922618366778,157.24639852438122,160.8130624331534,"one protein, independent complete pool",2026-10-21T17:01:48.638408+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yid_A,327,45936,vllm-ordinary,0,128,9.627598268911242,157.24639852438122,167.04936159960926,"one protein, independent complete pool",2026-10-21T17:01:58.574911+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yie_A,327,2889,vllm-ordinary,0,8,3.5598137713968754,155.1003769095987,158.6999732851982,"one protein, independent complete pool",2026-10-21T17:15:58.891822+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yie_A,327,45960,vllm-ordinary,0,128,9.581669989973308,155.1003769095987,164.86033451929688,"one protein, independent complete pool",2026-10-21T17:16:08.793523+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yl8_A,193,1440,vllm-ordinary,0,8,1.80874165520072,157.24639852438122,159.0910704350099,"one protein, independent complete pool",2026-10-21T16:46:33.334159+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yl8_A,193,23976,vllm-ordinary,0,128,4.702991152182221,157.24639852438122,162.04341375920922,"one protein, independent complete pool",2026-10-21T16:46:38.259988+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yla_A,193,1496,vllm-ordinary,0,8,1.9716318640857933,155.1003769095987,157.10540094412863,"one protein, independent complete pool",2026-10-21T17:00:48.564857+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yla_A,193,23730,vllm-ordinary,0,128,4.405256241559982,155.1003769095987,159.60058729723096,"one protein, independent complete pool",2026-10-21T17:00:53.168515+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yn4_A,193,1535,vllm-ordinary,0,8,1.9222949356772008,150.57685415819287,152.52670266712084,"one protein, independent complete pool",2026-10-21T16:34:30.498353+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yn4_A,193,24004,vllm-ordinary,0,128,4.398604286834598,150.57685415819287,155.06667548511177,"one protein, independent complete pool",2026-10-21T16:34:35.096408+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yo8_A,349,3111,vllm-ordinary,0,8,3.941021146252752,157.24639852438122,161.24118034541607,"one protein, independent complete pool",2026-10-21T17:07:30.688163+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5yo8_A,349,48969,vllm-ordinary,0,128,10.796888099052012,157.24639852438122,168.2198173822835,"one protein, independent complete pool",2026-10-21T17:07:41.801701+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5z4y_A,89,440,vllm-ordinary,0,8,0.5786602515727282,157.40733506623656,158.0167013797909,"one protein, independent complete pool",2026-10-21T16:37:11.303338+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5z4y_A,89,6926,vllm-ordinary,0,128,1.221461826004088,157.40733506623656,158.67827443033457,"one protein, independent complete pool",2026-10-21T16:37:12.648722+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5z50_A,232,1620,vllm-ordinary,0,8,2.285227304324508,151.46286530792713,153.78436079248786,"one protein, independent complete pool",2026-10-21T16:59:12.704213+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5z50_A,232,26584,vllm-ordinary,0,128,5.147056605666876,151.46286530792713,156.7158803641796,"one protein, independent complete pool",2026-10-21T16:59:18.087040+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zcr_A,725,7893,vllm-ordinary,0,8,11.783044096082447,151.46286530792713,163.3285612165928,"one protein, independent complete pool",2026-10-21T17:31:46.372355+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zcr_A,725,131618,vllm-ordinary,0,128,44.72486847452819,151.46286530792713,196.6271378174424,"one protein, independent complete pool",2026-10-21T17:32:31.782784+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zq0_A,453,4291,vllm-ordinary,0,8,5.324709551408887,151.46286530792713,156.83455182425678,"one protein, independent complete pool",2026-10-21T17:22:51.097882+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zq0_A,453,68037,vllm-ordinary,0,128,16.329307604581118,151.46286530792713,168.09378353878856,"one protein, independent complete pool",2026-10-21T17:23:07.900554+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zq1_A,452,4251,vllm-ordinary,0,8,5.352382883429527,157.24639852438122,162.64564063958824,"one protein, independent complete pool",2026-10-21T17:14:31.220579+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zq1_A,452,67530,vllm-ordinary,0,128,16.076395194977522,157.24639852438122,173.55010233353823,"one protein, independent complete pool",2026-10-21T17:14:47.691771+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zq8_B,454,4274,vllm-ordinary,0,8,5.2650045938789845,155.1003769095987,160.41762101463974,"one protein, independent complete pool",2026-10-21T17:28:46.754618+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zq8_B,454,67649,vllm-ordinary,0,128,16.025233812630177,155.1003769095987,171.4314197525382,"one protein, independent complete pool",2026-10-21T17:29:03.275279+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zth_A,453,4292,vllm-ordinary,0,8,5.421874516643584,157.40733506623656,162.87173072062433,"one protein, independent complete pool",2026-10-21T17:14:46.151030+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zth_A,453,67335,vllm-ordinary,0,128,16.052234621718526,157.40733506623656,173.6914941323921,"one protein, independent complete pool",2026-10-21T17:15:02.604399+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zx8_A,186,1422,vllm-ordinary,0,8,1.817944754846394,157.40733506623656,159.2566698724404,"one protein, independent complete pool",2026-10-21T16:45:47.392458+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zx8_A,186,23620,vllm-ordinary,0,128,4.361260741017759,157.40733506623656,161.87218356132507,"one protein, independent complete pool",2026-10-21T16:45:51.961214+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zzv_A,193,1533,vllm-ordinary,0,8,1.9686177764087915,157.40733506623656,159.40599990729245,"one protein, independent complete pool",2026-10-21T16:46:44.822745+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +5zzv_A,193,23902,vllm-ordinary,0,128,4.456613579764962,157.40733506623656,161.95787276234478,"one protein, independent complete pool",2026-10-21T16:46:49.474717+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6a31_A,193,1511,vllm-ordinary,0,8,1.9428716143593192,157.24639852438122,159.2537148334086,"one protein, independent complete pool",2026-10-21T16:46:40.347394+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6a31_A,193,23943,vllm-ordinary,0,128,4.349717190489173,157.24639852438122,161.69164782762527,"one protein, independent complete pool",2026-10-21T16:46:44.895368+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6af3_B,91,370,vllm-ordinary,0,8,0.5433012116700411,157.24639852438122,157.8162901075557,"one protein, independent complete pool",2026-10-21T16:37:08.587840+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6af3_B,91,6126,vllm-ordinary,0,128,1.169462846592069,157.24639852438122,158.47130077518523,"one protein, independent complete pool",2026-10-21T16:37:09.895709+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6af4_B,90,365,vllm-ordinary,0,8,0.501696739345789,160.4695451501757,160.99639090243727,"one protein, independent complete pool",2026-10-21T16:32:53.775996+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6af4_B,90,6119,vllm-ordinary,0,128,1.1627973057329657,160.4695451501757,161.68097204715014,"one protein, independent complete pool",2026-10-21T16:32:55.070201+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ajm_A,172,1223,vllm-ordinary,0,8,1.4570201011374593,157.40733506623656,158.8985956693068,"one protein, independent complete pool",2026-10-21T16:44:03.429248+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ajm_A,172,19761,vllm-ordinary,0,128,3.4437396246939898,157.40733506623656,160.9433092996478,"one protein, independent complete pool",2026-10-21T16:44:07.097335+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ajn_A,172,1268,vllm-ordinary,0,8,1.5261986264958978,157.24639852438122,158.80061628762633,"one protein, independent complete pool",2026-10-21T16:43:57.737783+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ajn_A,172,19857,vllm-ordinary,0,128,3.4650352764874697,157.24639852438122,160.79446776676923,"one protein, independent complete pool",2026-10-21T16:44:01.398951+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6az5_A,116,1003,vllm-ordinary,0,8,1.3370943795889616,157.24639852438122,158.61393931508064,"one protein, independent complete pool",2026-10-21T16:37:53.388658+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6az5_A,116,15793,vllm-ordinary,0,128,2.759712753817439,157.24639852438122,160.07545111048967,"one protein, independent complete pool",2026-10-21T16:37:56.326833+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6b6i_A,173,1332,vllm-ordinary,0,8,1.613309171050787,150.57685415819287,152.21803867304698,"one protein, independent complete pool",2026-10-21T16:32:32.308345+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6b6i_A,173,21628,vllm-ordinary,0,128,3.896621614228934,150.57685415819287,154.56029437715188,"one protein, independent complete pool",2026-10-21T16:32:36.403531+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6bcu_D,317,2901,vllm-ordinary,0,8,3.514508856460452,157.40733506623656,160.9638640973717,"one protein, independent complete pool",2026-10-21T16:59:42.887709+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6bcu_D,317,46181,vllm-ordinary,0,128,9.576165976934137,157.40733506623656,167.1430743932724,"one protein, independent complete pool",2026-10-21T16:59:52.770983+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6bcx_D,317,2903,vllm-ordinary,0,8,3.5997712397947907,157.24639852438122,160.88037538528442,"one protein, independent complete pool",2026-10-21T16:59:53.300981+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6bcx_D,317,46353,vllm-ordinary,0,128,9.61852299887687,157.24639852438122,167.03029260784388,"one protein, independent complete pool",2026-10-21T17:00:03.226474+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6bm7_B,270,2283,vllm-ordinary,0,8,3.1720016757026315,157.40733506623656,160.62422166857868,"one protein, independent complete pool",2026-10-21T16:53:55.926084+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6bm7_B,270,36440,vllm-ordinary,0,128,7.681204938329756,157.40733506623656,165.22130715008825,"one protein, independent complete pool",2026-10-21T16:54:03.867570+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6btm_B,948,10652,vllm-ordinary,0,8,16.614185065962374,157.24639852438122,173.9504874823615,"one protein, independent complete pool",2026-10-21T17:29:24.462210+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6btm_B,948,160473,vllm-ordinary,0,128,63.33058577030897,157.24639852438122,221.10967994946984,"one protein, independent complete pool",2026-10-21T17:30:28.672789+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6btm_C,457,3352,vllm-ordinary,0,8,4.529770961031318,157.40733506623656,161.98761358764023,"one protein, independent complete pool",2026-10-21T17:15:26.553620+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6btm_C,457,54107,vllm-ordinary,0,128,12.762978566810489,157.40733506623656,170.36669233441353,"one protein, independent complete pool",2026-10-21T17:15:39.684325+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6btm_D,172,945,vllm-ordinary,0,8,1.2521672882139685,155.1003769095987,156.38369490206242,"one protein, independent complete pool",2026-10-21T16:58:12.934448+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6btm_D,172,14839,vllm-ordinary,0,128,2.815628683194518,155.1003769095987,157.99913916923106,"one protein, independent complete pool",2026-10-21T16:58:15.946969+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6btm_E,161,901,vllm-ordinary,0,8,1.2550875404849648,157.24639852438122,158.52882805932313,"one protein, independent complete pool",2026-10-21T16:41:42.338207+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6btm_E,161,13070,vllm-ordinary,0,128,2.462786759249866,157.24639852438122,159.77243836969137,"one protein, independent complete pool",2026-10-21T16:41:44.974012+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6bv7_A,57,164,vllm-ordinary,0,8,0.3013358609750867,153.51509482692927,153.84438534546643,"one protein, independent complete pool",2026-10-21T16:23:57.089368+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6bv7_A,57,2869,vllm-ordinary,0,128,0.6676883837208152,153.51509482692927,154.21806860901415,"one protein, independent complete pool",2026-10-21T16:23:57.864059+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6c6k_C,44,126,vllm-ordinary,0,8,0.1830117385834455,167.73740578629076,167.94075715728104,"one protein, independent complete pool",2026-10-21T16:24:13.797726+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6c6k_C,44,2042,vllm-ordinary,0,128,0.4516456574201584,167.73740578629076,168.21913193538785,"one protein, independent complete pool",2026-10-21T16:24:14.358523+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cah_A,108,709,vllm-ordinary,0,8,0.9035940351895988,160.4695451501757,161.4019903964363,"one protein, independent complete pool",2026-10-21T16:33:23.310736+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cah_A,108,11283,vllm-ordinary,0,128,1.968717573210597,160.4695451501757,162.50442601041868,"one protein, independent complete pool",2026-10-21T16:33:25.439028+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cam_A,351,2906,vllm-ordinary,0,8,4.478069143369794,151.46286530792713,155.9821544084698,"one protein, independent complete pool",2026-10-21T17:16:12.976542+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cam_A,351,45004,vllm-ordinary,0,128,10.275485083460808,151.46286530792713,161.98923453874886,"one protein, independent complete pool",2026-10-21T17:16:23.666759+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cc8_A,71,508,vllm-ordinary,0,8,0.6609694650396705,160.4695451501757,161.15555435512215,"one protein, independent complete pool",2026-10-21T16:32:19.293067+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cc8_A,71,8116,vllm-ordinary,0,128,1.4177495767362416,160.4695451501757,161.94148329086602,"one protein, independent complete pool",2026-10-21T16:32:20.858593+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ccg_A,72,494,vllm-ordinary,0,8,0.6707701375707984,154.2631402183324,154.95797833055258,"one protein, independent complete pool",2026-10-21T16:24:38.474968+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ccg_A,72,8320,vllm-ordinary,0,128,1.4067683331668377,154.2631402183324,155.7202022727579,"one protein, independent complete pool",2026-10-21T16:24:40.017809+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ceu_A,71,505,vllm-ordinary,0,8,0.6780270640738308,150.57685415819287,151.28044835710898,"one protein, independent complete pool",2026-10-21T16:24:38.179417+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ceu_A,71,8047,vllm-ordinary,0,128,1.4098652959801257,150.57685415819287,152.0334476782009,"one protein, independent complete pool",2026-10-21T16:24:39.713491+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cev_A,71,541,vllm-ordinary,0,8,0.7974527319893241,154.2631402183324,155.08592361025512,"one protein, independent complete pool",2026-10-21T16:24:34.365774+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cev_A,71,8185,vllm-ordinary,0,128,1.4202870056033134,154.2631402183324,155.73347198497504,"one protein, independent complete pool",2026-10-21T16:24:35.909931+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cpd_A,126,998,vllm-ordinary,0,8,1.2919360790401695,157.24639852438122,158.5860773138702,"one protein, independent complete pool",2026-10-21T16:38:16.657078+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cpd_A,126,16509,vllm-ordinary,0,128,2.8245698427781463,157.24639852438122,160.1422779550776,"one protein, independent complete pool",2026-10-21T16:38:19.660780+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cuk_A,115,639,vllm-ordinary,0,8,0.9585807574912906,157.24639852438122,158.23429647739977,"one protein, independent complete pool",2026-10-21T16:37:49.781179+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cuk_A,115,10453,vllm-ordinary,0,128,1.9676013672724368,157.24639852438122,159.28990441001952,"one protein, independent complete pool",2026-10-21T16:37:51.949751+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cxt_A,71,319,vllm-ordinary,0,8,0.4182396521791816,153.51509482692927,153.96607255842537,"one protein, independent complete pool",2026-10-21T16:24:27.306720+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6cxt_A,71,5274,vllm-ordinary,0,128,0.9503017514944077,153.51509482692927,154.50397763215005,"one protein, independent complete pool",2026-10-21T16:24:28.376749+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6d0h_A,160,1299,vllm-ordinary,0,8,1.6108929235488176,157.40733506623656,159.04878574423492,"one protein, independent complete pool",2026-10-21T16:41:34.237072+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6d0h_A,160,20042,vllm-ordinary,0,128,3.641289994120598,157.40733506623656,161.130848727189,"one protein, independent complete pool",2026-10-21T16:41:38.060872+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6d0h_B,72,283,vllm-ordinary,0,8,0.4275424461811781,153.51509482692927,153.96692981291562,"one protein, independent complete pool",2026-10-21T16:24:30.991510+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6d0h_B,72,4570,vllm-ordinary,0,128,0.8013788219541311,153.51509482692927,154.35607626847923,"one protein, independent complete pool",2026-10-21T16:24:31.920714+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6d0i_A,160,1267,vllm-ordinary,0,8,1.6080229729413986,157.24639852438122,158.89543242566288,"one protein, independent complete pool",2026-10-21T16:41:31.839912+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6d0i_A,160,19968,vllm-ordinary,0,128,3.6234691264107823,157.24639852438122,160.95757995545864,"one protein, independent complete pool",2026-10-21T16:41:35.652366+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6d0i_B,72,288,vllm-ordinary,0,8,0.4064594903029501,160.4695451501757,160.9043528684415,"one protein, independent complete pool",2026-10-21T16:32:26.048230+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6d0i_B,72,4653,vllm-ordinary,0,128,0.8449962218292058,160.4695451501757,161.36058085411787,"one protein, independent complete pool",2026-10-21T16:32:27.025528+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dg5_C,193,1864,vllm-ordinary,0,8,2.357802126556635,155.1003769095987,157.4892552215606,"one protein, independent complete pool",2026-10-21T17:00:55.612440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dg5_C,193,28912,vllm-ordinary,0,128,5.272418208420277,155.1003769095987,160.48189743608236,"one protein, independent complete pool",2026-10-21T17:01:01.098354+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dio_B,427,3334,vllm-ordinary,0,8,4.875283267349005,151.46286530792713,156.3889024555683,"one protein, independent complete pool",2026-10-21T17:21:54.569245+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dio_B,427,55009,vllm-ordinary,0,128,13.948502011597157,151.46286530792713,165.60209113173187,"one protein, independent complete pool",2026-10-21T17:22:08.874497+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dmp_A,77,331,vllm-ordinary,0,8,0.4176876903511584,160.4695451501757,160.91002801945433,"one protein, independent complete pool",2026-10-21T16:32:34.039926+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dmp_A,77,5045,vllm-ordinary,0,128,0.9042520588263868,160.4695451501757,161.43040030403063,"one protein, independent complete pool",2026-10-21T16:32:35.083624+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dmp_B,82,305,vllm-ordinary,0,8,0.4363508932292461,160.4695451501757,160.930521867238,"one protein, independent complete pool",2026-10-21T16:32:40.027864+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dmp_B,82,4598,vllm-ordinary,0,128,0.857520473189652,160.4695451501757,161.37539853621274,"one protein, independent complete pool",2026-10-21T16:32:41.013608+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dss_A,320,2844,vllm-ordinary,0,8,3.661752831190825,155.1003769095987,158.80089674144983,"one protein, independent complete pool",2026-10-21T17:14:40.794844+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dss_A,320,45030,vllm-ordinary,0,128,9.913019763305783,155.1003769095987,165.1923191528767,"one protein, independent complete pool",2026-10-21T17:14:51.046830+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dv9_F,174,883,vllm-ordinary,0,8,1.1553101735189557,157.40733506623656,158.59368043299764,"one protein, independent complete pool",2026-10-21T16:45:00.351640+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dv9_F,174,13829,vllm-ordinary,0,128,2.549389824271202,157.40733506623656,160.0299516422674,"one protein, independent complete pool",2026-10-21T16:45:03.073361+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dvb_F,174,885,vllm-ordinary,0,8,1.1631526900455356,157.24639852438122,158.43627585284412,"one protein, independent complete pool",2026-10-21T16:44:54.402113+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dvb_F,174,13595,vllm-ordinary,0,128,2.619704643264413,157.24639852438122,159.93987715709957,"one protein, independent complete pool",2026-10-21T16:44:57.196540+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dvc_F,174,813,vllm-ordinary,0,8,1.1197424232959747,155.1003769095987,156.24985507316887,"one protein, independent complete pool",2026-10-21T16:59:09.017319+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dvc_F,174,13791,vllm-ordinary,0,128,2.66174852848053,155.1003769095987,157.83945432119071,"one protein, independent complete pool",2026-10-21T16:59:11.855066+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dvd_F,174,814,vllm-ordinary,0,8,1.0420107683166862,150.57685415819287,151.64768953435123,"one protein, independent complete pool",2026-10-21T16:32:49.532812+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dvd_F,174,14073,vllm-ordinary,0,128,2.646146535873413,150.57685415819287,153.32172533404082,"one protein, independent complete pool",2026-10-21T16:32:52.373502+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dve_F,174,900,vllm-ordinary,0,8,1.1358342161402106,157.40733506623656,158.56994599290192,"one protein, independent complete pool",2026-10-21T16:45:04.305990+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dve_F,174,14051,vllm-ordinary,0,128,2.624077192507684,157.40733506623656,160.09726436529309,"one protein, independent complete pool",2026-10-21T16:45:07.094395+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dwo_A,712,7540,vllm-ordinary,0,8,10.05533199571073,155.1003769095987,165.21467459388077,"one protein, independent complete pool",2026-10-21T17:37:33.138407+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6dwo_A,712,120997,vllm-ordinary,0,128,38.447290122509,155.1003769095987,194.32261751964688,"one protein, independent complete pool",2026-10-21T17:38:12.728879+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6evi_A,70,182,vllm-ordinary,0,8,0.3563687754794955,153.51509482692927,153.90406465064734,"one protein, independent complete pool",2026-10-21T16:24:17.860189+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6evi_A,70,3547,vllm-ordinary,0,128,0.9611892011016608,153.51509482692927,154.51307137776166,"one protein, independent complete pool",2026-10-21T16:24:18.959734+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6evq_A,70,243,vllm-ordinary,0,8,0.4513752828352153,160.4695451501757,160.94391846796498,"one protein, independent complete pool",2026-10-21T16:32:11.137146+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6evq_A,70,3545,vllm-ordinary,0,128,0.8935977006331086,160.4695451501757,161.4037767010741,"one protein, independent complete pool",2026-10-21T16:32:12.155101+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f0k_A,207,892,vllm-ordinary,0,8,1.2023296523839235,151.46286530792713,152.6933064367622,"one protein, independent complete pool",2026-10-21T16:56:09.638071+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f0k_A,207,14164,vllm-ordinary,0,128,3.016631819307804,151.46286530792713,154.54516435228288,"one protein, independent complete pool",2026-10-21T16:56:12.832492+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f65_A,285,2415,vllm-ordinary,0,8,2.914494468830526,157.40733506623656,160.3553867014125,"one protein, independent complete pool",2026-10-21T16:55:33.725770+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f65_A,285,38532,vllm-ordinary,0,128,7.835412402637303,157.40733506623656,165.47107395436615,"one protein, independent complete pool",2026-10-21T16:55:41.928481+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f6b_A,286,2343,vllm-ordinary,0,8,3.147088460624218,151.46286530792713,154.6484267823398,"one protein, independent complete pool",2026-10-21T17:03:58.123619+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f6b_A,286,38527,vllm-ordinary,0,128,8.046650206670165,151.46286530792713,159.6479907426983,"one protein, independent complete pool",2026-10-21T17:04:06.441661+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f6g_B,285,2435,vllm-ordinary,0,8,2.9717927677556872,157.24639852438122,160.27653428260237,"one protein, independent complete pool",2026-10-21T16:55:39.056635+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f6g_B,285,38174,vllm-ordinary,0,128,7.760804762132466,157.24639852438122,165.14196927752346,"one protein, independent complete pool",2026-10-21T16:55:47.075624+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f6h_A,285,2393,vllm-ordinary,0,8,2.94952623732388,155.1003769095987,158.0837690085173,"one protein, independent complete pool",2026-10-21T17:09:52.103997+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f6h_A,285,38348,vllm-ordinary,0,128,7.587350312620401,155.1003769095987,162.83112733624876,"one protein, independent complete pool",2026-10-21T17:09:59.968446+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f92_A,760,8464,vllm-ordinary,0,8,11.669223823584616,157.24639852438122,168.97920211125165,"one protein, independent complete pool",2026-10-21T17:27:05.942444+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f92_A,760,135620,vllm-ordinary,0,128,46.02862390875816,157.24639852438122,203.7249561417848,"one protein, independent complete pool",2026-10-21T17:27:52.741859+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f95_A,267,2416,vllm-ordinary,0,8,2.91208229213953,157.40733506623656,160.3550895024091,"one protein, independent complete pool",2026-10-21T16:53:44.888655+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6f95_A,267,37786,vllm-ordinary,0,128,7.443891971372068,157.40733506623656,164.9923780253157,"one protein, independent complete pool",2026-10-21T16:53:52.599875+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6fan_A,61,462,vllm-ordinary,0,8,0.6309853652492166,153.51509482692927,154.17188457027078,"one protein, independent complete pool",2026-10-21T16:23:59.349853+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6fan_A,61,8063,vllm-ordinary,0,128,1.285113513469696,153.51509482692927,154.84964348375797,"one protein, independent complete pool",2026-10-21T16:24:00.765017+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6fhs_A,449,3077,vllm-ordinary,0,8,4.26600138284266,157.40733506623656,161.71199296135455,"one protein, independent complete pool",2026-10-21T17:14:28.397563+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6fhs_A,449,49327,vllm-ordinary,0,128,11.813646715134382,157.40733506623656,169.4010366294533,"one protein, independent complete pool",2026-10-21T17:14:40.555393+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6g42_A,301,2701,vllm-ordinary,0,8,3.237923424690962,155.1003769095987,158.37562443502247,"one protein, independent complete pool",2026-10-21T17:10:57.854963+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6g42_A,301,42576,vllm-ordinary,0,128,8.869817854836583,155.1003769095987,164.12411813810468,"one protein, independent complete pool",2026-10-21T17:11:07.027506+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6g96_B,174,1234,vllm-ordinary,0,8,1.4968096502125263,157.24639852438122,158.77731501217932,"one protein, independent complete pool",2026-10-21T16:44:58.807584+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6g96_B,174,19363,vllm-ordinary,0,128,3.339837054722011,157.24639852438122,160.66693279054016,"one protein, independent complete pool",2026-10-21T16:45:02.331158+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gar_A,346,2514,vllm-ordinary,0,8,3.088282074779272,155.1003769095987,158.2271540760994,"one protein, independent complete pool",2026-10-21T17:21:07.066036+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gar_A,346,42588,vllm-ordinary,0,128,9.254518691450356,155.1003769095987,164.5415885131806,"one protein, independent complete pool",2026-10-21T17:21:16.656929+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gas_A,326,2645,vllm-ordinary,0,8,3.3397244941443205,151.46286530792713,154.85523228906095,"one protein, independent complete pool",2026-10-21T17:09:35.374923+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gas_A,326,41458,vllm-ordinary,0,128,8.712045639753342,151.46286530792713,160.32355791144073,"one protein, independent complete pool",2026-10-21T17:09:44.383327+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gej_T,443,3185,vllm-ordinary,0,8,4.135303216055036,155.1003769095987,159.27241503819823,"one protein, independent complete pool",2026-10-21T17:28:07.472227+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gej_T,443,50282,vllm-ordinary,0,128,11.778406035155058,155.1003769095987,167.0601727180183,"one protein, independent complete pool",2026-10-21T17:28:19.619393+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gen_T,443,3191,vllm-ordinary,0,8,4.028567049652338,151.46286530792713,155.53080803528428,"one protein, independent complete pool",2026-10-21T17:22:33.145678+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gen_T,443,50794,vllm-ordinary,0,128,12.159020664170384,151.46286530792713,163.80095445364714,"one protein, independent complete pool",2026-10-21T17:22:45.643632+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gtp_A,180,1283,vllm-ordinary,0,8,1.6212991420179603,155.1003769095987,156.76779675111175,"one protein, independent complete pool",2026-10-21T16:59:40.715737+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gtp_A,180,20394,vllm-ordinary,0,128,3.655817225575447,155.1003769095987,158.83991932496428,"one protein, independent complete pool",2026-10-21T16:59:44.561435+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gw6_A,145,1069,vllm-ordinary,0,8,1.574593669269234,160.4695451501757,162.07718479121104,"one protein, independent complete pool",2026-10-21T16:35:22.728621+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gw6_A,145,17027,vllm-ordinary,0,128,3.1028814329765737,160.4695451501757,163.64355860231444,"one protein, independent complete pool",2026-10-21T16:35:26.001203+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gw6_B,149,992,vllm-ordinary,0,8,1.3130235997959971,157.24639852438122,158.59125339332968,"one protein, independent complete pool",2026-10-21T16:39:56.874869+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6gw6_B,149,16469,vllm-ordinary,0,128,2.964368126355112,157.24639852438122,160.28993051871657,"one protein, independent complete pool",2026-10-21T16:40:00.052818+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6h5l_A,506,4504,vllm-ordinary,0,8,6.281035641208291,155.1003769095987,161.43118730932474,"one protein, independent complete pool",2026-10-21T17:32:53.836088+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6h5l_A,506,73400,vllm-ordinary,0,128,19.16833628900349,155.1003769095987,174.5231412164867,"one protein, independent complete pool",2026-10-21T17:33:13.503992+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6h5l_B,220,1410,vllm-ordinary,0,8,1.8177194520831108,155.1003769095987,156.96003758721054,"one protein, independent complete pool",2026-10-21T17:04:32.753629+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6h5l_B,220,23147,vllm-ordinary,0,128,4.562175791710615,155.1003769095987,159.7599691171199,"one protein, independent complete pool",2026-10-21T17:04:37.537876+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ha3_A,620,5690,vllm-ordinary,0,8,7.440831785090268,157.24639852438122,164.77494896389544,"one protein, independent complete pool",2026-10-21T17:21:46.845861+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ha3_A,620,89847,vllm-ordinary,0,128,25.64332615211606,157.24639852438122,183.19392660446465,"one protein, independent complete pool",2026-10-21T17:22:13.014132+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6had_A,617,5564,vllm-ordinary,0,8,7.2799922451376915,157.24639852438122,164.58965352457017,"one protein, independent complete pool",2026-10-21T17:21:13.740956+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6had_A,617,89145,vllm-ordinary,0,128,24.887191426940262,157.24639852438122,182.44218505360183,"one protein, independent complete pool",2026-10-21T17:21:39.216564+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6hhm_A,459,4260,vllm-ordinary,0,8,5.310881837271154,157.40733506623656,162.77411489374936,"one protein, independent complete pool",2026-10-21T17:15:45.134477+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6hhm_A,459,71005,vllm-ordinary,0,128,17.21457633934915,157.40733506623656,174.8632869431749,"one protein, independent complete pool",2026-10-21T17:16:02.762101+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6hrk_A,135,662,vllm-ordinary,0,8,1.1869191648438573,157.40733506623656,158.63511428888887,"one protein, independent complete pool",2026-10-21T16:39:07.211574+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6hrk_A,135,9855,vllm-ordinary,0,128,2.0800666427239776,157.40733506623656,159.54218490049243,"one protein, independent complete pool",2026-10-21T16:39:09.444565+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6hrn_A,162,879,vllm-ordinary,0,8,1.2595382612198591,150.57685415819287,151.86284235818312,"one protein, independent complete pool",2026-10-21T16:30:25.261577+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6hrn_A,162,15440,vllm-ordinary,0,128,2.994218171108514,150.57685415819287,153.70814559003338,"one protein, independent complete pool",2026-10-21T16:30:28.489217+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6i3f_B,338,2853,vllm-ordinary,0,8,3.3975660987198357,155.1003769095987,158.53971008583903,"one protein, independent complete pool",2026-10-21T17:20:00.466619+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6i3f_B,338,46383,vllm-ordinary,0,128,9.6612158305943,155.1003769095987,164.93856974504888,"one protein, independent complete pool",2026-10-21T17:20:10.444373+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6i8v_A,216,1424,vllm-ordinary,0,8,1.7164239631965756,157.40733506623656,159.15776986721903,"one protein, independent complete pool",2026-10-21T16:49:52.480816+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6i8v_A,216,22668,vllm-ordinary,0,128,4.128682920709252,157.40733506623656,161.63128360267729,"one protein, independent complete pool",2026-10-21T16:49:56.822719+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6i93_A,285,2467,vllm-ordinary,0,8,3.194978600367904,151.46286530792713,154.7095995079726,"one protein, independent complete pool",2026-10-21T17:03:35.370855+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6i93_A,285,38363,vllm-ordinary,0,128,7.869333216920495,151.46286530792713,159.48380477540195,"one protein, independent complete pool",2026-10-21T17:03:43.526854+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ir8_A,69,528,vllm-ordinary,0,8,0.721406564116478,154.2631402183324,155.01250085048378,"one protein, independent complete pool",2026-10-21T16:24:20.833357+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ir8_A,69,8264,vllm-ordinary,0,128,1.536021875217557,154.2631402183324,155.84653561655432,"one protein, independent complete pool",2026-10-21T16:24:22.493486+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6iuh_A,123,649,vllm-ordinary,0,8,0.8464005598798394,157.24639852438122,158.11819454096258,"one protein, independent complete pool",2026-10-21T16:38:04.841320+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6iuh_A,123,10528,vllm-ordinary,0,128,1.8625538675114512,157.24639852438122,159.1646585687995,"one protein, independent complete pool",2026-10-21T16:38:06.841998+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ivv_A,196,1549,vllm-ordinary,0,8,2.050320353358984,155.1003769095987,157.18181344121697,"one protein, independent complete pool",2026-10-21T17:01:36.664416+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ivv_A,196,24212,vllm-ordinary,0,128,4.550840392708778,155.1003769095987,159.75874057784677,"one protein, independent complete pool",2026-10-21T17:01:41.430673+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ix6_A,196,1461,vllm-ordinary,0,8,1.9418828268535435,150.57685415819287,152.54781834501773,"one protein, independent complete pool",2026-10-21T16:35:16.325156+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ix6_A,196,23780,vllm-ordinary,0,128,4.445944753009826,150.57685415819287,155.14689958142117,"one protein, independent complete pool",2026-10-21T16:35:20.998488+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ixf_A,221,819,vllm-ordinary,0,8,1.1723483316600325,151.46286530792713,152.6600335445255,"one protein, independent complete pool",2026-10-21T16:58:19.556656+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ixf_A,221,15938,vllm-ordinary,0,128,3.6937508918344975,151.46286530792713,155.22930429130793,"one protein, independent complete pool",2026-10-21T16:58:23.430684+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ixg_A,223,975,vllm-ordinary,0,8,1.6715999096632004,155.1003769095987,156.80138989165425,"one protein, independent complete pool",2026-10-21T17:05:01.519587+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ixg_A,223,15624,vllm-ordinary,0,128,3.740041231736541,155.1003769095987,158.9238819219172,"one protein, independent complete pool",2026-10-21T17:05:05.449566+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6iye_A,196,1520,vllm-ordinary,0,8,1.8761997828260064,157.40733506623656,159.31506243906915,"one protein, independent complete pool",2026-10-21T16:47:26.965377+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6iye_A,196,24198,vllm-ordinary,0,128,4.398182374425232,157.40733506623656,161.90723937936127,"one protein, independent complete pool",2026-10-21T16:47:31.570482+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6j93_A,196,1381,vllm-ordinary,0,8,1.7504486059769988,157.24639852438122,159.0273925755173,"one protein, independent complete pool",2026-10-21T16:47:27.310767+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6j93_A,196,23728,vllm-ordinary,0,128,4.449150240048766,157.24639852438122,161.80078475084156,"one protein, independent complete pool",2026-10-21T16:47:31.965436+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jgu_A,196,1568,vllm-ordinary,0,8,1.923123812302947,155.1003769095987,157.05465078912675,"one protein, independent complete pool",2026-10-21T17:01:43.457097+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jgu_A,196,24157,vllm-ordinary,0,128,4.475845856592059,155.1003769095987,159.67727141827345,"one protein, independent complete pool",2026-10-21T17:01:48.141233+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jhd_A,166,972,vllm-ordinary,0,8,1.319190641399473,150.57685415819287,151.93022153526545,"one protein, independent complete pool",2026-10-21T16:31:06.075440+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jhd_A,166,16364,vllm-ordinary,0,128,3.333365796133876,150.57685415819287,153.992921479512,"one protein, independent complete pool",2026-10-21T16:31:09.593334+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jj1_A,196,1580,vllm-ordinary,0,8,2.0022783507592976,150.57685415819287,152.61860377993435,"one protein, independent complete pool",2026-10-21T16:35:23.096709+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jj1_A,196,23981,vllm-ordinary,0,128,4.364426039159298,150.57685415819287,155.0317049883306,"one protein, independent complete pool",2026-10-21T16:35:27.654208+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jjq_A,196,1511,vllm-ordinary,0,8,1.8385655554011464,157.40733506623656,159.35709742549807,"one protein, independent complete pool",2026-10-21T16:47:33.579496+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jjq_A,196,23567,vllm-ordinary,0,128,4.395680449903011,157.40733506623656,161.8982445122674,"one protein, independent complete pool",2026-10-21T16:47:38.186660+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jkx_A,196,1464,vllm-ordinary,0,8,1.819467862136662,157.24639852438122,159.11357973888516,"one protein, independent complete pool",2026-10-21T16:47:33.907145+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jkx_A,196,23848,vllm-ordinary,0,128,4.5132533852010965,157.24639852438122,161.86644337512553,"one protein, independent complete pool",2026-10-21T16:47:38.637108+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jmu_A,127,696,vllm-ordinary,0,8,0.8289467226713896,150.57685415819287,151.4393127532676,"one protein, independent complete pool",2026-10-21T16:26:23.268213+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jmu_A,127,10789,vllm-ordinary,0,128,1.848500484135002,150.57685415819287,152.51446073129773,"one protein, independent complete pool",2026-10-21T16:26:25.294505+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jpr_A,162,983,vllm-ordinary,0,8,1.3956609945744276,157.40733506623656,158.82879894040525,"one protein, independent complete pool",2026-10-21T16:42:38.216522+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jpr_A,162,15869,vllm-ordinary,0,128,3.1520219231024384,157.40733506623656,160.64370475709438,"one protein, independent complete pool",2026-10-21T16:42:41.554110+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jq8_A,225,1877,vllm-ordinary,0,8,2.3027283009141684,155.1003769095987,157.43610478378832,"one protein, independent complete pool",2026-10-21T17:05:07.867796+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jq8_A,225,29950,vllm-ordinary,0,128,5.457813046872616,155.1003769095987,160.6725981477648,"one protein, independent complete pool",2026-10-21T17:05:13.553888+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jqt_A,196,1558,vllm-ordinary,0,8,1.834640208631754,155.1003769095987,156.96698538027704,"one protein, independent complete pool",2026-10-21T17:01:50.068381+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6jqt_A,196,24094,vllm-ordinary,0,128,4.505287488922477,155.1003769095987,159.70636307820678,"one protein, independent complete pool",2026-10-21T17:01:54.782552+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6k80_A,213,1651,vllm-ordinary,0,8,1.9792511789128184,157.24639852438122,159.26643891166896,"one protein, independent complete pool",2026-10-21T16:49:39.378941+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6k80_A,213,27475,vllm-ordinary,0,128,5.14544646628201,157.24639852438122,162.50053681246936,"one protein, independent complete pool",2026-10-21T16:49:44.741857+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ka2_A,151,1289,vllm-ordinary,0,8,1.5363395335152743,157.40733506623656,158.9737186189741,"one protein, independent complete pool",2026-10-21T16:40:10.856468+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ka2_A,151,20675,vllm-ordinary,0,128,3.476833812892437,157.40733506623656,160.97597648669034,"one protein, independent complete pool",2026-10-21T16:40:14.522755+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ka3_A,151,1269,vllm-ordinary,0,8,1.535492138005793,157.24639852438122,158.83201328665018,"one protein, independent complete pool",2026-10-21T16:40:06.134676+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ka3_A,151,20577,vllm-ordinary,0,128,3.4899113327264786,157.24639852438122,160.82124249916524,"one protein, independent complete pool",2026-10-21T16:40:09.810285+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_31,285,1646,vllm-ordinary,0,8,2.51248817704618,157.40733506623656,159.96228010579944,"one protein, independent complete pool",2026-10-21T16:55:44.563380+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_31,285,28824,vllm-ordinary,0,128,6.279697820544243,157.40733506623656,163.80080605577675,"one protein, independent complete pool",2026-10-21T16:55:51.090535+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_A1,164,917,vllm-ordinary,0,8,1.32412810344249,157.40733506623656,158.76284031383693,"one protein, independent complete pool",2026-10-21T16:43:05.553428+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_A1,164,13347,vllm-ordinary,0,128,2.735820071771741,157.40733506623656,160.20650380197912,"one protein, independent complete pool",2026-10-21T16:43:08.460525+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_B2,230,1620,vllm-ordinary,0,8,2.3090552501380444,157.40733506623656,159.74920739699155,"one protein, independent complete pool",2026-10-21T16:51:11.555158+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_B2,230,24337,vllm-ordinary,0,128,5.537197117693722,157.40733506623656,163.05055226106197,"one protein, independent complete pool",2026-10-21T16:51:17.340584+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_C2,162,898,vllm-ordinary,0,8,1.2283203536644578,157.24639852438122,158.5001028655097,"one protein, independent complete pool",2026-10-21T16:42:34.825522+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_C2,162,14634,vllm-ordinary,0,128,2.79203540738672,157.24639852438122,160.1106857918203,"one protein, independent complete pool",2026-10-21T16:42:37.795048+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_WH,173,1178,vllm-ordinary,0,8,1.7655053799971938,157.40733506623656,159.20622931513935,"one protein, independent complete pool",2026-10-21T16:44:49.206610+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_WH,173,19221,vllm-ordinary,0,128,3.806704390794039,157.40733506623656,161.30212834011763,"one protein, independent complete pool",2026-10-21T16:44:53.205276+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_XH,92,521,vllm-ordinary,0,8,0.7929973960854113,150.57685415819287,151.39426583936438,"one protein, independent complete pool",2026-10-21T16:25:15.411999+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kgx_XH,92,8961,vllm-ordinary,0,128,1.6566160703077912,150.57685415819287,152.28850324219093,"one protein, independent complete pool",2026-10-21T16:25:17.219212+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kl8_A,196,1471,vllm-ordinary,0,8,1.815381734631956,150.57685415819287,152.4208925398998,"one protein, independent complete pool",2026-10-21T16:35:29.555152+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kl8_A,196,24112,vllm-ordinary,0,128,4.467458643019199,150.57685415819287,155.14481065655127,"one protein, independent complete pool",2026-10-21T16:35:34.228762+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kp3_A,357,2728,vllm-ordinary,0,8,3.5824624374508858,157.24639852438122,160.86811550240964,"one protein, independent complete pool",2026-10-21T17:09:08.824608+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kp3_A,357,45806,vllm-ordinary,0,128,10.040417371317744,157.24639852438122,167.45512326899916,"one protein, independent complete pool",2026-10-21T17:09:19.186464+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kp3_B,112,701,vllm-ordinary,0,8,1.0050020571798086,157.24639852438122,158.27960741892457,"one protein, independent complete pool",2026-10-21T16:37:42.427329+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kp3_B,112,12576,vllm-ordinary,0,128,2.4534049527719617,157.24639852438122,159.76535847969353,"one protein, independent complete pool",2026-10-21T16:37:45.043693+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kxk_A,553,4717,vllm-ordinary,0,8,6.498845186084509,155.1003769095987,161.65608699806037,"one protein, independent complete pool",2026-10-21T17:33:41.514532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kxk_A,553,75621,vllm-ordinary,0,128,19.9046553298831,155.1003769095987,175.2690787576139,"one protein, independent complete pool",2026-10-21T17:34:01.949146+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kxk_B,528,4654,vllm-ordinary,0,8,6.079675702378154,157.24639852438122,163.37178630847484,"one protein, independent complete pool",2026-10-21T17:19:29.367371+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kxk_B,528,73795,vllm-ordinary,0,128,19.437252041883767,157.24639852438122,176.93303813505918,"one protein, independent complete pool",2026-10-21T17:19:49.257919+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kxt_A,144,1085,vllm-ordinary,0,8,1.3355183703824878,157.40733506623656,158.77266599144787,"one protein, independent complete pool",2026-10-21T16:39:38.781105+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6kxt_A,144,17748,vllm-ordinary,0,128,3.0236763078719378,157.40733506623656,160.50670983828604,"one protein, independent complete pool",2026-10-21T16:39:41.981987+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lcu_A,756,8381,vllm-ordinary,0,8,11.858910579234362,151.46286530792713,163.38665339909494,"one protein, independent complete pool",2026-10-21T17:34:37.711562+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lcu_A,756,123477,vllm-ordinary,0,128,41.91104193218053,151.46286530792713,193.77315517142412,"one protein, independent complete pool",2026-10-21T17:35:20.331252+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lcv_A,756,8079,vllm-ordinary,0,8,11.95576093904674,157.40733506623656,169.42807334288955,"one protein, independent complete pool",2026-10-21T17:26:29.987678+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lcv_A,756,122831,vllm-ordinary,0,128,41.42184513621032,157.40733506623656,199.2289895461872,"one protein, independent complete pool",2026-10-21T17:27:12.053325+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lfm_D,71,506,vllm-ordinary,0,8,0.6541281109675765,160.4695451501757,161.17098797112703,"one protein, independent complete pool",2026-10-21T16:32:21.614991+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lfm_D,71,7752,vllm-ordinary,0,128,1.3793905237689614,160.4695451501757,161.89577031927183,"one protein, independent complete pool",2026-10-21T16:32:23.124595+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lfo_D,64,493,vllm-ordinary,0,8,0.6850098436698318,154.2631402183324,154.98046747688204,"one protein, independent complete pool",2026-10-21T16:24:06.913033+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lfo_D,64,8117,vllm-ordinary,0,128,1.427701098844409,154.2631402183324,155.75049071852118,"one protein, independent complete pool",2026-10-21T16:24:08.485592+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_A,218,1049,vllm-ordinary,0,8,1.3591937515884638,155.1003769095987,156.4925979450345,"one protein, independent complete pool",2026-10-21T17:04:21.869927+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_A,218,16535,vllm-ordinary,0,128,3.3626099042594437,155.1003769095987,158.54189734347165,"one protein, independent complete pool",2026-10-21T17:04:25.416168+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_B,929,9690,vllm-ordinary,0,8,15.736082505434752,151.46286530792713,167.2759949490428,"one protein, independent complete pool",2026-10-21T17:36:50.772492+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_B,929,149546,vllm-ordinary,0,128,57.05769919231534,151.46286530792713,209.08885713852945,"one protein, independent complete pool",2026-10-21T17:37:48.738712+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_C,456,3622,vllm-ordinary,0,8,4.536576757207513,155.1003769095987,159.68199473433197,"one protein, independent complete pool",2026-10-21T17:29:07.929277+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_C,456,56479,vllm-ordinary,0,128,13.374011091887953,155.1003769095987,168.68591275438666,"one protein, independent complete pool",2026-10-21T17:29:21.693008+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_D,174,743,vllm-ordinary,0,8,1.0535116139799356,155.1003769095987,156.17921308800578,"one protein, independent complete pool",2026-10-21T16:59:12.994445+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_D,174,13739,vllm-ordinary,0,128,2.736189685761929,155.1003769095987,157.91379799693823,"one protein, independent complete pool",2026-10-21T16:59:15.905077+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_E,157,818,vllm-ordinary,0,8,1.1269768411293626,157.24639852438122,158.39996076840907,"one protein, independent complete pool",2026-10-21T16:40:54.657850+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_E,157,12350,vllm-ordinary,0,128,2.4599909987300634,157.24639852438122,159.76691677607596,"one protein, independent complete pool",2026-10-21T16:40:57.284526+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_F,395,3095,vllm-ordinary,0,8,3.764541795477271,155.1003769095987,158.90630676597357,"one protein, independent complete pool",2026-10-21T17:26:33.600343+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lod_F,395,48756,vllm-ordinary,0,128,10.76158998720348,155.1003769095987,166.05447201803327,"one protein, independent complete pool",2026-10-21T17:26:44.708140+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_A,218,1040,vllm-ordinary,0,8,1.71574236638844,151.46286530792713,153.22606722451746,"one protein, independent complete pool",2026-10-21T16:57:59.517081+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_A,218,16633,vllm-ordinary,0,128,3.5386852081865072,151.46286530792713,155.09726494923234,"one protein, independent complete pool",2026-10-21T16:58:03.265988+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_B,929,9257,vllm-ordinary,0,8,13.963853287510574,157.40733506623656,171.51622135844082,"one protein, independent complete pool",2026-10-21T17:28:44.332824+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_B,929,150872,vllm-ordinary,0,128,57.67959947790951,157.40733506623656,215.59024484734985,"one protein, independent complete pool",2026-10-21T17:29:42.799978+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_C,456,3561,vllm-ordinary,0,8,4.690503353253007,151.46286530792713,156.20088942162693,"one protein, independent complete pool",2026-10-21T17:23:30.650916+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_C,456,57139,vllm-ordinary,0,128,13.712442439049482,151.46286530792713,165.3771822564304,"one protein, independent complete pool",2026-10-21T17:23:44.731817+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_D,174,924,vllm-ordinary,0,8,1.164957752916962,150.57685415819287,151.76862170314416,"one protein, independent complete pool",2026-10-21T16:32:53.625876+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_D,174,13681,vllm-ordinary,0,128,2.622955155093223,150.57685415819287,153.2642191844061,"one protein, independent complete pool",2026-10-21T16:32:56.412094+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_E,157,744,vllm-ordinary,0,8,1.17984258569777,155.1003769095987,156.30656411871314,"one protein, independent complete pool",2026-10-21T16:55:11.440391+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_E,157,12082,vllm-ordinary,0,128,2.342771630734205,155.1003769095987,157.50292723625898,"one protein, independent complete pool",2026-10-21T16:55:13.938795+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_F,395,3121,vllm-ordinary,0,8,4.096141815185547,151.46286530792713,155.6040381528437,"one protein, independent complete pool",2026-10-21T17:21:02.692604+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loe_F,395,48999,vllm-ordinary,0,128,11.124081052839756,151.46286530792713,162.77090211212635,"one protein, independent complete pool",2026-10-21T17:21:14.157586+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loo_A,347,3000,vllm-ordinary,0,8,3.898672007024288,151.46286530792713,155.40004596672952,"one protein, independent complete pool",2026-10-21T17:15:12.361017+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6loo_A,347,47855,vllm-ordinary,0,128,10.695542680099608,151.46286530792713,162.33949445188046,"one protein, independent complete pool",2026-10-21T17:15:23.383506+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lop_A,347,3085,vllm-ordinary,0,8,4.126531076617539,157.40733506623656,161.57173720374703,"one protein, independent complete pool",2026-10-21T17:07:06.689830+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lop_A,347,47613,vllm-ordinary,0,128,10.32008684054017,157.40733506623656,167.89602068718523,"one protein, independent complete pool",2026-10-21T17:07:17.317311+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lso_A,193,1542,vllm-ordinary,0,8,2.0720673659816384,150.57685415819287,152.7077780002728,"one protein, independent complete pool",2026-10-21T16:34:37.286239+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lso_A,193,23878,vllm-ordinary,0,128,4.35366300214082,150.57685415819287,155.04400561144575,"one protein, independent complete pool",2026-10-21T16:34:41.851103+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lsp_A,193,1472,vllm-ordinary,0,8,1.8979522623121736,157.40733506623656,159.33416539151222,"one protein, independent complete pool",2026-10-21T16:46:51.460015+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6lsp_A,193,24203,vllm-ordinary,0,128,4.5935399597510695,157.40733506623656,162.09405315387994,"one protein, independent complete pool",2026-10-21T16:46:56.249683+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mur_E,286,2275,vllm-ordinary,0,8,2.8019166830927134,157.40733506623656,160.24681112449616,"one protein, independent complete pool",2026-10-21T16:56:05.362706+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mur_E,286,35787,vllm-ordinary,0,128,7.201575793325901,157.40733506623656,164.74177329428494,"one protein, independent complete pool",2026-10-21T16:56:12.858473+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mut_E,286,2352,vllm-ordinary,0,8,2.8966572610661387,157.24639852438122,160.1846308708191,"one protein, independent complete pool",2026-10-21T16:56:11.680633+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mut_E,286,36040,vllm-ordinary,0,128,7.286979053169489,157.24639852438122,164.664630420506,"one protein, independent complete pool",2026-10-21T16:56:19.227734+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6muu_A,780,7718,vllm-ordinary,0,8,10.302886798977852,155.1003769095987,165.5382407847792,"one protein, independent complete pool",2026-10-21T17:41:10.378215+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6muu_A,780,122351,vllm-ordinary,0,128,39.8194492161274,155.1003769095987,195.4037977680564,"one protein, independent complete pool",2026-10-21T17:41:51.140548+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6muu_E,285,2247,vllm-ordinary,0,8,2.7671533012762666,157.24639852438122,160.0505259493366,"one protein, independent complete pool",2026-10-21T16:55:49.939464+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6muu_E,285,35924,vllm-ordinary,0,128,7.228896208107471,157.24639852438122,164.6066618701443,"one protein, independent complete pool",2026-10-21T16:55:57.426780+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mwf_A,159,897,vllm-ordinary,0,8,1.52883168309927,155.1003769095987,156.66117648407817,"one protein, independent complete pool",2026-10-21T16:55:34.220383+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mwf_A,159,14304,vllm-ordinary,0,128,2.9600115548819304,155.1003769095987,158.125774089247,"one protein, independent complete pool",2026-10-21T16:55:37.340725+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mwi_A,159,854,vllm-ordinary,0,8,1.161105772014707,150.57685415819287,151.7638432411477,"one protein, independent complete pool",2026-10-21T16:29:14.813807+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mwi_A,159,14111,vllm-ordinary,0,128,2.814695945009589,150.57685415819287,153.4577878951095,"one protein, independent complete pool",2026-10-21T16:29:17.793662+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mwj_A,160,982,vllm-ordinary,0,8,1.3974351603537798,155.1003769095987,156.52414399385452,"one protein, independent complete pool",2026-10-21T16:55:49.169708+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mwj_A,160,14515,vllm-ordinary,0,128,2.9283260460942984,155.1003769095987,158.09325172193348,"one protein, independent complete pool",2026-10-21T16:55:52.263116+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mwk_A,160,957,vllm-ordinary,0,8,1.3477193349972367,150.57685415819287,151.95001298189163,"one protein, independent complete pool",2026-10-21T16:29:28.058938+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6mwk_A,160,14395,vllm-ordinary,0,128,2.8218927909620106,150.57685415819287,153.46691300626844,"one protein, independent complete pool",2026-10-21T16:29:31.052436+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6n6l_A,348,2459,vllm-ordinary,0,8,3.0596681302413344,157.24639852438122,160.34480126947165,"one protein, independent complete pool",2026-10-21T17:07:17.344952+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6n6l_A,348,39306,vllm-ordinary,0,128,8.980062732473016,157.24639852438122,166.37732017692178,"one protein, independent complete pool",2026-10-21T17:07:26.634485+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6n70_A,348,2430,vllm-ordinary,0,8,3.2334176059812307,155.1003769095987,158.3747707568109,"one protein, independent complete pool",2026-10-21T17:21:20.002702+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6n70_A,348,39881,vllm-ordinary,0,128,8.783571591600776,155.1003769095987,164.03422706574202,"one protein, independent complete pool",2026-10-21T17:21:29.101532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6nch_A,204,1426,vllm-ordinary,0,8,1.993757149204612,155.1003769095987,157.12513294443488,"one protein, independent complete pool",2026-10-21T17:02:23.423863+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6nch_A,204,21094,vllm-ordinary,0,128,3.989461680874229,155.1003769095987,159.18416923843324,"one protein, independent complete pool",2026-10-21T17:02:27.619175+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6nci_A,204,1288,vllm-ordinary,0,8,1.622199971228838,151.46286530792713,153.11447423882782,"one protein, independent complete pool",2026-10-21T16:56:04.148487+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6nci_A,204,20994,vllm-ordinary,0,128,3.992704933509231,151.46286530792713,155.55271207727492,"one protein, independent complete pool",2026-10-21T16:56:08.347263+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6nir_A,169,1364,vllm-ordinary,0,8,1.758410937152803,157.40733506623656,159.1949910679832,"one protein, independent complete pool",2026-10-21T16:43:21.353829+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6nir_A,169,21278,vllm-ordinary,0,128,3.755068644881249,157.40733506623656,161.26244244910777,"one protein, independent complete pool",2026-10-21T16:43:25.321445+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6nmo_A,159,946,vllm-ordinary,0,8,1.2995384335517883,157.40733506623656,158.75269839540124,"one protein, independent complete pool",2026-10-21T16:41:24.569197+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6nmo_A,159,14835,vllm-ordinary,0,128,2.9389532459899783,157.40733506623656,160.41519436612725,"one protein, independent complete pool",2026-10-21T16:41:27.681488+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6o7e_E,286,2260,vllm-ordinary,0,8,2.871694460511208,155.1003769095987,158.0057969186455,"one protein, independent complete pool",2026-10-21T17:10:25.028223+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6o7e_E,286,35809,vllm-ordinary,0,128,7.134255915880203,155.1003769095987,162.39012033864856,"one protein, independent complete pool",2026-10-21T17:10:32.452062+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6o7f_A,371,2601,vllm-ordinary,0,8,3.436708342283964,151.46286530792713,154.93640692532065,"one protein, independent complete pool",2026-10-21T17:19:55.097225+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6o7f_A,371,42120,vllm-ordinary,0,128,9.319276502355931,151.46286530792713,160.93544452264905,"one protein, independent complete pool",2026-10-21T17:20:04.717987+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6o7h_E,286,2235,vllm-ordinary,0,8,2.912892375141382,151.46286530792713,154.4382754098624,"one protein, independent complete pool",2026-10-21T17:04:09.496635+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6o7h_E,286,35979,vllm-ordinary,0,128,7.334376264363527,151.46286530792713,158.93624084070325,"one protein, independent complete pool",2026-10-21T17:04:17.101862+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6oel_A,127,741,vllm-ordinary,0,8,1.1697883438318968,157.40733506623656,158.6308627454564,"one protein, independent complete pool",2026-10-21T16:38:25.001675+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6oel_A,127,12455,vllm-ordinary,0,128,2.424973106943071,157.40733506623656,159.89587348140776,"one protein, independent complete pool",2026-10-21T16:38:27.618385+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6oel_B,199,1534,vllm-ordinary,0,8,2.0233417535200715,157.40733506623656,159.47379885986447,"one protein, independent complete pool",2026-10-21T16:47:53.642598+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6oel_B,199,23411,vllm-ordinary,0,128,4.495564834214747,157.40733506623656,162.0027624266222,"one protein, independent complete pool",2026-10-21T16:47:58.344858+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ohi_A,187,1187,vllm-ordinary,0,8,1.5313047841191292,150.57685415819287,152.15561101026833,"one protein, independent complete pool",2026-10-21T16:33:39.443248+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ohi_A,187,18986,vllm-ordinary,0,128,3.4535691919736564,150.57685415819287,154.11073047714308,"one protein, independent complete pool",2026-10-21T16:33:43.086734+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ohj_A,187,1164,vllm-ordinary,0,8,1.4688703808933496,157.40733506623656,158.90675512887535,"one protein, independent complete pool",2026-10-21T16:45:53.527477+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ohj_A,187,19312,vllm-ordinary,0,128,3.503420475870371,157.40733506623656,160.99564907792956,"one protein, independent complete pool",2026-10-21T16:45:57.221231+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6oz9_A,158,1192,vllm-ordinary,0,8,1.6094134664162991,157.40733506623656,159.05356934852898,"one protein, independent complete pool",2026-10-21T16:41:14.781177+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6oz9_A,158,16940,vllm-ordinary,0,128,3.343536254949868,157.40733506623656,160.83027530554682,"one protein, independent complete pool",2026-10-21T16:41:18.322005+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6oz9_B,113,667,vllm-ordinary,0,8,1.0656727370806038,160.4695451501757,161.58610045909882,"one protein, independent complete pool",2026-10-21T16:33:30.424914+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6oz9_B,113,9475,vllm-ordinary,0,128,1.9074594168923795,160.4695451501757,162.44853530684486,"one protein, independent complete pool",2026-10-21T16:33:32.494640+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6p59_C,155,842,vllm-ordinary,0,8,1.3657482340931892,157.24639852438122,158.6427927520126,"one protein, independent complete pool",2026-10-21T16:40:30.465877+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6p59_C,155,15547,vllm-ordinary,0,128,3.067326432093978,157.24639852438122,160.38954748306423,"one protein, independent complete pool",2026-10-21T16:40:33.710059+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6p7r_A,277,2227,vllm-ordinary,0,8,2.8909624265506864,157.40733506623656,160.33572152163833,"one protein, independent complete pool",2026-10-21T16:54:36.779022+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6p7r_A,277,36279,vllm-ordinary,0,128,7.704884785227477,157.40733506623656,165.2503102030605,"one protein, independent complete pool",2026-10-21T16:54:44.753209+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6p7t_A,271,2290,vllm-ordinary,0,8,2.9866109546273947,151.46286530792713,154.4900179617107,"one protein, independent complete pool",2026-10-21T17:02:07.707110+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6p7t_A,271,35478,vllm-ordinary,0,128,7.24640828743577,151.46286530792713,158.84741538017988,"one protein, independent complete pool",2026-10-21T17:02:15.231704+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6pb9_A,276,2359,vllm-ordinary,0,8,3.0806355141103268,151.46286530792713,154.58699619956317,"one protein, independent complete pool",2026-10-21T17:02:30.014562+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6pb9_A,276,36602,vllm-ordinary,0,128,7.4761237893253565,151.46286530792713,159.07312253303826,"one protein, independent complete pool",2026-10-21T17:02:37.757625+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6pf2_A,157,233,vllm-ordinary,0,8,0.4138181637972593,150.57685415819287,151.01791395712644,"one protein, independent complete pool",2026-10-21T16:28:54.329835+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6pf2_A,157,4885,vllm-ordinary,0,128,1.836985925678164,150.57685415819287,152.4514407981187,"one protein, independent complete pool",2026-10-21T16:28:56.298155+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6pfp_A,156,584,vllm-ordinary,0,8,1.0169104388915002,150.57685415819287,151.61805031308904,"one protein, independent complete pool",2026-10-21T16:28:37.496071+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6pfp_A,156,10005,vllm-ordinary,0,128,2.1938996496610343,150.57685415819287,152.8279319209978,"one protein, independent complete pool",2026-10-21T16:28:39.842176+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6phe_A,151,1055,vllm-ordinary,0,8,1.5929746231995523,160.4695451501757,162.09158071642742,"one protein, independent complete pool",2026-10-21T16:35:56.524815+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6phe_A,151,15712,vllm-ordinary,0,128,3.004881666973233,155.1003769095987,158.18018463626504,"one protein, independent complete pool",2026-10-21T16:54:27.838738+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6q6i_A,749,6776,vllm-ordinary,0,8,10.18102397583425,157.24639852438122,167.48667802102864,"one protein, independent complete pool",2026-10-21T17:26:19.014250+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6q6i_A,749,106006,vllm-ordinary,0,128,34.425178728066385,157.24639852438122,192.10677000693977,"one protein, independent complete pool",2026-10-21T17:26:54.135587+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qbg_B,241,1801,vllm-ordinary,0,8,2.325800453312695,157.24639852438122,159.6103314543143,"one protein, independent complete pool",2026-10-21T16:52:24.172716+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qbg_B,241,28263,vllm-ordinary,0,128,5.342996554449201,157.24639852438122,162.69464223925024,"one protein, independent complete pool",2026-10-21T16:52:29.732207+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qbh_B,241,1760,vllm-ordinary,0,8,2.0669956728816032,155.1003769095987,157.20363220572472,"one protein, independent complete pool",2026-10-21T17:06:33.463482+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qbh_B,241,28065,vllm-ordinary,0,128,5.285809673368931,155.1003769095987,160.49343555048108,"one protein, independent complete pool",2026-10-21T17:06:38.971265+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qcb_B,241,1735,vllm-ordinary,0,8,2.1927422117441893,151.46286530792713,153.68607890419662,"one protein, independent complete pool",2026-10-21T17:00:16.009539+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qcb_B,241,28118,vllm-ordinary,0,128,5.38633306697011,151.46286530792713,156.95687394589186,"one protein, independent complete pool",2026-10-21T17:00:21.624823+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qjv_A,285,2361,vllm-ordinary,0,8,3.044851565733552,155.1003769095987,158.18484199605882,"one protein, independent complete pool",2026-10-21T17:10:03.162532+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qjv_A,285,38189,vllm-ordinary,0,128,7.546494744718075,155.1003769095987,162.7860217653215,"one protein, independent complete pool",2026-10-21T17:10:10.977366+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qk1_A,285,2377,vllm-ordinary,0,8,3.083587909117341,151.46286530792713,154.58358259685338,"one protein, independent complete pool",2026-10-21T17:03:46.716647+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qk1_A,285,38427,vllm-ordinary,0,128,7.887248184531927,151.46286530792713,159.48697110638022,"one protein, independent complete pool",2026-10-21T17:03:54.866605+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qk2_A,285,2464,vllm-ordinary,0,8,3.1812074426561594,157.40733506623656,160.6250570435077,"one protein, independent complete pool",2026-10-21T16:55:54.371096+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qk2_A,285,38365,vllm-ordinary,0,128,7.826912711374462,157.40733506623656,165.3718286342919,"one protein, independent complete pool",2026-10-21T16:56:02.469145+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qvf_A,171,972,vllm-ordinary,0,8,1.360393758863211,157.24639852438122,158.64377337601036,"one protein, independent complete pool",2026-10-21T16:43:27.214996+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6qvf_A,171,16160,vllm-ordinary,0,128,3.000045666471124,157.24639852438122,160.34090656321496,"one protein, independent complete pool",2026-10-21T16:43:30.409714+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6r3a_A,323,2653,vllm-ordinary,0,8,3.43116916064173,157.40733506623656,160.8791379230097,"one protein, independent complete pool",2026-10-21T17:01:03.677469+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6r3a_A,323,41428,vllm-ordinary,0,128,8.96673452295363,157.40733506623656,166.52673242241144,"one protein, independent complete pool",2026-10-21T17:01:12.953273+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6r5h_A,350,2830,vllm-ordinary,0,8,3.607518494129181,151.46286530792713,155.10928110964596,"one protein, independent complete pool",2026-10-21T17:15:44.228609+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6r5h_A,350,44563,vllm-ordinary,0,128,9.667563360184433,151.46286530792713,161.2920789476484,"one protein, independent complete pool",2026-10-21T17:15:54.218720+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6r61_A,350,2729,vllm-ordinary,0,8,3.370285565033555,157.40733506623656,160.8416018569842,"one protein, independent complete pool",2026-10-21T17:07:38.257068+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6r61_A,350,44483,vllm-ordinary,0,128,9.501799617893994,157.40733506623656,167.07439167331904,"one protein, independent complete pool",2026-10-21T17:07:48.089185+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6rae_A,352,2604,vllm-ordinary,0,8,3.401105616241693,155.1003769095987,158.54945399612188,"one protein, independent complete pool",2026-10-21T17:22:26.691983+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6rae_A,352,38731,vllm-ordinary,0,128,8.690301589667797,155.1003769095987,163.93843652680516,"one protein, independent complete pool",2026-10-21T17:22:35.678934+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6rjb_A,620,5670,vllm-ordinary,0,8,7.183174500241876,155.1003769095987,162.33787962980568,"one protein, independent complete pool",2026-10-21T17:35:38.539066+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6rjb_A,620,90069,vllm-ordinary,0,128,25.12239651568234,155.1003769095987,180.5419259853661,"one protein, independent complete pool",2026-10-21T17:36:04.260808+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6rp3_A,160,1215,vllm-ordinary,0,8,1.4595058597624302,157.40733506623656,158.90011401381344,"one protein, independent complete pool",2026-10-21T16:41:39.609992+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6rp3_A,160,19398,vllm-ordinary,0,128,3.386885004118085,157.40733506623656,160.88531857077032,"one protein, independent complete pool",2026-10-21T16:41:43.194989+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s2j_A,217,1416,vllm-ordinary,0,8,1.7623810842633247,157.40733506623656,159.20651882886887,"one protein, independent complete pool",2026-10-21T16:49:58.692316+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s2j_A,217,22971,vllm-ordinary,0,128,4.202134505845606,157.40733506623656,161.70088817365468,"one protein, independent complete pool",2026-10-21T16:50:03.107694+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5b_A,216,1435,vllm-ordinary,0,8,1.7804534938186407,157.24639852438122,159.05571702681482,"one protein, independent complete pool",2026-10-21T16:49:53.432290+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5b_A,216,22954,vllm-ordinary,0,128,4.1015999699011445,157.24639852438122,161.453189923428,"one protein, independent complete pool",2026-10-21T16:49:57.768969+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5c_A,217,1443,vllm-ordinary,0,8,1.7522306088358164,157.24639852438122,159.03012493252754,"one protein, independent complete pool",2026-10-21T16:49:59.620683+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5c_A,217,22989,vllm-ordinary,0,128,4.153629556298256,157.24639852438122,161.493409040384,"one protein, independent complete pool",2026-10-21T16:50:03.977282+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5d_A,216,1439,vllm-ordinary,0,8,1.7573321964591742,155.1003769095987,156.88846164010465,"one protein, independent complete pool",2026-10-21T17:04:09.724864+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5d_A,216,22934,vllm-ordinary,0,128,4.189990794286132,155.1003769095987,159.38404243066907,"one protein, independent complete pool",2026-10-21T17:04:14.134580+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5e_A,217,1452,vllm-ordinary,0,8,1.8077376894652843,155.1003769095987,156.9544411059469,"one protein, independent complete pool",2026-10-21T17:04:16.060305+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5e_A,217,23011,vllm-ordinary,0,128,4.125304829329252,155.1003769095987,159.32440667785704,"one protein, independent complete pool",2026-10-21T17:04:20.417218+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5o_A,215,1419,vllm-ordinary,0,8,1.7080093380063772,157.40733506623656,159.15243781078607,"one protein, independent complete pool",2026-10-21T16:49:46.392045+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s5o_A,215,22558,vllm-ordinary,0,128,4.065917536616325,157.40733506623656,161.56301353033632,"one protein, independent complete pool",2026-10-21T16:49:50.658722+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s7r_A,217,1413,vllm-ordinary,0,8,1.7909574136137962,151.46286530792713,153.28787163086236,"one protein, independent complete pool",2026-10-21T16:57:53.288094+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6s7r_A,217,22906,vllm-ordinary,0,128,4.211239632219076,151.46286530792713,155.7640262171626,"one protein, independent complete pool",2026-10-21T16:57:57.697966+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sch_A,352,2956,vllm-ordinary,0,8,3.783967688679695,151.46286530792713,155.28438818827271,"one protein, independent complete pool",2026-10-21T17:16:41.273898+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sch_A,352,46426,vllm-ordinary,0,128,10.07524397224188,151.46286530792713,161.7074778713286,"one protein, independent complete pool",2026-10-21T17:16:51.679644+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sdm_A,354,2725,vllm-ordinary,0,8,3.335387598723173,155.1003769095987,158.47949046082795,"one protein, independent complete pool",2026-10-21T17:22:53.951716+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sdm_A,354,43511,vllm-ordinary,0,128,9.279905693605542,155.1003769095987,164.54041037522256,"one protein, independent complete pool",2026-10-21T17:23:03.534047+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sxr_A,481,4715,vllm-ordinary,0,8,6.463808740489185,157.24639852438122,163.75542506668717,"one protein, independent complete pool",2026-10-21T17:17:26.843706+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sxr_A,481,72795,vllm-ordinary,0,128,18.752341935411096,157.24639852438122,176.25628383085132,"one protein, independent complete pool",2026-10-21T17:17:46.019667+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sxs_AAA,481,4356,vllm-ordinary,0,8,5.909585671499372,155.1003769095987,161.11577129364014,"one protein, independent complete pool",2026-10-21T17:31:18.728603+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sxs_AAA,481,72109,vllm-ordinary,0,128,18.732981137931347,155.1003769095987,174.08683460764587,"one protein, independent complete pool",2026-10-21T17:31:37.883206+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sxt_A,482,4347,vllm-ordinary,0,8,5.953142516314983,157.24639852438122,163.25348094291985,"one protein, independent complete pool",2026-10-21T17:18:17.684754+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6sxt_A,482,71952,vllm-ordinary,0,128,18.634565155021846,157.24639852438122,176.14100459124893,"one protein, independent complete pool",2026-10-21T17:18:36.746218+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t1q_A,172,1324,vllm-ordinary,0,8,1.6451055519282818,150.57685415819287,152.25033844122663,"one protein, independent complete pool",2026-10-21T16:31:52.347010+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t1q_A,172,21351,vllm-ordinary,0,128,3.773825873155147,150.57685415819287,154.4378657080233,"one protein, independent complete pool",2026-10-21T16:31:56.310587+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t2i_A,172,1355,vllm-ordinary,0,8,1.6723158713430166,157.40733506623656,159.1196855772287,"one protein, independent complete pool",2026-10-21T16:44:08.886026+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t2i_A,172,21461,vllm-ordinary,0,128,3.773587468080223,157.40733506623656,161.26640197914094,"one protein, independent complete pool",2026-10-21T16:44:12.850404+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t2i_B,172,1349,vllm-ordinary,0,8,1.6744958702474833,157.24639852438122,158.95384104270488,"one protein, independent complete pool",2026-10-21T16:44:03.176317+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t2i_B,172,21444,vllm-ordinary,0,128,3.776953897438944,157.24639852438122,161.12850361131132,"one protein, independent complete pool",2026-10-21T16:44:07.163115+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t2x_A,172,1301,vllm-ordinary,0,8,1.5930324960500002,155.1003769095987,156.71961830556393,"one protein, independent complete pool",2026-10-21T16:58:17.640724+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t2x_A,172,21286,vllm-ordinary,0,128,3.757407857105136,155.1003769095987,158.94676636904478,"one protein, independent complete pool",2026-10-21T16:58:21.606462+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t2x_B,172,1262,vllm-ordinary,0,8,1.6099921371787786,150.57685415819287,152.2152643413283,"one protein, independent complete pool",2026-10-21T16:31:58.002198+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t2x_B,172,21219,vllm-ordinary,0,128,3.853788553271442,150.57685415819287,154.54580723447725,"one protein, independent complete pool",2026-10-21T16:32:02.074729+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t3g_A,172,1363,vllm-ordinary,0,8,1.728069419041276,157.40733506623656,159.16362650040537,"one protein, independent complete pool",2026-10-21T16:44:14.665255+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t3g_A,172,21377,vllm-ordinary,0,128,3.7777284923940897,157.40733506623656,161.2785857906565,"one protein, independent complete pool",2026-10-21T16:44:18.640138+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t3g_B,171,1298,vllm-ordinary,0,8,1.6482108905911446,155.1003769095987,156.78493650443852,"one protein, independent complete pool",2026-10-21T16:57:42.045858+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t3g_B,171,21029,vllm-ordinary,0,128,3.783330110833049,155.1003769095987,158.98456214554608,"one protein, independent complete pool",2026-10-21T16:57:46.028716+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t49_A,172,1393,vllm-ordinary,0,8,1.7662816056981685,157.24639852438122,159.05031723715365,"one protein, independent complete pool",2026-10-21T16:44:09.034806+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t49_A,172,21376,vllm-ordinary,0,128,3.741906145587564,157.24639852438122,161.07293335348368,"one protein, independent complete pool",2026-10-21T16:44:12.957303+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t49_B,170,1243,vllm-ordinary,0,8,1.5500793191604316,150.57685415819287,152.15772072412074,"one protein, independent complete pool",2026-10-21T16:31:11.239364+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t49_B,170,20593,vllm-ordinary,0,128,3.663570526055992,150.57685415819287,154.32354116626084,"one protein, independent complete pool",2026-10-21T16:31:15.078560+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t4e_A,172,1379,vllm-ordinary,0,8,1.7626660987734797,155.1003769095987,156.89391749165952,"one protein, independent complete pool",2026-10-21T16:58:23.462046+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t4e_A,172,21196,vllm-ordinary,0,128,3.777893740683794,155.1003769095987,158.9650716688484,"one protein, independent complete pool",2026-10-21T16:58:27.421419+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t4e_B,172,1307,vllm-ordinary,0,8,1.6624872903339565,150.57685415819287,152.26811389625072,"one protein, independent complete pool",2026-10-21T16:32:03.825349+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t4e_B,172,21448,vllm-ordinary,0,128,3.767014354933053,150.57685415819287,154.4359566164203,"one protein, independent complete pool",2026-10-21T16:32:07.778514+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t4s_A,172,1323,vllm-ordinary,0,8,1.764961595647037,157.40733506623656,159.20149409025908,"one protein, independent complete pool",2026-10-21T16:44:20.521442+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t4s_A,172,21329,vllm-ordinary,0,128,3.8773071710020304,157.40733506623656,161.3695321502164,"one protein, independent complete pool",2026-10-21T16:44:24.591145+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t4s_B,171,1295,vllm-ordinary,0,8,1.6888408749364316,150.57685415819287,152.30018820799887,"one protein, independent complete pool",2026-10-21T16:31:21.855208+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t4s_B,171,21001,vllm-ordinary,0,128,3.758765674196184,150.57685415819287,154.43408692721275,"one protein, independent complete pool",2026-10-21T16:31:25.812263+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5d_A,172,1351,vllm-ordinary,0,8,1.6731990575790403,157.24639852438122,158.94965735077858,"one protein, independent complete pool",2026-10-21T16:44:14.716776+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5d_A,172,21323,vllm-ordinary,0,128,3.782712874934077,157.24639852438122,161.11976298689842,"one protein, independent complete pool",2026-10-21T16:44:18.684521+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5d_B,172,1362,vllm-ordinary,0,8,1.764171376824379,155.1003769095987,156.89388940110803,"one protein, independent complete pool",2026-10-21T16:58:29.276978+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5d_B,172,21215,vllm-ordinary,0,128,3.8033249843865633,155.1003769095987,159.00254253856838,"one protein, independent complete pool",2026-10-21T16:58:33.287065+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5o_AAA,658,6856,vllm-ordinary,0,8,8.76582951284945,155.1003769095987,163.92183363437653,"one protein, independent complete pool",2026-10-21T17:36:13.218588+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5o_AAA,658,109643,vllm-ordinary,0,128,32.673428650945425,155.1003769095987,188.28022546879947,"one protein, independent complete pool",2026-10-21T17:36:46.697956+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5r_A,172,1340,vllm-ordinary,0,8,1.6750451191328466,150.57685415819287,152.2808450423181,"one protein, independent complete pool",2026-10-21T16:32:09.537714+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5r_A,172,21297,vllm-ordinary,0,128,3.7488793041557074,150.57685415819287,154.4185884804465,"one protein, independent complete pool",2026-10-21T16:32:13.472244+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5r_B,172,1369,vllm-ordinary,0,8,1.6847087061032653,157.40733506623656,159.1297539975494,"one protein, independent complete pool",2026-10-21T16:44:26.368960+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t5r_B,172,21128,vllm-ordinary,0,128,3.794524820521474,157.40733506623656,161.28984023910016,"one protein, independent complete pool",2026-10-21T16:44:30.347663+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t6w_A,172,1379,vllm-ordinary,0,8,1.7062541767954826,157.24639852438122,158.9856878472492,"one protein, independent complete pool",2026-10-21T16:44:20.507400+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t6w_A,172,21350,vllm-ordinary,0,128,3.914596598595381,157.24639852438122,161.2471846183762,"one protein, independent complete pool",2026-10-21T16:44:24.622751+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t71_A,172,1367,vllm-ordinary,0,8,1.7289609257131815,155.1003769095987,156.8584726974368,"one protein, independent complete pool",2026-10-21T16:58:35.110378+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t71_A,172,21505,vllm-ordinary,0,128,3.822898959740997,155.1003769095987,159.03425824269652,"one protein, independent complete pool",2026-10-21T16:58:39.150744+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t71_B,171,1320,vllm-ordinary,0,8,1.807922505773604,157.40733506623656,159.25646636541933,"one protein, independent complete pool",2026-10-21T16:43:37.636307+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t71_B,171,21049,vllm-ordinary,0,128,3.789379494264722,157.40733506623656,161.2874307949096,"one protein, independent complete pool",2026-10-21T16:43:41.643539+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t82_A,173,1366,vllm-ordinary,0,8,1.6746141742914915,157.24639852438122,158.95152794290334,"one protein, independent complete pool",2026-10-21T16:44:43.944675+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t82_A,173,21432,vllm-ordinary,0,128,4.004630310460925,157.24639852438122,161.33614997193217,"one protein, independent complete pool",2026-10-21T16:44:48.142263+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t82_B,171,1339,vllm-ordinary,0,8,1.6665280181914568,157.24639852438122,158.9596092570573,"one protein, independent complete pool",2026-10-21T16:43:32.195723+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t82_B,171,21326,vllm-ordinary,0,128,3.7840089658275247,157.24639852438122,161.1159205250442,"one protein, independent complete pool",2026-10-21T16:43:36.190905+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t8r_A,172,1340,vllm-ordinary,0,8,1.67689144378528,150.57685415819287,152.28614054713398,"one protein, independent complete pool",2026-10-21T16:32:15.237759+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t8r_A,172,21563,vllm-ordinary,0,128,3.790539562702179,150.57685415819287,154.46693317685276,"one protein, independent complete pool",2026-10-21T16:32:19.246694+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t8r_B,171,1285,vllm-ordinary,0,8,1.6064966134727,155.1003769095987,156.74642702564597,"one protein, independent complete pool",2026-10-21T16:57:47.736211+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t8r_B,171,20893,vllm-ordinary,0,128,3.780512260273099,155.1003769095987,158.9703903030604,"one protein, independent complete pool",2026-10-21T16:57:51.705968+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t8t_A,172,1344,vllm-ordinary,0,8,1.657185386866331,157.40733506623656,159.09586952067912,"one protein, independent complete pool",2026-10-21T16:44:32.100361+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t8t_A,172,21177,vllm-ordinary,0,128,3.760999724268913,157.40733506623656,161.2572272857651,"one protein, independent complete pool",2026-10-21T16:44:36.054267+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t8t_B,171,1273,vllm-ordinary,0,8,1.5435125790536404,150.57685415819287,152.1614026115276,"one protein, independent complete pool",2026-10-21T16:31:27.455489+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6t8t_B,171,21139,vllm-ordinary,0,128,3.728535153903067,150.57685415819287,154.40380100300536,"one protein, independent complete pool",2026-10-21T16:31:31.380662+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tal_A,172,1341,vllm-ordinary,0,8,1.7254758439958096,157.24639852438122,158.99928171560168,"one protein, independent complete pool",2026-10-21T16:44:26.433762+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tal_A,172,21316,vllm-ordinary,0,128,3.829376205801964,157.24639852438122,161.16456957813352,"one protein, independent complete pool",2026-10-21T16:44:30.451893+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tal_B,171,1259,vllm-ordinary,0,8,1.5960557535290718,157.40733506623656,159.1832070313394,"one protein, independent complete pool",2026-10-21T16:43:43.688381+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tal_B,171,20876,vllm-ordinary,0,128,3.7688831333070993,157.40733506623656,161.2767700245604,"one protein, independent complete pool",2026-10-21T16:43:47.664666+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6taw_A,172,1293,vllm-ordinary,0,8,1.6602248158305883,155.1003769095987,156.78901825286448,"one protein, independent complete pool",2026-10-21T16:58:40.907934+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6taw_A,172,21530,vllm-ordinary,0,128,3.803147029131651,155.1003769095987,159.0091691929847,"one protein, independent complete pool",2026-10-21T16:58:44.923730+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6taw_B,171,1332,vllm-ordinary,0,8,1.68742754496634,157.24639852438122,158.96488374006003,"one protein, independent complete pool",2026-10-21T16:43:37.967103+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6taw_B,171,20966,vllm-ordinary,0,128,3.8158541033044457,157.24639852438122,161.1545681497082,"one protein, independent complete pool",2026-10-21T16:43:41.974675+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tbo_A,172,1304,vllm-ordinary,0,8,1.625736007001251,150.57685415819287,152.23562410054728,"one protein, independent complete pool",2026-10-21T16:32:20.960979+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tbo_A,172,21385,vllm-ordinary,0,128,3.800223468337208,150.57685415819287,154.46924917818978,"one protein, independent complete pool",2026-10-21T16:32:24.957865+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tbo_B,172,1343,vllm-ordinary,0,8,1.6517935311421752,157.40733506623656,159.08920600265265,"one protein, independent complete pool",2026-10-21T16:44:37.802786+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tbo_B,172,21063,vllm-ordinary,0,128,3.726143603213131,157.40733506623656,161.22244859673083,"one protein, independent complete pool",2026-10-21T16:44:41.725172+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tbp_A,172,1334,vllm-ordinary,0,8,1.6148232258856297,157.24639852438122,158.8915420388803,"one protein, independent complete pool",2026-10-21T16:44:32.157084+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tbp_A,172,21245,vllm-ordinary,0,128,3.873064600862562,157.24639852438122,161.20473478920758,"one protein, independent complete pool",2026-10-21T16:44:36.227836+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tbp_B,171,1343,vllm-ordinary,0,8,1.6713336147367954,155.1003769095987,156.80046899989247,"one protein, independent complete pool",2026-10-21T16:57:53.477219+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tbp_B,171,20930,vllm-ordinary,0,128,3.821662060916424,155.1003769095987,159.02031244896352,"one protein, independent complete pool",2026-10-21T16:57:57.504410+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tc1_A,172,1383,vllm-ordinary,0,8,1.686639927327633,155.1003769095987,156.81831357255578,"one protein, independent complete pool",2026-10-21T16:58:46.699214+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tc1_A,172,21450,vllm-ordinary,0,128,3.807701740413904,155.1003769095987,158.99334322288632,"one protein, independent complete pool",2026-10-21T16:58:50.694015+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tc1_B,172,1374,vllm-ordinary,0,8,1.639511845074594,150.57685415819287,152.2443151450716,"one protein, independent complete pool",2026-10-21T16:32:26.681613+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tc1_B,172,21397,vllm-ordinary,0,128,3.733376568648964,150.57685415819287,154.39959635213015,"one protein, independent complete pool",2026-10-21T16:32:30.609523+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tcf_A,172,1316,vllm-ordinary,0,8,1.6041740868240597,157.40733506623656,159.0394595908001,"one protein, independent complete pool",2026-10-21T16:44:43.418774+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tcf_A,172,21326,vllm-ordinary,0,128,3.7449430357664815,157.40733506623656,161.2356514632702,"one protein, independent complete pool",2026-10-21T16:44:47.340980+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tcf_B,171,1285,vllm-ordinary,0,8,1.6300846207886934,150.57685415819287,152.24459779495373,"one protein, independent complete pool",2026-10-21T16:31:33.116435+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tcf_B,171,21200,vllm-ordinary,0,128,3.805630814749748,150.57685415819287,154.4727605371736,"one protein, independent complete pool",2026-10-21T16:31:37.127204+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tgl_A,172,1316,vllm-ordinary,0,8,1.7083691582083702,157.24639852438122,158.98712159134448,"one protein, independent complete pool",2026-10-21T16:44:38.036031+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tgl_A,172,21647,vllm-ordinary,0,128,3.942166892811656,157.24639852438122,161.27679957821965,"one protein, independent complete pool",2026-10-21T16:44:42.185639+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tgl_B,171,1332,vllm-ordinary,0,8,1.864032605662942,157.40733506623656,159.30723193101585,"one protein, independent complete pool",2026-10-21T16:43:49.644306+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tgl_B,171,20821,vllm-ordinary,0,128,3.7949363831430674,157.40733506623656,161.28712689317763,"one protein, independent complete pool",2026-10-21T16:43:53.661466+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tyf_F,174,884,vllm-ordinary,0,8,1.195469363592565,157.40733506623656,158.6310406411067,"one protein, independent complete pool",2026-10-21T16:45:08.406627+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6tyf_F,174,13960,vllm-ordinary,0,128,2.567233600653708,157.40733506623656,160.04410652071238,"one protein, independent complete pool",2026-10-21T16:45:11.146117+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6v3t_A,213,1794,vllm-ordinary,0,8,2.2179515827447176,155.1003769095987,157.34887389466166,"one protein, independent complete pool",2026-10-21T17:03:54.301474+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6v3t_A,213,28681,vllm-ordinary,0,128,5.229966236278415,155.1003769095987,160.43729994818568,"one protein, independent complete pool",2026-10-21T17:03:59.748203+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6v4k_E,455,3699,vllm-ordinary,0,8,4.641063432209194,157.40733506623656,162.1089978320524,"one protein, independent complete pool",2026-10-21T17:15:07.367638+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6v4k_E,455,59226,vllm-ordinary,0,128,14.149385931901634,157.40733506623656,171.76169112790376,"one protein, independent complete pool",2026-10-21T17:15:21.903780+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6v6t_A,35,183,vllm-ordinary,0,8,0.3393848463892936,154.2631402183324,154.63163284305483,"one protein, independent complete pool",2026-10-21T16:23:49.892494+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6v6t_A,35,2635,vllm-ordinary,0,128,0.5895831650123,154.2631402183324,154.89236498065293,"one protein, independent complete pool",2026-10-21T16:23:50.590403+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6vjw_A,138,901,vllm-ordinary,0,8,1.3955615852028131,150.57685415819287,152.00389052415267,"one protein, independent complete pool",2026-10-21T16:27:11.997567+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6vjw_A,138,14989,vllm-ordinary,0,128,2.879352198913693,150.57685415819287,153.53461318928748,"one protein, independent complete pool",2026-10-21T16:27:15.048609+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6w54_A,221,1979,vllm-ordinary,0,8,2.7041270220652223,157.40733506623656,160.14294380974025,"one protein, independent complete pool",2026-10-21T16:50:32.969635+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6w54_A,221,29874,vllm-ordinary,0,128,6.001557394862175,157.40733506623656,163.53574180882424,"one protein, independent complete pool",2026-10-21T16:50:39.212781+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6wzl_E,64,379,vllm-ordinary,0,8,0.5064841592684388,153.51509482692927,154.0489900484681,"one protein, independent complete pool",2026-10-21T16:24:05.073472+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6wzl_E,64,6074,vllm-ordinary,0,128,1.0363114830106497,153.51509482692927,154.5917302314192,"one protein, independent complete pool",2026-10-21T16:24:06.243194+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6wzm_E,64,477,vllm-ordinary,0,8,0.7815891522914171,167.73740578629076,168.55188011936843,"one protein, independent complete pool",2026-10-21T16:24:28.897555+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6wzm_E,64,7549,vllm-ordinary,0,128,1.3197865914553404,167.73740578629076,169.10687907319516,"one protein, independent complete pool",2026-10-21T16:24:30.344595+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6xmn_A,66,500,vllm-ordinary,0,8,0.687323295045644,150.57685415819287,151.2888172264211,"one protein, independent complete pool",2026-10-21T16:24:20.965768+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6xmn_A,66,7759,vllm-ordinary,0,128,1.3583990721963346,150.57685415819287,151.98371436726302,"one protein, independent complete pool",2026-10-21T16:24:22.453871+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6xwk_AAA,162,927,vllm-ordinary,0,8,1.354468857869506,155.1003769095987,156.48491995595396,"one protein, independent complete pool",2026-10-21T16:56:50.568349+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6xwk_AAA,162,14524,vllm-ordinary,0,128,3.0728897117078304,155.1003769095987,158.24843789450824,"one protein, independent complete pool",2026-10-21T16:56:53.810566+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6y3d_AAA,162,1014,vllm-ordinary,0,8,1.337011506780982,150.57685415819287,151.94257121812552,"one protein, independent complete pool",2026-10-21T16:30:29.921137+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6y3d_AAA,162,15264,vllm-ordinary,0,128,2.9340559649281204,150.57685415819287,153.57783879805356,"one protein, independent complete pool",2026-10-21T16:30:33.033661+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6yf5_A,89,301,vllm-ordinary,0,8,0.7763410210609436,157.24639852438122,158.04494631569833,"one protein, independent complete pool",2026-10-21T16:37:03.431070+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6yf5_A,89,4350,vllm-ordinary,0,128,1.3466621907427907,157.24639852438122,158.62840344477445,"one protein, independent complete pool",2026-10-21T16:37:04.895097+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ypq_A,162,896,vllm-ordinary,0,8,1.3032006034627557,157.40733506623656,158.74728692974895,"one protein, independent complete pool",2026-10-21T16:42:42.947261+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ypq_A,162,13846,vllm-ordinary,0,128,2.8981811301782727,157.40733506623656,160.3758342321962,"one protein, independent complete pool",2026-10-21T16:42:46.016058+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6yq8_A,162,854,vllm-ordinary,0,8,1.246578872203827,157.24639852438122,158.54002762865275,"one protein, independent complete pool",2026-10-21T16:42:39.153538+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6yq8_A,162,13660,vllm-ordinary,0,128,2.637611300684512,157.24639852438122,159.94834201410413,"one protein, independent complete pool",2026-10-21T16:42:41.968633+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6yqg_A,162,871,vllm-ordinary,0,8,1.4445629939436913,155.1003769095987,156.5714280810207,"one protein, independent complete pool",2026-10-21T16:56:55.359373+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6yqg_A,162,13811,vllm-ordinary,0,128,2.896323731169105,155.1003769095987,158.0621518548578,"one protein, independent complete pool",2026-10-21T16:56:58.428373+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ysh_A,83,241,vllm-ordinary,0,8,0.6274311849847436,150.57685415819287,151.24213530309498,"one protein, independent complete pool",2026-10-21T16:25:01.602878+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ysh_A,83,3508,vllm-ordinary,0,128,0.933300987817347,150.57685415819287,151.54601075220853,"one protein, independent complete pool",2026-10-21T16:25:02.674056+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ysh_B,81,213,vllm-ordinary,0,8,0.5838221809826791,150.57685415819287,151.1848925189115,"one protein, independent complete pool",2026-10-21T16:24:57.735430+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6ysh_B,81,3208,vllm-ordinary,0,128,0.952243315987289,150.57685415819287,151.5721555701457,"one protein, independent complete pool",2026-10-21T16:24:58.810787+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6yyj_A,162,846,vllm-ordinary,0,8,1.290355853270739,150.57685415819287,151.89515033503994,"one protein, independent complete pool",2026-10-21T16:30:34.419022+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6yyj_A,162,13538,vllm-ordinary,0,128,2.6948066889308397,150.57685415819287,153.33561314223334,"one protein, independent complete pool",2026-10-21T16:30:37.299055+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6z82_A,159,1211,vllm-ordinary,0,8,1.4500233149155974,157.24639852438122,158.72385050356388,"one protein, independent complete pool",2026-10-21T16:41:21.122183+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6z82_A,159,18972,vllm-ordinary,0,128,3.228814641013741,157.24639852438122,160.5620541162789,"one protein, independent complete pool",2026-10-21T16:41:24.540222+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6zgq_A,153,1569,vllm-ordinary,0,8,1.9143165182322264,157.24639852438122,159.20853880234063,"one protein, independent complete pool",2026-10-21T16:40:16.421847+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6zgq_A,153,24470,vllm-ordinary,0,128,4.183321543969214,157.24639852438122,161.52273551002145,"one protein, independent complete pool",2026-10-21T16:40:20.801028+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6zwm_C,319,2890,vllm-ordinary,0,8,3.611503598280251,157.24639852438122,160.8946196846664,"one protein, independent complete pool",2026-10-21T17:00:18.098318+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6zwm_C,319,46400,vllm-ordinary,0,128,9.712479916401207,157.24639852438122,167.12850713171065,"one protein, independent complete pool",2026-10-21T17:00:28.114667+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6zwo_D,319,2913,vllm-ordinary,0,8,3.495550932362676,155.1003769095987,158.63115900196135,"one protein, independent complete pool",2026-10-21T17:14:27.267971+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6zwo_D,319,46059,vllm-ordinary,0,128,9.456211928278208,155.1003769095987,164.726478619501,"one protein, independent complete pool",2026-10-21T17:14:37.032345+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6zyg_A,113,752,vllm-ordinary,0,8,0.9495060057379304,150.57685415819287,151.55460435105488,"one protein, independent complete pool",2026-10-21T16:25:49.542690+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +6zyg_A,113,13307,vllm-ordinary,0,128,2.352690461091697,150.57685415819287,152.99173978716135,"one protein, independent complete pool",2026-10-21T16:25:52.039015+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7bj9_B,230,2141,vllm-ordinary,0,8,2.644605233334005,157.24639852438122,159.92954616248608,"one protein, independent complete pool",2026-10-21T16:51:15.903873+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7bj9_B,230,33717,vllm-ordinary,0,128,6.330692980438471,157.24639852438122,163.77481440547854,"one protein, independent complete pool",2026-10-21T16:51:22.551118+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7bqc_A,125,1085,vllm-ordinary,0,8,1.412896839901805,157.24639852438122,158.6945134876296,"one protein, independent complete pool",2026-10-21T16:38:12.184509+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7bqc_A,125,16065,vllm-ordinary,0,128,2.904222503304481,157.24639852438122,160.22476126998663,"one protein, independent complete pool",2026-10-21T16:38:15.248556+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7brd_A,194,1424,vllm-ordinary,0,8,1.7141297641210258,150.57685415819287,152.31934550451115,"one protein, independent complete pool",2026-10-21T16:34:56.299438+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7brd_A,194,23600,vllm-ordinary,0,128,4.413637847173959,150.57685415819287,155.0817962451838,"one protein, independent complete pool",2026-10-21T16:35:00.903693+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7c0c_A,302,2398,vllm-ordinary,0,8,3.055217308923602,151.46286530792713,154.56072944775224,"one protein, independent complete pool",2026-10-21T17:04:57.545832+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7c0c_A,302,38527,vllm-ordinary,0,128,7.903573621064424,151.46286530792713,159.50894456543028,"one protein, independent complete pool",2026-10-21T17:05:05.723217+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7c8f_A,266,2576,vllm-ordinary,0,8,3.1725121084600687,155.1003769095987,158.30626970529556,"one protein, independent complete pool",2026-10-21T17:07:54.460800+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7c8f_A,266,40678,vllm-ordinary,0,128,8.320451319217682,155.1003769095987,163.57512645050883,"one protein, independent complete pool",2026-10-21T17:08:03.064713+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7c8g_A,264,2616,vllm-ordinary,0,8,3.279543556272984,157.24639852438122,160.57494405657053,"one protein, independent complete pool",2026-10-21T16:53:42.280816+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7c8g_A,264,41350,vllm-ordinary,0,128,8.46813325677067,157.24639852438122,165.8656656453386,"one protein, independent complete pool",2026-10-21T16:53:51.023102+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7chd_A,170,1225,vllm-ordinary,0,8,1.5476237209513783,157.40733506623656,158.99941519647837,"one protein, independent complete pool",2026-10-21T16:43:26.992869+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7chd_A,170,20012,vllm-ordinary,0,128,3.5734784258529544,157.40733506623656,161.0846505779773,"one protein, independent complete pool",2026-10-21T16:43:30.770868+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7csn_A,196,1439,vllm-ordinary,0,8,1.8368593733757732,157.40733506623656,159.2851014798507,"one protein, independent complete pool",2026-10-21T16:47:40.173470+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7csn_A,196,24063,vllm-ordinary,0,128,4.431278207339346,157.40733506623656,161.93449076730758,"one protein, independent complete pool",2026-10-21T16:47:44.818033+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7d11_A,79,568,vllm-ordinary,0,8,0.8104949910193682,160.4695451501757,161.30334200477228,"one protein, independent complete pool",2026-10-21T16:32:35.977446+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7d11_A,79,9297,vllm-ordinary,0,128,1.5706914090551436,160.4695451501757,162.0903120012954,"one protein, independent complete pool",2026-10-21T16:32:37.681391+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7dei_A,376,3346,vllm-ordinary,0,8,4.873846493661404,151.46286530792713,156.3826586920768,"one protein, independent complete pool",2026-10-21T17:20:09.717008+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7dei_A,376,53280,vllm-ordinary,0,128,13.089583493769169,151.46286530792713,164.74484465830028,"one protein, independent complete pool",2026-10-21T17:20:23.146224+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7dej_A,375,3213,vllm-ordinary,0,8,4.288219179958105,155.1003769095987,159.4260007739067,"one protein, independent complete pool",2026-10-21T17:25:45.602055+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7dej_A,375,54998,vllm-ordinary,0,128,12.904565177857876,155.1003769095987,168.2281706314534,"one protein, independent complete pool",2026-10-21T17:25:58.890244+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7ezi_A,323,2235,vllm-ordinary,0,8,2.7794908080250025,157.24639852438122,160.0693730507046,"one protein, independent complete pool",2026-10-21T17:01:10.883004+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7ezi_A,323,36332,vllm-ordinary,0,128,7.430281359702349,157.24639852438122,164.81664809864014,"one protein, independent complete pool",2026-10-21T17:01:18.605372+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7ezl_A,318,2286,vllm-ordinary,0,8,2.699996698647737,155.1003769095987,157.8373472429812,"one protein, independent complete pool",2026-10-21T17:14:16.091725+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7ezl_A,318,36219,vllm-ordinary,0,128,7.303297450765967,155.1003769095987,162.547494167462,"one protein, independent complete pool",2026-10-21T17:14:23.672262+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7jka_A,240,1903,vllm-ordinary,0,8,2.361932907253504,155.1003769095987,157.49770471267402,"one protein, independent complete pool",2026-10-21T17:06:15.492028+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7jka_A,240,30782,vllm-ordinary,0,128,5.738297833129764,155.1003769095987,160.97281478717923,"one protein, independent complete pool",2026-10-21T17:06:21.483014+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7jns_A,350,2618,vllm-ordinary,0,8,3.2455040579661727,157.24639852438122,160.52721105422825,"one protein, independent complete pool",2026-10-21T17:07:45.141477+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7jns_A,350,42096,vllm-ordinary,0,128,8.959265214391053,157.24639852438122,166.37477310746908,"one protein, independent complete pool",2026-10-21T17:07:54.407014+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7jpm_A,42,255,vllm-ordinary,0,8,0.3969027400016784,154.2631402183324,154.68295389134437,"one protein, independent complete pool",2026-10-21T16:23:51.082024+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7jpm_A,42,3573,vllm-ordinary,0,128,0.7012345092371106,154.2631402183324,154.99710237421095,"one protein, independent complete pool",2026-10-21T16:23:51.890590+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7jtv_B,883,9656,vllm-ordinary,0,8,14.338991836644707,157.40733506623656,171.8457560678944,"one protein, independent complete pool",2026-10-21T17:27:26.623139+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7jtv_B,883,157034,vllm-ordinary,0,128,62.70009156130254,157.40733506623656,220.6303770514205,"one protein, independent complete pool",2026-10-21T17:28:30.154536+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7kd9_A,231,2022,vllm-ordinary,0,8,2.9302629390731454,157.40733506623656,160.3778198044747,"one protein, independent complete pool",2026-10-21T16:51:20.401798+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7kd9_A,231,33049,vllm-ordinary,0,128,6.602615932933986,157.40733506623656,164.13976652827114,"one protein, independent complete pool",2026-10-21T16:51:27.244515+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7mwm_A,74,507,vllm-ordinary,0,8,0.8181634610518813,154.2631402183324,155.11898660566658,"one protein, independent complete pool",2026-10-21T16:24:42.738576+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7mwm_A,74,7331,vllm-ordinary,0,128,1.472802591510117,157.40733506623656,158.92703541368246,"one protein, independent complete pool",2026-10-21T16:36:49.816384+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7n7s_B,441,3183,vllm-ordinary,0,8,4.582388304173946,151.46286530792713,156.09482334181666,"one protein, independent complete pool",2026-10-21T17:22:13.567269+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7n7s_B,441,59609,vllm-ordinary,0,128,14.994964707642794,151.46286530792713,166.6640698891133,"one protein, independent complete pool",2026-10-21T17:22:29.009586+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7nna_A,194,248,vllm-ordinary,0,8,0.4445470068603754,157.40733506623656,157.90377128031105,"one protein, independent complete pool",2026-10-21T16:47:09.633546+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7nna_A,194,5505,vllm-ordinary,0,128,1.6277556726709008,157.40733506623656,159.07891347259283,"one protein, independent complete pool",2026-10-21T16:47:11.424389+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7pe7_D,319,2957,vllm-ordinary,0,8,3.831843961030245,151.46286530792713,155.33361816219983,"one protein, independent complete pool",2026-10-21T17:08:17.616752+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7pe7_D,319,46740,vllm-ordinary,0,128,9.843219175934792,151.46286530792713,161.46996741741896,"one protein, independent complete pool",2026-10-21T17:08:27.754629+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95e10,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7pe8_C,319,2781,vllm-ordinary,0,8,3.638128498569131,157.40733506623656,161.10189810581505,"one protein, independent complete pool",2026-10-21T17:00:22.982384+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7pe8_C,319,46291,vllm-ordinary,0,128,9.74757343158126,157.40733506623656,167.31823475379497,"one protein, independent complete pool",2026-10-21T17:00:33.026271+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7pe9_C,319,2811,vllm-ordinary,0,8,3.4466981207951903,157.24639852438122,160.72952417470515,"one protein, independent complete pool",2026-10-21T17:00:31.657733+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7pe9_C,319,46465,vllm-ordinary,0,128,9.676684712991118,157.24639852438122,167.09701957274228,"one protein, independent complete pool",2026-10-21T17:00:41.657316+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb958b0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7peb_C,317,2860,vllm-ordinary,0,8,3.5388097874820232,155.1003769095987,158.68134638108313,"one protein, independent complete pool",2026-10-21T17:14:03.144896+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7peb_C,317,46430,vllm-ordinary,0,128,9.83739841543138,155.1003769095987,165.1146552991122,"one protein, independent complete pool",2026-10-21T17:14:13.295303+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb95de0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7ray_A,74,435,vllm-ordinary,0,8,0.5555681837722659,153.51509482692927,154.1033105412498,"one protein, independent complete pool",2026-10-21T16:24:34.885300+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7ray_A,74,7338,vllm-ordinary,0,128,1.3110974393785,153.51509482692927,154.87124786432832,"one protein, independent complete pool",2026-10-21T16:24:36.323568+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,gb960a0,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7ref_A,123,894,vllm-ordinary,0,8,1.2240829840302467,160.4695451501757,161.7247241823934,"one protein, independent complete pool",2026-10-21T16:33:51.700978+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 +7ref_A,123,13329,vllm-ordinary,0,128,2.53806682722643,160.4695451501757,163.07596392696723,"one protein, independent complete pool",2026-10-21T16:33:54.391678+00:00,contacts-v1-exp277-step-266344,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g82196a,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.35,2.7.0+cu128 diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/trajectory_quality.csv.gz b/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/trajectory_quality.csv.gz new file mode 100644 index 0000000000000000000000000000000000000000..4b8df561889dc31c5144fd19cd6065af420555b7 GIT binary patch literal 50 zcmb2|=HOuXeItwMe@RhdR%&udeo None: parser.add_argument('--data', type=Path, required=True) parser.add_argument('--out', type=Path, required=True) parser.add_argument('--title', default='32 validation proteins: ordinary rollout pools') + parser.add_argument('--methods', nargs='+', choices=['frequency', 'sumq', 'meanq'], + default=['frequency', 'sumq', 'meanq']) + parser.add_argument('--coverage-method', choices=['frequency', 'sumq', 'meanq'], default='sumq') args = parser.parse_args() summary = pd.read_csv(args.data / 'summary.csv') if summary.structures.nunique() != 1: raise ValueError('Pool plot requires a complete common cohort') + completeness = pd.read_csv(args.data / 'completeness.csv') + ordinary = completeness[completeness.policy.str.startswith('ordinary-')] + if ordinary.empty or not ordinary.complete.all(): + raise ValueError('Ordinary generation/scoring has not completed its planned cohort') + if not set(args.methods + [args.coverage_method]) <= set(summary.method): + raise ValueError('Requested plot methods are absent from the summary') fig, axes = plt.subplots(1, 3, figsize=(14, 4.2)) colors = {'frequency': '#2563eb', 'sumq': '#d97706', 'meanq': '#64748b'} for method, label in [('frequency', 'Frequency'), ('sumq', 'Sum proofreader q'), ('meanq', 'Mean q')]: + if method not in args.methods: + continue rows = summary[summary.method == method].sort_values('rollouts') for ax, metric, title in zip(axes[:2], ['r_precision', 'long_r_precision'], ['All-contact R-precision', 'Long-range R-precision'], strict=True): @@ -31,9 +42,9 @@ def main() -> None: ax.set(xscale='log', xlabel='Number of independent rollouts', ylabel=title) ax.set_xticks(rows.rollouts, rows.rollouts.astype(str)) ax.grid(alpha=.2) - rows = summary[summary.method == 'sumq'].sort_values('rollouts') + rows = summary[summary.method == args.coverage_method].sort_values('rollouts') axes[2].plot(rows.rollouts, rows.oracle_coverage, 'o-', color='#15803d', label='Native contacts in pool') - axes[2].plot(rows.rollouts, rows.r_precision, 'o-', color=colors['sumq'], label='Recovered at R predictions') + axes[2].plot(rows.rollouts, rows.r_precision, 'o-', color=colors[args.coverage_method], label='Recovered at R predictions') axes[2].set(xscale='log', xlabel='Number of independent rollouts', ylabel='Fraction of native contacts', ylim=(0, 1)) axes[2].set_xticks(rows.rollouts, rows.rollouts.astype(str)) axes[2].grid(alpha=.2) diff --git 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"experiments/exp368_evals_proofreader_guided_contact_maps/plots/validation_frequency.png", + "--title", + "1375 validation structures: frequency-ranked rollout pools", + "--methods", + "frequency", + "--coverage-method", + "frequency" + ], + "caption": "Mean over the same validation structures. Error bars are 95% homology-group bootstrap intervals. Oracle coverage measures whether a native contact was proposed; it is not an attainable ranking result. Long-range means sequence separation at least 24. No test-set results appear here." +} \ No newline at end of file diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/publish_to_hf.py b/experiments/exp368_evals_proofreader_guided_contact_maps/publish_to_hf.py index 5e6cd461..3c276b96 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/publish_to_hf.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/publish_to_hf.py @@ -12,10 +12,39 @@ from huggingface_hub import HfFileSystem +from runtime import load_release + HERE = Path(__file__).resolve().parent DESTINATION = 'hf://buckets/open-athena/MarinFold/data/exp368/reports' +def frozen_sources() -> dict[str, Path]: + """Cache and verify the small immutable bundles used by executed phases.""" + records = [json.loads(line) for line in (HERE / 'data/server_tasks.jsonl').read_text().splitlines()] + bundles = {record['task']['bundle_sha256']: record['task']['bundle'] for record in records} + api = load_release(('storage',)) + result = {} + total = 0 + for sha, uri in sorted(bundles.items()): + if '/MarinFold/exp368/' not in uri or not uri.endswith('/bundles/' + sha + '.tar.gz'): + raise ValueError('Unexpected immutable source bundle: ' + uri) + destination = HERE / '_cache/source_bundles' / (sha + '.tar.gz') + fs, key = api.storage.filesystem(uri) + size = fs.info(key)['size'] + total += size + if size > 10_000_000 or total > 100_000_000: + raise ValueError('Frozen-source download exceeds its small-artifact ceiling') + destination.parent.mkdir(parents=True, exist_ok=True) + if not destination.exists(): + partial = destination.with_suffix('.partial') + fs.get_file(key, str(partial)) + partial.replace(destination) + if hashlib.sha256(destination.read_bytes()).hexdigest() != sha: + raise ValueError('Frozen source hash mismatch: ' + uri) + result['source_bundles/' + destination.name] = destination + return result + + def main() -> None: """Rebuild the PDF, upload the explicit artifact set and verify public reads.""" parser = argparse.ArgumentParser() @@ -26,14 +55,16 @@ def main() -> None: {'.py', '.md', '.json', '.sh', '.toml', '.lock'} and path.name != 'code_manifest.json'] files += [path for directory in ['data', 'plots', 'release_api'] for path in (HERE / directory).rglob('*') if path.is_file() and '__pycache__' not in path.parts] - total = sum(path.stat().st_size for path in files) + artifacts = {str(path.relative_to(HERE)): path for path in files} + artifacts.update(frozen_sources()) + total = sum(path.stat().st_size for path in artifacts.values()) if total > 1_000_000_000: raise ValueError('Small-artifact publication exceeds its 1 GB ceiling') manifest = {} - for path in sorted(files): + for name, path in sorted(artifacts.items()): with path.open('rb') as stream: digest = hashlib.file_digest(stream, 'sha256').hexdigest() - manifest[str(path.relative_to(HERE))] = dict(size=path.stat().st_size, sha256=digest) + manifest[name] = dict(size=path.stat().st_size, sha256=digest) result = dict(destination=DESTINATION, total_bytes=total, files=manifest, git_commit=subprocess.check_output(['git', 'rev-parse', 'HEAD'], cwd=HERE, text=True).strip(), working_tree_dirty=bool(subprocess.check_output( @@ -44,8 +75,8 @@ def main() -> None: return with tempfile.TemporaryDirectory(prefix='exp368-publication-') as temporary: root = Path(temporary) - for path in files: - target = root / path.relative_to(HERE) + for name, path in artifacts.items(): + target = root / name target.parent.mkdir(parents=True, exist_ok=True) shutil.copyfile(path, target) (root / 'publication.json').write_text(json.dumps(result, indent=2)) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md index acb761c2..6493b95c 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md @@ -67,6 +67,18 @@ Against eight rollouts with sum-q ranking, the paired all-contact gain is 0.0244 (0.0154–0.0519). The 128-rollout pool contains 95.39% of native contacts. The single-batch recipe is the practical cost baseline for guided search. +## Larger validation confirms the pool-size benefit + +On all 1,375 structures in 255 validation groups outside the pilot, frequency +ranking improves from 0.5014 at eight rollouts to 0.5477 at 128. The paired gain +is 0.0463 (95% group-bootstrap interval 0.0403–0.0526). Long-range R-precision +rises from 0.4709 to 0.5215; its gain is 0.0506 (0.0430–0.0586). + +The pool exposes 95.23% of native contacts. Mean warm generation time increases +from 2.431 to 6.599 H100 seconds. Both sides use frequency ranking; fresh +proofreader-weighted validation scoring remains pending. The long-range mean +covers 1,371 structures with nonempty long-range references. + ## Exploratory length control On the five short proteins completed by every original policy, top-10% filtering @@ -143,3 +155,16 @@ was previously used for the proofreader release; new inference-policy test score have not been inspected. Generator pretraining decontamination is not established. Search timings describe this implementation, including discarded work, and are not hardware-independent lower bounds on the cost of these policy families. + +## Execution resumed through the healthy East controller + +East H100 capacity and object writes recovered while RNO's controller remained +unresponsive. Verified copies of the 14.2 MB guided snapshot and 404.6 MB complete +validation outputs now live in East. Pending RNO replacements were canceled +before new East jobs were submitted. Existing East weights keep large reads +colocated, with no new cross-region model staging. + +The new fixed-length GPU smoke passed exact L and 2L contact counts, nested-prefix +checks, model hashes and FP32 cache errors below 9e-7. Four validation-scoring +jobs, four fixed-length shards and twelve original guided shards are submitted +through the healthy controller. No shared cluster restart was performed. From b2a5d4a0dee4236f04d7812fe182c526906fc095 Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 14:08:47 -0400 Subject: [PATCH 12/50] exp368: report validation pool scaling across protein lengths --- .../README.md | 11 ++ .../data/east_capacity_recovery.json | 41 ++++++++ .../validation_frequency/length_strata.csv | 17 +++ .../validation_frequency/scaling_summary.json | 23 ++++ .../plot_pool_scaling.py | 99 ++++++++++++++++++ .../plots/summary.pdf | Bin 493081 -> 613296 bytes .../plots/validation_pool_scaling.png | Bin 0 -> 124216 bytes .../validation_pool_scaling.png.meta.json | 14 +++ .../summary_narrative.md | 12 +++ 9 files changed, 217 insertions(+) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/east_capacity_recovery.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/length_strata.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/scaling_summary.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plot_pool_scaling.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/validation_pool_scaling.png create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/validation_pool_scaling.png.meta.json diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md index bb76c2f8..b340709d 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md @@ -107,6 +107,17 @@ per-input generation timings are in `data/validation_frequency/`. ![Larger validation comparison of frequency-ranked pools](plots/validation_frequency.png) +Across the larger validation panel, 1,196 structures improve with 128 votes, +63 tie and 116 worsen; the median R-precision gain is 0.0392. Descriptive +stratification at 128, 256 and 512 residues finds positive mean gains in every +length band, for both all-contact and long-range R-precision. The 128-rollout +median warm latency is 4.345 seconds, its 95th percentile is 17.024 seconds, +and the maximum is 63.331 seconds. These measured times exclude model loading +and output writes. Fixed length strata and underlying values are saved beside +the full-panel metrics. + +![Latency and protein-level effects of larger rollout pools](plots/validation_pool_scaling.png) + ### Frozen pilot protocol `pilot.json` fixes 32 validation proteins from 32 distinct homology groups, diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/east_capacity_recovery.json b/experiments/exp368_evals_proofreader_guided_contact_maps/data/east_capacity_recovery.json new file mode 100644 index 00000000..5d97c4a3 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/east_capacity_recovery.json @@ -0,0 +1,41 @@ +{ + "at": "2026-10-21T17:59:29.089531+00:00", + "cluster": "cw-us-east-02a", + "nodes_with_unrequested_gpu": [ + { + "node": "g83a1bc", + "free_gpu": 8.0, + "free_cpu": 123.915, + "free_memory_gib": 1999.4318008422852, + "unschedulable": false, + "ready": true + }, + { + "node": "g83f90a", + "free_gpu": 7.0, + "free_cpu": 115.81500000000001, + "free_memory_gib": 1935.3068008422852, + "unschedulable": false, + "ready": true + }, + { + "node": "g8498e8", + "free_gpu": 8.0, + "free_cpu": 123.915, + "free_memory_gib": 1999.4318161010742, + "unschedulable": false, + "ready": true + } + ], + "admission_check": { + "at": "2026-10-21T18:02:35.928607+00:00", + "pod": "iris-bizon-exp368-length-probe-east-d95b350d-1-be59c689730785f1", + "condition": "SchedulingGated", + "gates": [ + "kueue.x-k8s.io/admission", + "kueue.x-k8s.io/topology" + ], + "scoring_workload_message": "couldn't assign flavors to pod set main: insufficient unused quota for nvidia.com/gpu in flavor cw-tas, 1 more needed, insufficient unused quota for rdma/ib in flavor cw-tas, 1 more needed", + "action": "Wait for queue admission; do not change shared quotas or lower CPU requests without a resource need" + } +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/length_strata.csv b/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/length_strata.csv new file mode 100644 index 00000000..af814a3e --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/length_strata.csv @@ -0,0 +1,17 @@ +length_low,length_high,metric,structures,groups,baseline_mean,candidate_mean,difference,low,high +32,127,r_precision,258,88,0.45906046702413134,0.512166773845566,0.05310630682143464,0.04059354093352292,0.06586465927285244 +32,127,long_r_precision,254,85,0.377246062794962,0.4439585582676845,0.06671249547272258,0.0433771263221223,0.09788108723806328 +32,127,oracle_coverage,258,88,0.7335577636508684,0.9580102402891864,0.22445247663831785,0.1900064203268441,0.25937265104875223 +32,127,average_precision,258,88,0.4160190714468185,0.525396737228907,0.10937766578208853,0.09602526239919605,0.12322154933851742 +128,255,r_precision,616,109,0.4683956940350715,0.5163052636579779,0.04790956962290646,0.03639847355983466,0.057050455611408105 +128,255,long_r_precision,616,109,0.44897964868132656,0.49960566158655,0.05062601290522349,0.03691788876584416,0.06118204391962745 +128,255,oracle_coverage,616,109,0.7079983427865253,0.9451765117739542,0.23717816898742886,0.18412883937260519,0.2818211830842609 +128,255,average_precision,616,109,0.41522821493528694,0.5224436049892084,0.10721539005392143,0.09287077396880344,0.11685680577759672 +256,511,r_precision,444,81,0.5746837513557598,0.614399427078684,0.03971567572292414,0.03447007751444751,0.04623705070159791 +256,511,long_r_precision,444,81,0.5558824772274004,0.5971998600439791,0.0413173828165787,0.035947954823889766,0.04785276938240492 +256,511,oracle_coverage,444,81,0.7899568893243811,0.9603271487311139,0.1703702594067328,0.13569275303962233,0.21223801532106207 +256,511,average_precision,444,81,0.5420935948958222,0.6453703033225636,0.10327670842674139,0.0954404787511321,0.11284881649613121 +512,1000,r_precision,57,13,0.4780454470381753,0.5281306402318875,0.050085193193712206,0.03617738528763131,0.06526733401706529 +512,1000,long_r_precision,57,13,0.46301332539950635,0.5148067968726006,0.051793471473094196,0.036703031580754726,0.06729435410459464 +512,1000,oracle_coverage,57,13,0.7055390049915798,0.9411808671472619,0.235641862155682,0.1688751756038945,0.3145228227839816 +512,1000,average_precision,57,13,0.4192808989122283,0.534975965898936,0.11569506698670776,0.10470347287087312,0.12659449018210175 diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/scaling_summary.json b/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/scaling_summary.json new file mode 100644 index 00000000..3c25fabe --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/validation_frequency/scaling_summary.json @@ -0,0 +1,23 @@ +{ + "structures": 1375, + "groups": 255, + "improved": 1196, + "unchanged": 63, + "worse": 116, + "mean_difference": 0.046328973149571226, + "median_difference": 0.03916449086161883, + "latency": { + "8": { + "mean": 2.4312517838511956, + "median": 1.817944754846394, + "p95": 5.42793232537806, + "maximum": 16.614185065962374 + }, + "128": { + "mean": 6.598669686692005, + "median": 4.345431841909885, + "p95": 17.02448879815638, + "maximum": 63.33058577030897 + } + } +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plot_pool_scaling.py b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_pool_scaling.py new file mode 100644 index 00000000..4d0013da --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_pool_scaling.py @@ -0,0 +1,99 @@ +"""Show protein-level variability, length-stratified gains and measured latency.""" + +import argparse +import json +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd + +from build_summary import save_plot_with_meta +from metrics import bootstrap + + +def main() -> None: + """Compare complete eight- and 128-rollout frequency maps on the frozen panel.""" + parser = argparse.ArgumentParser() + parser.add_argument('--input', type=Path, required=True) + parser.add_argument('--plan', type=Path, required=True) + parser.add_argument('--data-out', type=Path, required=True) + parser.add_argument('--out', type=Path, required=True) + args = parser.parse_args() + frame = pd.read_csv(args.input) + entries = set(json.loads(args.plan.read_text())['entries']) + maps = {} + for size in [8, 128]: + rows = frame[(frame.policy == 'ordinary-direct') & (frame.method == 'frequency') & (frame.rollouts == size)] + if set(rows.entry_id) != entries or rows.entry_id.duplicated().any(): + raise ValueError('Pool does not cover the exact planned cohort') + maps[size] = rows.set_index('entry_id').sort_index() + base, candidate = maps[8], maps[128] + if not base[['group_id', 'L']].equals(candidate[['group_id', 'L']]): + raise ValueError('Protein identities differ across pools') + delta = candidate.r_precision - base.r_precision + records = [] + bounds = [32, 128, 256, 512, 1001] + if not base.L.between(bounds[0], bounds[-1] - 1).all(): + raise ValueError('Length strata do not cover this cohort') + for low, high in zip(bounds[:-1], bounds[1:], strict=True): + mask = base.L.ge(low) & base.L.lt(high) + for metric in ['r_precision', 'long_r_precision', 'oracle_coverage', 'average_precision']: + values = candidate.loc[mask, metric] - base.loc[mask, metric] + lower, upper = bootstrap(values.tolist(), base.loc[mask, 'group_id'].tolist()) + records.append(dict(length_low=low, length_high=high - 1, metric=metric, + structures=int(values.notna().sum()), groups=base.loc[mask & values.reindex(base.index).notna(), 'group_id'].nunique(), + baseline_mean=base.loc[mask, metric].mean(), candidate_mean=candidate.loc[mask, metric].mean(), + difference=values.mean(), low=lower, high=upper)) + strata = pd.DataFrame(records) + args.data_out.mkdir(parents=True, exist_ok=True) + strata.to_csv(args.data_out / 'length_strata.csv', index=False) + summary = dict(structures=len(base), groups=base.group_id.nunique(), + improved=int((delta > 0).sum()), unchanged=int((delta == 0).sum()), worse=int((delta < 0).sum()), + mean_difference=delta.mean(), median_difference=delta.median(), + latency={str(size): dict(mean=rows.elapsed_seconds.mean(), median=rows.elapsed_seconds.median(), + p95=rows.elapsed_seconds.quantile(.95), maximum=rows.elapsed_seconds.max()) for size, rows in maps.items()}) + (args.data_out / 'scaling_summary.json').write_text(json.dumps(summary, indent=2) + '\n') + fig, axes = plt.subplots(1, 3, figsize=(15, 4.8), gridspec_kw={'width_ratios': [1, 1, 1.25]}) + for size, color in [(8, '#64748b'), (128, '#2563eb')]: + rows = maps[size] + axes[0].scatter(rows.L, rows.elapsed_seconds, s=10, alpha=.25, color=color, + label=f'MarinFold, {size} rollouts') + axes[0].set(xscale='log', yscale='log', xlabel='Sequence length (residues)', + ylabel='Warm H100 generation seconds', title='Measured per-protein latency') + axes[0].legend(fontsize=8) + axes[0].grid(which='both', alpha=.2) + axes[1].hist(delta, bins=40, color='#2563eb', alpha=.8) + axes[1].axvline(0, color='black', linestyle='--', linewidth=1) + axes[1].set(xlabel='R-precision difference, 128 minus 8', ylabel='Structures', + title='Paired differences across structures') + axes[1].text(.97, .96, f"{summary['improved']} improved\n{summary['unchanged']} unchanged\n{summary['worse']} worse", + transform=axes[1].transAxes, ha='right', va='top', fontsize=9) + for metric, offset, color, label in [('r_precision', -.12, '#2563eb', 'All contacts'), + ('long_r_precision', .12, '#d97706', 'Long-range contacts')]: + rows = strata[strata.metric == metric] + axes[2].errorbar(rows.difference, np.arange(len(rows)) + offset, + xerr=np.stack([rows.difference - rows.low, rows.high - rows.difference]), + fmt='o', color=color, markersize=4, capsize=3, label=label) + labels = [f'{row.length_low}–{row.length_high} aa (n={row.structures})' + for row in strata[strata.metric == 'r_precision'].itertuples()] + axes[2].set_yticks(np.arange(len(labels)), labels) + axes[2].axvline(0, color='black', linestyle='--', linewidth=1) + axes[2].set(xlabel='Paired R-precision difference', title='Gain by protein length') + axes[2].invert_yaxis() + axes[2].legend(fontsize=8) + axes[2].grid(axis='x', alpha=.2) + fig.suptitle(f'{len(base)} validation structures: eight versus 128 frequency-ranked rollouts') + fig.tight_layout() + args.out.parent.mkdir(parents=True, exist_ok=True) + save_plot_with_meta(fig, args.out, caption=( + 'Each latency point is one (protein, pool-size) inference, excluding model load and artifact writes. ' + 'Length strata use fixed boundaries at 32, 128, 256, 512 and 1001 residues. ' + 'Intervals resample related groups within each stratum and describe paired differences. ' + 'Strata are descriptive; they do not select proteins or tune a test policy.')) + plt.close(fig) + print(json.dumps(summary, indent=2)) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf b/experiments/exp368_evals_proofreader_guided_contact_maps/plots/summary.pdf index c401bd7a3d150908bfeeb7a36ee0901e8b1ca8b4..49b47790525f9eea3289c18d86a6f9664fc963dc 100644 GIT binary patch delta 130190 zcmbTdc{o+!_dc8<$xzBkGIc5>m3b@~3Yn*nqLL8GJS3GJN<}C;Q!+&6QaU72hC(Wp zDN0f#C5n(C^xj8&exL96{r&M?uj}gabez4PXFtzc_qx};)=s!6bf;M4&KMt&WTEfg zuEh1|`|cMFEOwzwFGs(&R&e!O`LIy__ua2S8yjS3%fFq!(lPUANer)>T?-3aJeTgP z;lzp1;xR|}Bf}G)mduPtcO)D6KIK*EatW$hm(L{SU(w=7F+OEk7e-+#?(p0=?2{_l z=^E=g_&V(w{;sF`(S^2NPVb=B5FsO}V-Y*Pfi=ct>}|)E(&>uR8?D?$)xL}VS;=#( zCLtms^?T*H1xcQ+?^#~w2YvV|wInmhXlHldPyKPW@8z_y@BK~J)>kejW5kR;DBYP_ z?_Sq&AYUl9V$~;ewmo;Q?Y^U~_NM4g!bGq0$=@$18@#led~@zryS)DKSAaab)h=Ui_TQ5#;(W8U zVs+`k7{>BSPRA%Qhm|H(n!jYqgB$lByVoH7cBv=tccquiTpxm#bKOb^tBwy2Ssm=j z{Kh(@`p8YcJ57GtMM0Ln7ybp+|T`^+C?#8O=iOR zD#@~udD+?267hx)rinvcqAfiJHWr!&9)cnzR}?EU9!P9hm6&?DUnNX$xrJ9X+i!6; zy$vsX4&JFhpLD%+$vwW|_6gf8&C6?lXohDouYYHps`4}5>~{366BWFcV_!`F$_6$_ z+`LE}@oB4ic+OaM@?@Wfg?V|7WVW!m=|t(wuAXokshC~WxB26b2$||tJ;{jN`El7> zi-CR3zSs2L9B&nkEOzW`R+o4s6jbzzNZwW+O$JkTza9H@^v?LftE*&pWqhCFeO!Op zZBfLIo|c=zT1z*-Z2Oe(QZil6RI=7DW^ny)0p<{*PSHtpt@p-N#c>m2n!0UTs+n?r zU#?9Qc{ccomK+|J8l3tXuzlO{pQDQHQKzC!bj&Lwmouv-XM|b=)83wMZLqCR9eU^+ z?|%1$$eNeBfdxCwwwty`R{VLm>e1u;Vd>;#(d<+1j$Z;}zdVXyU~J^!E<6?B1fATjSRO}P|CUS9vYk;MFL~lFAaNjA8r6Cc{H(xwq`eLYbXWWm+wj+Ym zQU33{49k;87z;cS6Yi_*N8&L}WYcp-@`ns7 zIWECLGRl_F9!g3x{bxQUDJk-&LKUr4R*Z>Uy=5_nqVj(htw<7L`_?MTVm>pfq=uWD zyN@?jQEv9Xs;cvIE6S3Ul`BZ@4I;DxMR&&kEKfm7Vg4&vJ)WMbNPo!xx|8z%x)Z4$ zPhnJ&CQZ3TX#-ng7*{As;~VttQ;?JY&%I_BrSv}+rS!iSr6fxZedZ>YZCFn;QFZ?B zMM=%yNcrEQl>X

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z$dcjQc4lp)OY(1W#0@QT41`WRk!0Dzohkod*ZPVZhH~W|khJp6WckH#HWf$3#$4^Y zyFU}7r`S$jZ2qe0%0yf+M}@&&=}Y|rjGrkkSY^YqdpH43t-T)w=jO?{WsClDXXHqWNvA`ZZfhAm)MX}8Mup$)=vu6)4 zIzSiu1D(X2Y8(U|V;yWyqE3u-_4sZ1VaHbBklm5VQTS(hV}%;>=F8l#(S6g;~Qs>%gCt zYd2}O-r4{LHnqU3PLk=-BbxF8f_>257sg;Ud+-ZGGR_zLqF|ikn^5b9MlO~NN1#}h zX-p|dIk86AtN3CbY4U|NZk*>6$^$y(3WjcRI*h`Z(&&LVkD&D@pnPvv)1K5rZ)BhjIuQV)*|btH+QmB!*~A8tf9rYGc+7}o;Qn1zOzA4^`f~luq<7^Lrcc@Y9W=# zMt+q1Ss#7PkV%f#b{SFStcw9KyYVoQSuwUqTq=gSlSUhF0~5q4zmAOJ(w`O{;^Io{ zCnsu`U?zvp0CPF3BgWW9*2Zb`7?_gK61Ftb{0M=b0!3&sz!W`g`kB9F(8curAF>vr z^JVH`iKD~(@3s0MR11hKc(cu++wbU1&SlKV6|PSbv=zMy zCC}0M#LS&+VL@qE0mq7*52e&SXety3aO^zUQWwhm;#MTJ@v5pUn)f$IY^acJmH|zw zE8bl)c~taDCPjD=w%rMAxWD%VK8(k%bKE|O@C8ojomp%o-YII$+Dzhr`M=FF(7ox4 zt&<^qNOTNBe7we5#1=P64bd?;W~x;vWVh%@t`i8;AZ& zp0G)HgdW>bqzIbm%y4iyqOs+^3~(^~stF1*2`_sgTFI5E2@_P#UVRjz4M{OIq-e*0 zp<}#3ICn<~%aWc5s_#TiOKQ1MN; int: + return self.pairs.shape[1] + + +def fork_cache(cache: DynamicCache, indices: torch.Tensor) -> DynamicCache: + """Select branches without mutating the source cache or its tensors.""" + return DynamicCache([(key.index_select(0, indices), value.index_select(0, indices)) + for key, value, *_ in cache]) + + +def select(state: State, indices: torch.Tensor) -> State: + """Return independent cache objects for the selected prefix branches.""" + return replace(state, cache=fork_cache(state.cache, indices), + tokens=state.tokens.index_select(0, indices), hidden=state.hidden.index_select(0, indices), + prompt_hidden=state.prompt_hidden.index_select(0, indices), + triples=state.triples.index_select(0, indices), pairs=state.pairs.index_select(0, indices)) + + +def selection_weights(scores: torch.Tensor, policy: Policy) -> torch.Tensor: + """Weight sampled proposals without double-counting their generator prior.""" + if not torch.isfinite(scores).all(): + raise ValueError('Nonfinite candidate scores') + weights = scores.clamp_min(1e-8).pow(policy.beta) + if policy.fraction < 1: + count = max(1, math.ceil(len(scores) * policy.fraction)) + # Stable ordering gives a reproducible tie break; proposal order is random. + order = torch.argsort(scores, descending=True, stable=True) + keep = torch.zeros_like(weights) + keep[order[:count]] = 1 + weights = weights * keep + weights = weights / weights.sum() + return (1 - policy.exploration) * weights + policy.exploration / len(scores) + + +class Engine: + """Generate and score contact alternatives using one verified backbone.""" + + def __init__(self, reader: nn.Module, lm_head: nn.Module, tokenizer, device: str = 'cuda'): + self.reader = reader.eval() + self.backbone = reader.backbone + self.lm_head = lm_head.eval() + self.tokenizer = tokenizer + self.device = device + self.contact_id = tokenizer.convert_tokens_to_ids('') + self.end_id = tokenizer.convert_tokens_to_ids('') + self.position_ids = torch.tensor([tokenizer.convert_tokens_to_ids(f'') + for i in range(2000)], device=device) + self.generated_tokens = 0 + self.scored_contacts = 0 + + def autocast(self): + """Keep cached search in FP32; BF16 incremental/full GEMMs drifted.""" + return torch.autocast(device_type='cuda', dtype=torch.bfloat16, + enabled=False) + + @torch.inference_mode() + def start(self, prompt: list[int]) -> State: + """Encode a prompt once; later steps reuse its causal features.""" + ids = torch.tensor([prompt], device=self.device) + with self.autocast(): + result = self.backbone(input_ids=ids, use_cache=True) + hidden = result.last_hidden_state[:, -1] + width = hidden.shape[-1] + return State(result.past_key_values, ids, hidden, hidden, + hidden.new_empty((1, 0, 3 * width)), + ids.new_empty((1, 0, 2)), len(prompt)) + + @torch.inference_mode() + def advance(self, state: State, tokens: torch.Tensor) -> tuple[State, torch.Tensor]: + """Append tokens to an owned branch cache; preserve the supplied state.""" + cache = DynamicCache([(key, value) for key, value, *_ in state.cache]) + with self.autocast(): + result = self.backbone(input_ids=tokens, past_key_values=cache, use_cache=True) + hidden = result.last_hidden_state + self.generated_tokens += tokens.numel() + return replace(state, cache=result.past_key_values, + tokens=torch.cat([state.tokens, tokens], dim=1), hidden=hidden[:, -1]), hidden + + @torch.inference_mode() + def probabilities(self, hidden: torch.Tensor, allowed: torch.Tensor) -> torch.Tensor: + """Apply grammar masks before the generator's temperature-1 top-p-.95.""" + with self.autocast(): + logits = self.lm_head(hidden).float() + logits = logits.masked_fill(~allowed, -torch.inf) + ordered, indices = logits.sort(dim=-1, descending=True) + cumulative = ordered.softmax(-1).cumsum(-1) + remove = cumulative - ordered.softmax(-1) >= .95 + ordered = ordered.masked_fill(remove, -torch.inf) + return torch.zeros_like(logits).scatter(-1, indices, ordered.softmax(-1)) + + def sample(self, hidden: torch.Tensor, allowed: torch.Tensor, + rng: torch.Generator) -> torch.Tensor: + """Draw one legal next token per branch with a private random stream.""" + return torch.multinomial(self.probabilities(hidden, allowed), 1, generator=rng) + + def boundary_end(self, state: State, rng: torch.Generator) -> bool: + """Sample EOS with no proofreader influence and no extra EOS candidates.""" + allowed = torch.zeros((1, self.lm_head.out_features), device=self.device, dtype=torch.bool) + allowed[:, [self.contact_id, self.end_id]] = True + return self.sample(state.hidden, allowed, rng).item() == self.end_id + + @torch.inference_mode() + def extend(self, state: State, length: int, offset: int, rng: torch.Generator) -> State: + """Sample one complete, legal, distinct contact for every current branch.""" + batch = state.tokens.shape[0] + position_tokens = self.position_ids[(torch.arange(length, device=self.device) + offset) % 2000] + residues = torch.arange(length, device=self.device) + legal = (residues[:, None] - residues[None]).abs() >= 6 + legal = legal[None].expand(batch, -1, -1).clone() + if state.count: + rows = torch.arange(batch, device=self.device)[:, None] + a, b = state.pairs.unbind(-1) + legal[rows, a, b] = False + legal[rows, b, a] = False + if not legal.any(dim=-1).any(dim=-1).all(): + raise ValueError('Contact universe exhausted') + current, marker_hidden = self.advance(state, state.tokens.new_full((batch, 1), self.contact_id)) + allowed = torch.zeros((batch, self.lm_head.out_features), device=self.device, dtype=torch.bool) + allowed[:, position_tokens] = legal.any(dim=-1) + first = self.sample(current.hidden, allowed, rng) + inverse = torch.full((self.lm_head.out_features,), -1, device=self.device, dtype=torch.long) + inverse[position_tokens] = residues + a = inverse[first[:, 0]] + current, first_hidden = self.advance(current, first) + allowed.zero_() + allowed[:, position_tokens] = legal[torch.arange(batch, device=self.device), a] + second = self.sample(current.hidden, allowed, rng) + b = inverse[second[:, 0]] + current, second_hidden = self.advance(current, second) + triple = torch.cat([marker_hidden, first_hidden, second_hidden], dim=-1) + pairs = torch.stack([a, b], dim=-1).sort(dim=-1).values[:, None] + return replace(current, triples=torch.cat([state.triples, triple], dim=1), + pairs=torch.cat([state.pairs, pairs], dim=1)) + + @torch.inference_mode() + def score(self, state: State) -> tuple[torch.Tensor, torch.Tensor]: + """Recompute bidirectional judgments on cached causal contact features.""" + batch, contacts = state.pairs.shape[:2] + if not contacts: + return state.hidden.new_empty((batch, 0)), state.hidden.new_zeros(batch) + counts = state.hidden.new_tensor([state.prompt_length, contacts], dtype=torch.float32).log1p() + features = torch.cat([state.prompt_hidden, state.hidden, counts[None].expand(batch, -1)], dim=-1) + mask = torch.ones((batch, contacts), dtype=torch.bool, device=self.device) + with self.autocast(): + logits, pooled = self.reader.contact_head(state.triples, features, mask) + recall = self.reader.recall_head(pooled).squeeze(-1).float().sigmoid() + self.scored_contacts += batch * contacts + return logits.sigmoid(), recall + + def finish(self, state: State) -> State: + """Append a genuinely sampled end token before final proofreading.""" + current, _ = self.advance(state, state.tokens.new_full((1, 1), self.end_id)) + return replace(current, finished=True) + + def choose(self, state: State, policy: Policy, length: int, offset: int, + rng: torch.Generator, max_contacts: int) -> State: + """Branch, optionally look ahead, then commit only one proposed contact.""" + if policy.candidates == 1: + return self.extend(state, length, offset, rng) + objectives, completions, pairs = [], [], [] + for start in range(0, policy.candidates, policy.candidate_batch): + batch = min(policy.candidate_batch, policy.candidates - start) + candidates = self.extend(select(state, state.tokens.new_zeros(batch)), length, offset, rng) + q, _ = self.score(candidates) + objective = q[:, -1] if policy.objective == 'new' else q.sum(-1) + depth = min(policy.lookahead, max_contacts - candidates.count) + if depth: + # Fixed-length future evidence is a diagnostic, not terminal value. + index = candidates.tokens.new_tensor(list(range(batch)) * policy.repeats) + future = select(candidates, index) + for _ in range(depth): + future = self.extend(future, length, offset, rng) + fq, _ = self.score(future) + scores = fq[:, candidates.count - 1] if policy.objective == 'new' else fq[:, :candidates.count].sum(-1) + objective = scores.reshape(policy.repeats, batch).mean(0) + del future, fq + objectives.append(objective) + completions.append(candidates.tokens[:, -3:].clone()) + pairs.append(candidates.pairs[:, -1:].clone()) + del candidates, q + objective = torch.cat(objectives) + chosen = torch.multinomial(selection_weights(objective, policy), 1, generator=rng) + # Recompute only the selected triple, keeping memory independent of K. + committed, hidden = self.advance(state, torch.cat(completions).index_select(0, chosen)) + return replace(committed, triples=torch.cat([state.triples, hidden.flatten(1)[:, None]], dim=1), + pairs=torch.cat([state.pairs, torch.cat(pairs).index_select(0, chosen)], dim=1)) + + def rollout(self, prompt: list[int], length: int, offset: int, policy: Policy, + seed: int, contact_limit: int | None = None) -> State: + """Run one guided trajectory with generator-controlled termination.""" + rng = torch.Generator(device=self.device).manual_seed(seed) + state = self.start(prompt) + budget = min(6 * length + 128, 8192 - len(prompt) - 1) + maximum = min(budget // 3, contact_limit or 8192, (length - 6) * (length - 5) // 2) + if policy.particles > 1: + return self.population(state, length, offset, policy, rng, maximum) + if policy.repair: + ordinary = self.continue_rollout(state, length, offset, Policy('repair-base'), rng, maximum) + if ordinary.count < 2: + return ordinary + q, _ = self.score(ordinary) + # The earliest half is where later evidence can change a commitment. + # Re-encoding the retained prefix counts toward this policy's timing. + cut = int(q[0, :max(1, ordinary.count // 2)].argmin()) + retained = self.reencode(prompt, ordinary.tokens[0, len(prompt):len(prompt) + 3 * cut], + ordinary.pairs[:, :cut]) + repaired = self.continue_rollout(retained, length, offset, replace(policy, repair=False), rng, maximum) + return repaired + return self.continue_rollout(state, length, offset, policy, rng, maximum) + + def continue_rollout(self, state: State, length: int, offset: int, policy: Policy, + rng: torch.Generator, maximum: int) -> State: + """Continue a supplied prefix with ordinary generator stopping.""" + while state.count < maximum: + if self.boundary_end(state, rng): + return self.finish(state) + state = self.choose(state, policy, length, offset, rng, maximum) + return state + + def reencode(self, prompt: list[int], completion: torch.Tensor, pairs: torch.Tensor) -> State: + """Rebuild a retained repair prefix from its exact original tokens.""" + state = self.start(prompt) + if not len(completion): + return state + state, hidden = self.advance(state, completion[None]) + return replace(state, triples=hidden.reshape(1, -1, 3 * hidden.shape[-1]), pairs=pairs.clone()) + + def utility(self, state: State) -> float: + """Estimate current F1 for comparing prefixes of different lengths.""" + q, recall = self.score(state) + if not state.count: + return 0.0 + precision = q.mean() + return (2 * precision * recall[0] / (precision + recall[0]).clamp_min(1e-8)).item() + + def population(self, initial: State, length: int, offset: int, policy: Policy, + rng: torch.Generator, maximum: int) -> State: + """Keep diverse prefixes after blocks; return one final map per run. + + Each live parent produces two continuations. Finished prefixes retain + their observed stopping status. A greedy Jaccard penalty discourages + collapse without treating descendants as independent map votes. + """ + live = [initial] + completed = [] + while live: + proposals = [] + for parent in live: + copies = policy.particles if parent.count == 0 else 2 + for _ in range(copies): + state = select(parent, parent.tokens.new_tensor([0])) + for _ in range(min(policy.block, maximum - state.count)): + if self.boundary_end(state, rng): + state = self.finish(state) + break + state = self.extend(state, length, offset, rng) + score = self.utility(state) + if state.finished or state.count == maximum: + completed.append((score, state)) + else: + proposals.append((score, state)) + completed = sorted(completed, key=lambda item: item[0], reverse=True)[:policy.particles] + live = [] + selected_pairs = [] + while proposals and len(live) < policy.particles: + sets = [set(map(tuple, state.pairs[0].tolist())) for _, state in proposals] + adjusted = [] + for (score, _), pairs in zip(proposals, sets, strict=True): + overlap = max((len(pairs & other) / len(pairs | other) for other in selected_pairs), default=0.) + adjusted.append(score - .1 * overlap) + index = max(range(len(proposals)), key=adjusted.__getitem__) + _, state = proposals.pop(index) + live.append(state) + selected_pairs.append(sets[index]) + return max(completed, key=lambda item: item[0])[1] diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py new file mode 100644 index 00000000..6eec7045 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py @@ -0,0 +1,70 @@ +"""Submit independent batch H100 jobs and retain exact recovery commands.""" + +import argparse +import hashlib +import json +import shlex +import subprocess +from datetime import UTC, datetime +from pathlib import Path + +from runtime import load_release + +HERE = Path(__file__).resolve().parent +IMAGE = 'pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081' + + +def main() -> None: + """Bundle the pinned source and write durable job ownership metadata.""" + parser = argparse.ArgumentParser() + parser.add_argument('--name', required=True) + parser.add_argument('--kind', choices=['guided', 'pool', 'score'], default='guided') + parser.add_argument('--dry-run', action='store_true') + args, remaining = parser.parse_known_args() + if remaining and remaining[0] == '--': + remaining = remaining[1:] + load_release(('records', 'storage', 'model')) + files = {p.name: hashlib.sha256(p.read_bytes()).hexdigest() for p in HERE.iterdir() + if p.suffix in {'.py', '.sh', '.toml', '.lock', '.json'} and p.name != 'code_manifest.json'} + source = dict(files=files, sha256=hashlib.sha256(json.dumps(files, sort_keys=True).encode()).hexdigest(), + git_commit=subprocess.check_output(['git', 'rev-parse', 'HEAD'], cwd=HERE, text=True).strip()) + (HERE / 'code_manifest.json').write_text(json.dumps(source, indent=2)) + client = HERE.parent.parent / 'scratch/exp368-iris-client' + command = ['uv', 'run', '--project', str(client), '--package', 'marin-iris', + 'iris', '--cluster', 'marin', 'job', 'run', '--target-cluster', 'cw-us-east-02a', + '--priority', 'batch', '--user', 'bizon', '--job-name', args.name, '--no-wait', + '--enable-extra-resources', '--cpu', '8', '--memory', '64GB', '--disk', '256GB', + '--no-sync', '--timeout', '259200', '--max-retries', '2', '--task-image', + 'vllm/vllm-openai:v0.9.2' if args.kind == 'pool' else IMAGE, + '--exclude', r'(^|/)(_cache|\.venv|wandb|data|plots|__pycache__)/', + '--include', 'release_api/*.py', + '--include', 'code_manifest.json', + '-e', 'EXP368_JOB_ID', '/bizon/' + args.name, '--gpu', 'H100x1', + '--', 'bash', 'pool_bootstrap.sh' if args.kind == 'pool' else 'bootstrap.sh', + *(['--score'] if args.kind == 'score' else []), *remaining] + exact = shlex.join(command) + print(exact, flush=True) + if args.dry_run: + return + result = subprocess.run(command, cwd=HERE, text=True, capture_output=True) + print(result.stdout + result.stderr, flush=True) + if result.returncode or '/bizon/' + args.name not in result.stdout + result.stderr: + raise RuntimeError('Iris did not confirm the expected job; inspect before resubmitting') + client_commit = subprocess.check_output(['git', 'rev-parse', 'HEAD'], cwd=client, text=True).strip() + state = dict(job_id='/bizon/' + args.name, cluster='cw-us-east-02a', client_commit=client_commit, + submitted_at=datetime.now(UTC).isoformat(), resubmit_command=exact, + restart_count=0, monitoring_owner='exp368-root-agent', source=source) + path = HERE / 'data/dispatches.jsonl' + path.parent.mkdir(exist_ok=True) + with path.open('a') as stream: + stream.write(json.dumps(state) + '\n') + scratch = HERE.parent.parent / 'scratch/20261021-exp368_monitoring_state.json' + previous = json.loads(scratch.read_text()) if scratch.exists() else {'jobs': {}} + previous['jobs'][state['job_id']] = state + previous['monitoring_owner'] = state['monitoring_owner'] + scratch.parent.mkdir(exist_ok=True) + scratch.write_text(json.dumps(previous, indent=2)) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py b/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py new file mode 100644 index 00000000..76575ea7 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py @@ -0,0 +1,102 @@ +"""Evaluate ranked contact maps against the entire eligible pair universe.""" + +import hashlib +from collections import defaultdict + +import numpy as np + + +def aggregate(rollouts: list[dict], method: str) -> dict[tuple[int, int], float]: + """Combine unique per-rollout observations, with optional trajectory discount.""" + observations = [] + for row in rollouts: + pairs = {} + for pair, probability in zip(row['pairs'], row['probabilities'], strict=True): + a, b = pair + if 0 <= a < b < row['L'] and b - a >= 6: + pairs.setdefault((a, b), probability) + observations.append(pairs) + weights = np.ones(len(observations)) + if method == 'diversity_sumq': + sets = [set(row) for row in observations] + for i, a in enumerate(sets): + neighbors = sum(bool(a | b) and len(a & b) / len(a | b) >= .8 for b in sets) + weights[i] = 1 / max(1, neighbors) + count, total = defaultdict(float), defaultdict(float) + for pairs, weight in zip(observations, weights, strict=True): + for pair, probability in pairs.items(): + count[pair] += weight + total[pair] += weight * probability + if method == 'frequency': + return dict(count) + if method in {'sumq', 'diversity_sumq'}: + return dict(total) + if method == 'meanq': + return {pair: total[pair] / count[pair] for pair in count} + if method == 'sqrt_frequency_meanq': + return {pair: total[pair] / count[pair] ** .5 for pair in count} + raise ValueError(method) + + +def rank_key(pair: tuple[int, int]) -> bytes: + """Break score ties reproducibly without looking at labels or residue order.""" + return hashlib.sha256(f'{pair[0]}:{pair[1]}'.encode()).digest() + + +def map_metrics(scores: dict[tuple[int, int], float], truth: set[tuple[int, int]], + length: int, separation: int = 6) -> dict[str, float]: + """Score sparse maps, assigning every unproposed eligible pair score zero. + + AP uses grouped score ties, including the complete zero-score tail. For + fixed-budget precision, unfilled prediction slots count as misses; these + methods cannot gain credit by silently guessing pairs they never proposed. + """ + eligible = {pair: score for pair, score in scores.items() + if 0 <= pair[0] < pair[1] < length and pair[1] - pair[0] >= separation} + native = {pair for pair in truth if pair[1] - pair[0] >= separation} + if any(not np.isfinite(score) or score <= 0 for score in eligible.values()): + raise ValueError('Sparse candidate scores must be finite and positive') + universe = max(0, (length - separation) * (length - separation + 1) // 2) + if not native: + return dict(r_precision=float('nan'), average_precision=float('nan'), + oracle_coverage=float('nan'), candidates=len(eligible), gt_count=0, + precision_L=float('nan'), precision_L2=float('nan'), precision_L5=float('nan')) + ranked = sorted(eligible, key=lambda pair: (-eligible[pair], rank_key(pair))) + labels = np.array([pair in native for pair in ranked], dtype=np.float64) + cumulative = labels.cumsum() + groups = defaultdict(lambda: [0, 0]) + for pair, score in eligible.items(): + groups[score][0] += 1 + groups[score][1] += int(pair in native) + tp = predicted = 0 + ap = 0.0 + for score in sorted(groups, reverse=True): + n, positives = groups[score] + tp += positives + predicted += n + ap += positives / len(native) * tp / predicted + if universe > predicted: + ap += (len(native) - tp) / len(native) * len(native) / universe + + def precision(k: int) -> float: + return float(cumulative[min(k, len(cumulative)) - 1] / k) if len(cumulative) else 0.0 + + return dict(r_precision=precision(len(native)), average_precision=ap, + oracle_coverage=tp / len(native), candidates=len(eligible), gt_count=len(native), + precision_L=precision(length), precision_L2=precision(max(1, length // 2)), + precision_L5=precision(max(1, length // 5))) + + +def bootstrap(values: list[float], groups: list[str], seed: int = 368) -> tuple[float, float]: + """Resample related groups while retaining the per-structure mean estimand.""" + bins = defaultdict(list) + for value, group in zip(values, groups, strict=True): + if np.isfinite(value): + bins[group].append(value) + total = np.array([sum(rows) for rows in bins.values()]) + count = np.array([len(rows) for rows in bins.values()]) + if not len(total): + return float('nan'), float('nan') + indices = np.random.default_rng(seed).integers(len(total), size=(2000, len(total))) + means = total[indices].sum(-1) / count[indices].sum(-1) + return tuple(np.quantile(means, [.025, .975]).tolist()) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/pilot.json b/experiments/exp368_evals_proofreader_guided_contact_maps/pilot.json new file mode 100644 index 00000000..39e9e900 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/pilot.json @@ -0,0 +1,120 @@ +{ + "split": "validation", + "entries": [ + "6dsl_A", + "6z0m_A", + "1k3h_A", + "1ilo_A", + "2jov_A", + "3lkl_A", + "4ofk_A", + "4g1r_A", + "2db2_A", + "6xxd_A", + "5fmu_A", + "6ejq_A", + "4d5r_A", + "4ftx_A", + "2g3t_A", + "5hjf_A", + "5gp9_A", + "5z6d_A", + "1em2_A", + "5ufm_A", + "4knw_A", + "4d8b_A", + "1i2l_A", + "1xxx_A", + "3cpx_A", + "6fnq_A", + "5a5l_A", + "6gkw_A", + "2y4e_A", + "4ler_A", + "4d1j_A", + "1q2l_A" + ], + "rollouts": 4, + "policies": [ + { + "name": "control" + }, + { + "name": "uniform-k16", + "candidates": 16 + }, + { + "name": "top10-k16", + "candidates": 16, + "fraction": 0.1 + }, + { + "name": "top25-k16", + "candidates": 16, + "fraction": 0.25 + }, + { + "name": "top50-k16", + "candidates": 16, + "fraction": 0.5 + }, + { + "name": "top10-k64", + "candidates": 64, + "fraction": 0.1 + }, + { + "name": "soft1-k16", + "candidates": 16, + "beta": 1 + }, + { + "name": "soft2-k16", + "candidates": 16, + "beta": 2 + }, + { + "name": "soft4-k16", + "candidates": 16, + "beta": 4 + }, + { + "name": "explore10-k16", + "candidates": 16, + "fraction": 0.1, + "exploration": 0.1 + }, + { + "name": "look8-k16", + "candidates": 16, + "fraction": 0.1, + "lookahead": 8, + "repeats": 2 + }, + { + "name": "look32-k16", + "candidates": 16, + "fraction": 0.1, + "lookahead": 32, + "repeats": 2 + }, + { + "name": "total-k16", + "candidates": 16, + "fraction": 0.1, + "objective": "total" + }, + { + "name": "particles8-b8", + "particles": 8, + "block": 8 + }, + { + "name": "repair-k16", + "candidates": 16, + "fraction": 0.1, + "repair": true + } + ], + "selection": "one SHA256-selected representative per homology group, then 32 uniformly spaced length ranks; no quality labels used" +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plot_existing.py b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_existing.py new file mode 100644 index 00000000..57d019b4 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_existing.py @@ -0,0 +1,42 @@ +"""Plot validation-only candidate coverage and aggregation baselines.""" + +from pathlib import Path + +import matplotlib.pyplot as plt +import pandas as pd + +from build_summary import save_plot_with_meta + +HERE = Path(__file__).resolve().parent + + +def main() -> None: + """Render figures from committed structure-bootstrap summary CSVs.""" + frame = pd.read_csv(HERE / 'data/existing_validation_summary.csv') + fig, axes = plt.subplots(1, 2, figsize=(11, 4.3), layout='constrained') + for metric, label in [('oracle_coverage', 'Native contacts in candidate pool'), + ('r_precision', 'Final map R-precision')]: + rows = frame[(frame.method == 'sumq') & (frame.metric == metric)].sort_values('rollouts') + axes[0].plot(rows.rollouts, rows['mean'], 'o-', label=label) + axes[0].fill_between(rows.rollouts, rows.ci_low, rows.ci_high, alpha=.15) + axes[0].set(xlabel='Independent rollouts', ylabel='Fraction', ylim=(0, 1), xticks=[1, 2, 4, 8], + title='Pool coverage leaves ranking headroom') + axes[0].legend(fontsize=8) + labels = dict(frequency='Frequency', sumq='Sum q', meanq='Mean q', + sqrt_frequency_meanq='√frequency × mean q', diversity_sumq='Diversity-weighted sum q') + for i, metric in enumerate(['r_precision', 'long_r_precision']): + rows = frame[(frame.rollouts == 8) & (frame.metric == metric)].set_index('method').loc[list(labels)] + axes[1].barh([j + .35 * i for j in range(len(rows))], rows['mean'], height=.32, + label='All eligible' if i == 0 else 'Long-range') + axes[1].set(yticks=[j + .175 for j in range(len(labels))], yticklabels=list(labels.values()), + xlabel='R-precision', xlim=(0, .65), title='Eight-rollout aggregation') + axes[1].legend(fontsize=8) + fig.suptitle('Existing validation rollouts · 1,552 structures · 287 homology groups', fontsize=12) + save_plot_with_meta(fig, HERE / 'plots/existing_validation.png', + caption='Validation-only reanalysis. Bands resample homology groups (95% intervals). ' + 'Oracle coverage uses labels only to bound achievable recall. The small number of structures ' + 'with fewer than eight usable rollouts retains all available samples. Long-range means separation ≥24.') + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plots/existing_validation.png b/experiments/exp368_evals_proofreader_guided_contact_maps/plots/existing_validation.png new file mode 100644 index 0000000000000000000000000000000000000000..bed229a1b8202b967094323dd35ae4a7af16ed45 GIT binary patch literal 56895 zcmbTe2RPU5`#%0cMj}#*hSjplY9OOX36&X@%#2EAvR4^}&=5+bQe;yZS&@+n4WsN3 z*_4&h|Gayi&*%I99>@Q8{Ep*)9G~$#yuIJA_kCaYb)DCFp4WX<^TaxwAy zvn&1mpK7bFC}+C=`FCMS=JbDmg&(e>qu2kR-v#?!68X>HG4WUIeZ~3Dd*BrjX7@Xp z|NEw@5}Nh_|9zK7T!MN3eIdIx%PPbFzK}_XfqY!ewdQ7nF;_X8FWHIv8`p4iFXagj zs;;i)IBtCWYqrHQS2-RtbMt&jMMcG#*;&qlp(xqqay)GO{QR2>YCoEtI~P(~x_4x} z=>p!%v08C=hGD*T<6$Am-x>n`5y3%t>WI26B@XXLJ1Rofs3&eX*Ob03%a=v#LQnN| z=5>38>^^?{$j-r`ZE1YFth{`@&86ejt5-B~JV(F5$_Ybcuhy+{MMk^UuOGv&GJ{pEZx`H}qXfNZ_BI z4p_EE-0Sy+XJ{u`7${w7}fGalYm8v$XRqFS=e|U1|L#+ah_G7XhWsRUop( zf7Qvs#=eX=!Bhll5{l>*%*`-74ogM(x_Q%kayU6&pK8N5fS@R-1l&bSUxn 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a/experiments/exp368_evals_proofreader_guided_contact_maps/policy_smoke.json b/experiments/exp368_evals_proofreader_guided_contact_maps/policy_smoke.json new file mode 100644 index 00000000..4d227b61 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/policy_smoke.json @@ -0,0 +1,37 @@ +{ + "split": "validation", + "entries": [ + "6d0i_B", + "6f0k_A" + ], + "rollouts": 1, + "policies": [ + { + "name": "look8-k16", + "candidates": 16, + "fraction": 0.1, + "lookahead": 8, + "repeats": 2 + }, + { + "name": "look32-k16", + "candidates": 16, + "fraction": 0.1, + "lookahead": 32, + "repeats": 2 + }, + { + "name": "particles8-b8", + "particles": 8, + "block": 8 + }, + { + "name": "repair-k16", + "candidates": 16, + "fraction": 0.1, + "repair": true + } + ], + "selection": "one SHA256-selected representative per homology group, then 32 uniformly spaced length ranks; no quality labels used", + "contact_limit": 48 +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/pool.py b/experiments/exp368_evals_proofreader_guided_contact_maps/pool.py new file mode 100644 index 00000000..22ba93ed --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/pool.py @@ -0,0 +1,97 @@ +"""Generate nested ordinary rollout pools with measured cumulative GPU cost.""" + +import argparse +import json +import platform +import socket +import time +from datetime import UTC, datetime +from pathlib import Path + +import torch +from transformers import AutoTokenizer +from vllm import LLM, SamplingParams + +from runtime import GENERATOR, HERE, ROOT, TARGETS, load_release, pin_run + + +def main() -> None: + """Generate 8, then 24, then 96 samples per protein, committing each wave.""" + parser = argparse.ArgumentParser() + parser.add_argument('--plan', default='pilot.json') + parser.add_argument('--out', default=ROOT + '/pool-v1') + parser.add_argument('--shard', type=int, default=0) + parser.add_argument('--shards', type=int, default=4) + args = parser.parse_args() + api = load_release(('records', 'storage')) + plan = json.loads((HERE / args.plan).read_text()) + pin = pin_run(api, plan, args.out, args.shard, kind='ordinary-generation') + targets = {row['entry_id']: row for row in api.storage.read_rows(TARGETS)} + panel = sorted([targets[entry] for entry in plan['entries']], key=lambda row: (row['L'], row['entry_id'])) + if any(row['split'] != plan['split'] for row in panel): + raise ValueError('Wrong split in panel') + panel = panel[args.shard::args.shards] + fs, root = api.storage.filesystem(args.out) + model = Path('/tmp/exp368-generator') + started = time.perf_counter() + api.storage.stage_directory(GENERATOR, model, include_training_state=False) + tokenizer = AutoTokenizer.from_pretrained(model) + llm = LLM(model=str(model), dtype='bfloat16', max_model_len=8192, + gpu_memory_utilization=.88, enable_prefix_caching=False, + generation_config='vllm', max_num_seqs=128, seed=368) + load_seconds = time.perf_counter() - started + gpu = torch.cuda.get_device_properties(0) + worker = dict(model_nickname='contacts-v1-exp277-step-266344', runner_tag='iris', + gpu_name=gpu.name, gpu_total_memory_gb=gpu.total_memory / 1e9, + gpu_compute_capability=f'{gpu.major}.{gpu.minor}', hostname=socket.gethostname(), + platform=platform.platform(), torch_version=torch.__version__) + end = tokenizer.convert_tokens_to_ids('') + for target in panel: + previous = 0 + for size in plan.get('pool_sizes', [8, 32, 128]): + key = f"{target['entry_id']}/pool-{size}" + if fs.exists(root + '/' + key + '.done.json'): + previous = size + continue + prompts, settings, work = [], [], [] + for sample in range(previous, size): + identity = f"exp368:{target['entry_id']}:r{sample}" + prompt, offset = api.records.make_prompt(target['sequence'], identity) + ids = tokenizer.encode(prompt, add_special_tokens=False) + prompts.append(prompt) + settings.append(SamplingParams(temperature=1., top_p=.95, top_k=-1, + max_tokens=min(6 * target['L'] + 128, 8192 - len(ids) - 1), + stop_token_ids=[end], skip_special_tokens=False, + seed=api.records.stable_seed('sample:' + identity))) + work.append((sample, ids, offset)) + start = time.perf_counter() + outputs = llm.generate(prompts, settings, use_tqdm=False) + elapsed = time.perf_counter() - start + rows = [] + for (sample, ids, offset), result in zip(work, outputs, strict=True): + output = result.outputs[0] + completion = list(output.token_ids) + parsed = api.records.parse_contacts(tokenizer.convert_ids_to_tokens(completion), + offset, target['L'], target['contacts']) + rows.append(dict(entry_id=target['entry_id'], group_id=target['group_id'], + split=target['split'], L=target['L'], sample=sample, policy='ordinary', + prompt_ids=ids, completion_ids=completion, **parsed, + gt_count=len(target['contacts']), finished=bool(completion) and completion[-1] == end)) + api.storage.write_rows(rows, args.out + '/' + key + '.parquet') + timing = dict(stem=target['entry_id'], n_residues=target['L'], + n_pairs=sum(len(row['pairs']) for row in rows), mode='vllm-ordinary', + sample_start=previous, sample_end=size, elapsed_seconds=elapsed, + model_load_seconds=load_seconds, total_seconds=time.perf_counter() - start + load_seconds, + timing_scope='one protein, this wave only; sum waves for cumulative pool cost', + timestamp_utc=datetime.now(UTC).isoformat(), **worker) + api.storage.write_csv([timing], args.out + '/' + key + '.timings.csv') + api.storage.write_json(dict(rollouts=len(rows), **pin), + args.out + '/' + key + '.done.json') + print(f'[exp368] {key} added={size-previous} seconds={elapsed:.2f}', flush=True) + previous = size + api.storage.write_json(dict(proteins=len(panel), **pin), + args.out + f'/shard-{args.shard:03d}.complete.json') + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/pool_bootstrap.sh b/experiments/exp368_evals_proofreader_guided_contact_maps/pool_bootstrap.sh new file mode 100644 index 00000000..d8d60a17 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/pool_bootstrap.sh @@ -0,0 +1,18 @@ +#!/usr/bin/env bash +set -euo pipefail +unset FSSPEC_S3_CONFIG_KWARGS +export TOKENIZERS_PARALLELISM=false OMP_NUM_THREADS=4 VLLM_LOGGING_LEVEL=ERROR +export EXP356_S3_ENDPOINT=https://cwobject.com +VLLM_PY="" +for candidate in /app/.venv/bin/python /usr/local/bin/python /usr/bin/python3 /opt/venv/bin/python python3 python; do + if "$candidate" -c 'import torch, vllm' >/dev/null 2>&1; then VLLM_PY="$candidate"; break; fi +done +if [ -z "$VLLM_PY" ]; then echo 'No vLLM interpreter in image'; exit 3; fi +uv pip install --python "$VLLM_PY" --quiet --no-deps \ + fsspec==2026.1.0 s3fs==2026.1.0 aiobotocore==2.26.0 botocore==1.41.5 \ + aiohttp==3.14.3 aiohappyeyeballs==2.7.1 aioitertools==0.13.0 aiosignal==1.4.0 \ + attrs==26.1.0 frozenlist==1.8.0 idna==3.20 jmespath==1.1.0 multidict==6.9.1 \ + propcache==0.5.4 python-dateutil==2.9.0.post0 six==1.17.0 urllib3==2.8.0 \ + wrapt==1.17.4rc1 yarl==1.25.1 pyarrow==23.0.1 +export VLLM_PORT=$("$VLLM_PY" -c 'import socket; s=socket.socket(); s.bind(("",0)); print(s.getsockname()[1]); s.close()') +exec "$VLLM_PY" pool.py "$@" diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/pool_smoke.json b/experiments/exp368_evals_proofreader_guided_contact_maps/pool_smoke.json new file mode 100644 index 00000000..7acb60db --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/pool_smoke.json @@ -0,0 +1,86 @@ +{ + "split": "validation", + "entries": [ + "6dsl_A", + "6z0m_A" + ], + "rollouts": 4, + "policies": [ + { + "name": "control" + }, + { + "name": "top10-k16", + "candidates": 16, + "fraction": 0.1 + }, + { + "name": "top25-k16", + "candidates": 16, + "fraction": 0.25 + }, + { + "name": "top50-k16", + "candidates": 16, + "fraction": 0.5 + }, + { + "name": "top10-k64", + "candidates": 64, + "fraction": 0.1 + }, + { + "name": "soft1-k16", + "candidates": 16, + "beta": 1 + }, + { + "name": "soft2-k16", + "candidates": 16, + "beta": 2 + }, + { + "name": "soft4-k16", + "candidates": 16, + "beta": 4 + }, + { + "name": "explore10-k16", + "candidates": 16, + "fraction": 0.1, + "exploration": 0.1 + }, + { + "name": "look8-k16", + "candidates": 16, + "fraction": 0.1, + "lookahead": 8, + "repeats": 2 + }, + { + "name": "look32-k16", + "candidates": 16, + "fraction": 0.1, + "lookahead": 32, + "repeats": 2 + }, + { + "name": "total-k16", + "candidates": 16, + "fraction": 0.1, + "objective": "total" + }, + { + "name": "particles8-b8", + "particles": 8, + "block": 8 + }, + { + "name": "repair-k16", + "candidates": 16, + "fraction": 0.1, + "repair": true + } + ], + "selection": "one SHA256-selected representative per homology group, then 32 uniformly spaced length ranks; no quality labels used" +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/pyproject.toml b/experiments/exp368_evals_proofreader_guided_contact_maps/pyproject.toml new file mode 100644 index 00000000..c0e79069 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/pyproject.toml @@ -0,0 +1,14 @@ +[project] +name = "exp368-proofreader-guided-contact-maps" +version = "0.1.0" +requires-python = ">=3.12,<3.13" +dependencies = [ + "torch==2.10.0", "transformers==5.3.0", "huggingface-hub==1.7.1", + "pyarrow==23.0.1", "fsspec==2026.2.0", "s3fs==2026.2.0", + "numpy==2.2.6", "pandas==2.3.3", "matplotlib==3.10.8", + "scikit-learn==1.8.0", "pytest==9.0.2", +] +[tool.uv] +package = false +prerelease = "allow" +environments = ["sys_platform == 'linux'"] diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/release_manifest.json b/experiments/exp368_evals_proofreader_guided_contact_maps/release_manifest.json new file mode 100644 index 00000000..4a5db886 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/release_manifest.json @@ -0,0 +1,57 @@ +{ + "source_checkpoint": "s3://marin-us-east-02a/MarinFold/exp356/checkpoints/exp356-exp277-frozen-contact-pdb50k-v2/step-18000", + "files": { + "README.md": { + "size": 6548, + "sha256": "54caecfbcd96187e4af6ae8fb5e71fc55bb24dec4ffa1ea1f4719b6d8c989467" + }, + "config.json": { + "size": 1447, + "sha256": "dd81adeeb089aaaefea2a242bff777705aee71ca3319960c8b2d9e5c74d68ca6" + }, + "heads.pt": { + "size": 88743900, + "sha256": "35e0a53dc29e713e9ecc835b8f9f7b822bcf49f98492109dc63ec750fa2caf53" + }, + "infer.py": { + "size": 6850, + "sha256": "b0b68b98031884f3d16709b1a00c01deb6a0f48c731746103bf58b01427bdf77" + }, + "model.py": { + "size": 10321, + "sha256": "f13d987f379955497a9a5d8667942549eb6d87df58c0a25879decfbfa5e25382" + }, + "model.safetensors": { + "size": 5862227888, + "sha256": "7e9858031dfcc17f72215a4aba3cfcb18731f41a49730d30d9fec9f595337342" + }, + "proofreader.json": { + "size": 4820, + "sha256": "6cafab15034febb3bd63cea3a410e93ef6a9376884a5529cfdec6b197a6a7cce" + }, + "pyproject.toml": { + "size": 551, + "sha256": "038e9b5e97784a20c55692cef32b06bcff1b110750f7db560db5d9f9f98d5088" + }, + "records.py": { + "size": 6100, + "sha256": "c5c4ca668e24c0bce9ec8a5daba967e80fa9c4140ff3790cc8d4ff7d8954b767" + }, + "storage.py": { + "size": 4756, + "sha256": "37f4ec95ade1f8eee9f685dddafd692e4d8d8357112a0492b8f67345abdb4d21" + }, + "tokenizer.json": { + "size": 64590, + "sha256": "12c2315686bab2c01048295f017b46de41a194cb40ee37a8cd66b75df2abaae6" + }, + "tokenizer_config.json": { + "size": 337, + "sha256": "be97e152d80e27dbd7fc90b7cabdc85c0fff509ef943d200f9593c3e0eae8b2d" + }, + "uv.lock": { + "size": 147424, + "sha256": "ca2922d87661e2afb21c5dd74d8329074fb3b07fc396e4ea7fa6ce46b6490499" + } + } +} \ No newline at end of file diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/runtime.py b/experiments/exp368_evals_proofreader_guided_contact_maps/runtime.py new file mode 100644 index 00000000..46ad3c16 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/runtime.py @@ -0,0 +1,89 @@ +"""Load the published, hash-pinned proofreader API as a model dependency. + +Only the small inference source files come from the public release. Large model +files and experimental inputs are read from the co-located CoreWeave store. +""" + +import hashlib +import importlib.util +import json +import sys +from pathlib import Path +from types import ModuleType, SimpleNamespace + +from huggingface_hub import HfFileSystem + +HERE = Path(__file__).resolve().parent +RELEASE = 'buckets/open-athena/MarinFold/checkpoints/exp356-exp277-frozen-contact-pdb50k-v2/step-18000' +READER = 's3://marin-us-east-02a/MarinFold/exp356/checkpoints/exp356-exp277-frozen-contact-pdb50k-v2/step-18000' +GENERATOR = 's3://marin-us-east-02a/MarinFold/exp304/model/exp277-step-266344' +TARGETS = 's3://marin-us-east-02a/MarinFold/exp356/data/v1/targets.parquet' +ROOT = 's3://marin-us-east-02a/MarinFold/exp368' + + +def digest_file(path: Path) -> str: + """Hash a file without loading large weights into memory.""" + with path.open('rb') as stream: + return hashlib.file_digest(stream, 'sha256').hexdigest() + + +def import_file(name: str, path: Path) -> ModuleType: + """Import the explicitly pinned standalone model API under a unique name.""" + spec = importlib.util.spec_from_file_location(name, path) + if spec is None or spec.loader is None: + raise ImportError(path) + module = importlib.util.module_from_spec(spec) + sys.modules[name] = module + spec.loader.exec_module(module) + return module + + +def load_release(names: tuple[str, ...] = ('model', 'records', 'storage')) -> SimpleNamespace: + """Fetch and verify the release's small API files, never its weight files.""" + manifest = json.loads((HERE / 'release_manifest.json').read_text()) + directory = HERE / 'release_api' + directory.mkdir(parents=True, exist_ok=True) + fs = HfFileSystem(token=False) + modules = {} + for name in names: + filename = name + '.py' + destination = directory / filename + expected = manifest['files'][filename]['sha256'] + if not destination.exists() or digest_file(destination) != expected: + destination.write_bytes(fs.read_bytes(RELEASE + '/' + filename)) + if digest_file(destination) != expected: + raise ValueError(f'Published API hash changed: {filename}') + modules[name] = import_file('exp368_release_' + name, destination) + return SimpleNamespace(**modules) + + +def stage_reader(api: SimpleNamespace, destination: Path) -> None: + """Stage and hash-check the released reader against its public manifest.""" + api.storage.stage_directory(READER, destination, include_training_state=False) + manifest = json.loads((HERE / 'release_manifest.json').read_text()) + for name in ['model.safetensors', 'heads.pt', 'config.json', 'proofreader.json', + 'tokenizer.json', 'tokenizer_config.json']: + if digest_file(destination / name) != manifest['files'][name]['sha256']: + raise ValueError(f'Checkpoint differs from release: {name}') + + +def verify_source() -> dict: + """Reject a bundle that differs from the source manifest saved at launch.""" + manifest = json.loads((HERE / 'code_manifest.json').read_text()) + for name, expected in manifest['files'].items(): + if digest_file(HERE / name) != expected: + raise ValueError(f'Bundled source changed after manifest creation: {name}') + return manifest + + +def pin_run(api: SimpleNamespace, plan: dict, out: str, shard: int, **extra) -> dict: + """Pin code, plan and inputs before reading any partial resume outputs.""" + source = verify_source() + pin = dict(plan_sha256=hashlib.sha256(json.dumps(plan, sort_keys=True).encode()).hexdigest(), + code_sha256=source['sha256'], generator=GENERATOR, reader=READER, **extra) + fs, root = api.storage.filesystem(out) + key = root + f'/shard-{shard:03d}.pin.json' + if fs.exists(key) and json.loads(fs.cat(key)) != pin: + raise ValueError('Code/plan changed on resume; use a fresh output prefix') + api.storage.write_json(pin, out + f'/shard-{shard:03d}.pin.json') + return pin diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/score_pool.py b/experiments/exp368_evals_proofreader_guided_contact_maps/score_pool.py new file mode 100644 index 00000000..025a1ec9 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/score_pool.py @@ -0,0 +1,94 @@ +"""Proofread independent rollout pools with the published full-forward API.""" + +import argparse +import json +import platform +import socket +import time +from datetime import UTC, datetime +from pathlib import Path + +import torch + +from runtime import HERE, ROOT, TARGETS, load_release, pin_run, stage_reader + + +def main() -> None: + """Batch complete rollouts, keeping full EOS and first-occurrence semantics.""" + parser = argparse.ArgumentParser() + parser.add_argument('--plan', default='pilot.json') + parser.add_argument('--input', default=ROOT + '/pool-v1') + parser.add_argument('--out', default=ROOT + '/pool-scored-v1') + parser.add_argument('--shard', type=int, default=0) + parser.add_argument('--shards', type=int, default=4) + args = parser.parse_args() + torch.set_num_threads(4) + api = load_release() + plan = json.loads((HERE / args.plan).read_text()) + pin = pin_run(api, plan, args.out, args.shard, kind='ordinary-proofreading', input=args.input) + targets = {row['entry_id']: row for row in api.storage.read_rows(TARGETS)} + panel = sorted([targets[entry] for entry in plan['entries']], key=lambda row: (row['L'], row['entry_id'])) + if any(row['split'] != plan['split'] for row in panel): + raise ValueError('Wrong data split') + panel = panel[args.shard::args.shards] + directory = Path('/tmp/exp368-reader') + started = time.perf_counter() + stage_reader(api, directory) + reader, tokenizer = api.model.load_model(directory) + reader = reader.to('cuda').eval() + load_seconds = time.perf_counter() - started + assessment = tokenizer.convert_tokens_to_ids('') + gpu = torch.cuda.get_device_properties(0) + worker = dict(model_nickname='exp356-step-18000', runner_tag='iris', gpu_name=gpu.name, + gpu_total_memory_gb=gpu.total_memory / 1e9, gpu_compute_capability=f'{gpu.major}.{gpu.minor}', + hostname=socket.gethostname(), platform=platform.platform(), torch_version=torch.__version__) + fs, root = api.storage.filesystem(args.out) + source_fs, source_root = api.storage.filesystem(args.input) + for target in panel: + for size in plan.get('pool_sizes', [8, 32, 128]): + key = f"{target['entry_id']}/pool-{size}" + if fs.exists(root + '/' + key + '.done.json'): + continue + if not source_fs.exists(source_root + '/' + key + '.done.json'): + raise FileNotFoundError('Incomplete source wave: ' + key) + rows = api.storage.read_rows(args.input + '/' + key + '.parquet') + start = time.perf_counter() + examples, eligible_indices = [], [] + for i, row in enumerate(rows): + if not row['contact_ends']: + row.update(probabilities=[], predicted_recall=0.) + continue + example_row = dict(row, identity=f"{row['entry_id']}:r{row['sample']}") + examples.append(api.records.make_example(example_row, len(row['contact_ends']), assessment)) + eligible_indices.append(i) + for offset in range(0, len(examples), 8): + batch = examples[offset:offset + 8] + arrays = api.records.collate(batch, tokenizer.pad_token_id) + ids = torch.as_tensor(arrays['input_ids'], device='cuda') + mask = torch.as_tensor(arrays['token_mask'], device='cuda') + positions = torch.as_tensor(arrays['contact_positions'], device='cuda') + with torch.inference_mode(), torch.autocast('cuda', dtype=torch.bfloat16): + logits, recall = reader(ids, mask, positions) + probabilities = logits.sigmoid().tolist() + recalls = recall.tolist() + for j, example in enumerate(batch): + row = rows[eligible_indices[offset + j]] + row['probabilities'] = probabilities[j][:len(example.labels)] + row['predicted_recall'] = recalls[j] + torch.cuda.synchronize() + elapsed = time.perf_counter() - start + api.storage.write_rows(rows, args.out + '/' + key + '.parquet') + timing = dict(stem=target['entry_id'], n_residues=target['L'], + n_pairs=sum(len(row['pairs']) for row in rows), mode='proofread-ordinary', + sample_end=size, elapsed_seconds=elapsed, model_load_seconds=load_seconds, + total_seconds=time.perf_counter() - start + load_seconds, + timing_scope='one protein, this wave only; add generation wave cost', + timestamp_utc=datetime.now(UTC).isoformat(), **worker) + api.storage.write_csv([timing], args.out + '/' + key + '.timings.csv') + api.storage.write_json(dict(rollouts=len(rows), **pin), args.out + '/' + key + '.done.json') + print(f'[exp368] scored {key} seconds={elapsed:.2f}', flush=True) + api.storage.write_json(dict(proteins=len(panel), **pin), args.out + f'/shard-{args.shard:03d}.complete.json') + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/smoke.json b/experiments/exp368_evals_proofreader_guided_contact_maps/smoke.json new file mode 100644 index 00000000..50bb9f8e --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/smoke.json @@ -0,0 +1,25 @@ +{ + "split": "validation", + "entries": [ + "6d0i_B", + "6f0k_A", + "6lod_B" + ], + "rollouts": 1, + "contact_limit": 16, + "policies": [ + { + "name": "control" + }, + { + "name": "top10-k16", + "candidates": 16, + "fraction": 0.1 + }, + { + "name": "top10-k64", + "candidates": 64, + "fraction": 0.1 + } + ] +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md new file mode 100644 index 00000000..0a073dd7 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/summary_narrative.md @@ -0,0 +1,36 @@ +## Inference-time proofreader guidance + +Can the released proofreader improve complete contact maps by changing sampling, +looking ahead, maintaining several prefixes, repairing errors, or combining +larger independent rollout pools? + +Frozen generator: exp277 step 266344. Frozen proofreader: exp356 step 18000. +Implementation and GPU validation are in progress; no guided-policy result yet. + +## First result: aggregation baseline + +On existing validation rollouts, sum q remains strongest among five simple +aggregators: all-contact R-precision 0.5315; long-range R-precision 0.5046. +Frequency gives 0.5167 and 0.4877 respectively. Mean q alone gives 0.4895. + +With up to eight rollouts, the pool contains about 75% of native contacts. +This separates missing-contact generation from ranking errors. Oracle pool +coverage is an upper bound, not the performance of an inference method. + +## Frozen pilot and execution + +32 validation proteins from distinct homology groups span 33–937 residues. +Compare top-percentile gates, soft weighting, lookahead, population search and +one-pass repair, plus ordinary vLLM pools of 8, 32 and 128 rollouts. + +Measure full-universe AP, all/long-range R-precision and complete search cost. +Select policies on validation, then lock a reserved-test confirmation plan. +Jobs use co-located CoreWeave H100s and resumable per-rollout artifacts. + +## Numerical validation + +All frozen backbone tensors match the generator exactly. CPU cache tests agree +with full forward passes. The first H100 smoke caught BF16 incremental/full-pass +drift of up to 0.02394 in one contact probability. FP32 cached search passes on +three real proteins, with maximum error 0.00000358. Final maps use the released +BF16 full-pass reader for comparison. diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/test_engine.py b/experiments/exp368_evals_proofreader_guided_contact_maps/test_engine.py new file mode 100644 index 00000000..30c8fdea --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/test_engine.py @@ -0,0 +1,84 @@ +"""Check cache isolation and exact readout semantics on a small real Qwen3.""" + +import torch +from torch import nn +from transformers import Qwen3Config, Qwen3Model + +from engine import Engine, Policy, select, selection_weights +from runtime import load_release + + +class Tokenizer: + def convert_tokens_to_ids(self, value: str) -> int: + if value.startswith('': 0, '': 1, '': 2002, '': 2003}[value] + + +def tiny_engine() -> Engine: + torch.manual_seed(368) + api = load_release() + config = Qwen3Config(vocab_size=2010, hidden_size=32, intermediate_size=64, + num_hidden_layers=2, num_attention_heads=4, num_key_value_heads=2, head_dim=8, + max_position_embeddings=512, layer_types=['full_attention'] * 2) + reader = api.model.CausalContactProofreader(Qwen3Model(config), 2002, + readout_width=32, readout_layers=2, readout_heads=4) + return Engine(reader, nn.Linear(32, 2003, bias=False), Tokenizer(), device='cpu') + + +def test_cached_readout_and_fork_isolation() -> None: + engine = tiny_engine() + prompt = [14, 26, 32, 2002] + parent = engine.start(prompt) + before = [(key.clone(), value.clone()) for key, value, *_ in parent.cache] + branches = select(parent, torch.tensor([0, 0, 0])) + rng = torch.Generator().manual_seed(9) + for _ in range(4): + branches = engine.extend(branches, 24, 0, rng) + assert parent.tokens.tolist() == [prompt] + assert parent.cache.get_seq_length() == len(prompt) + for (key, value, *_), (original_k, original_v) in zip(parent.cache, before, strict=True): + torch.testing.assert_close(key, original_k, rtol=0, atol=0) + torch.testing.assert_close(value, original_v, rtol=0, atol=0) + actual, recall = engine.score(branches) + ids = torch.cat([branches.tokens, torch.full((3, 1), 2003)], dim=1) + ends = torch.arange(len(prompt) + 2, ids.shape[1] - 1, 3)[None].expand(3, -1) + with torch.inference_mode(): + logits, expected_recall = engine.reader(ids, torch.ones_like(ids, dtype=torch.bool), ends) + torch.testing.assert_close(actual, logits.sigmoid(), rtol=1e-5, atol=1e-6) + torch.testing.assert_close(recall, expected_recall, rtol=1e-5, atol=1e-6) + for pairs in branches.pairs.tolist(): + assert all(b - a >= 6 and 0 <= a < b < 24 for a, b in pairs) + assert len(set(map(tuple, pairs))) == len(pairs) + finished = engine.finish(select(branches, torch.tensor([1]))) + actual, recall = engine.score(finished) + ids = torch.cat([finished.tokens, torch.full((1, 1), 2003)], dim=1) + with torch.inference_mode(): + logits, expected_recall = engine.reader(ids, torch.ones_like(ids, dtype=torch.bool), ends[:1]) + torch.testing.assert_close(actual, logits.sigmoid(), rtol=1e-5, atol=1e-6) + torch.testing.assert_close(recall, expected_recall, rtol=1e-5, atol=1e-6) + + +def test_resampling_uses_only_reader_and_preserves_exploration() -> None: + scores = torch.tensor([.1, .2, .3, .4]) + torch.testing.assert_close(selection_weights(scores, Policy('soft', beta=1)), scores) + torch.testing.assert_close(selection_weights(scores, Policy('control')), torch.ones(4) / 4) + torch.testing.assert_close(selection_weights(scores, Policy('top', fraction=.25)), + torch.tensor([0., 0., 0., 1.])) + torch.testing.assert_close(selection_weights(scores, Policy('explore', fraction=.25, exploration=.1)), + torch.tensor([.025, .025, .025, .925])) + + +def test_lookahead_commits_only_candidate_and_repair_preserves_prefix() -> None: + engine = tiny_engine() + prompt = [14, 26, 32, 2002] + rng = torch.Generator().manual_seed(22) + parent = engine.extend(engine.start(prompt), 24, 0, rng) + policy = Policy('look', candidates=5, candidate_batch=2, fraction=.2, lookahead=3, repeats=2) + child = engine.choose(parent, policy, 24, 0, rng, max_contacts=8) + assert child.count == 2 + assert child.tokens.shape[1] == len(prompt) + 6 + assert parent.count == 1 + rebuilt = engine.reencode(prompt, child.tokens[0, len(prompt):], child.pairs) + for actual, expected in zip(engine.score(child), engine.score(rebuilt), strict=True): + torch.testing.assert_close(actual, expected, atol=1e-6, rtol=1e-5) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py b/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py new file mode 100644 index 00000000..1a4428e4 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/test_metrics.py @@ -0,0 +1,19 @@ +"""Protect full-universe metrics from candidate-only evaluation bias.""" + +import numpy as np +from sklearn.metrics import average_precision_score + +from metrics import map_metrics + + +def test_sparse_ap_includes_missing_positives_and_all_zero_ties() -> None: 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b/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py new file mode 100644 index 00000000..1a3c89fb --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py @@ -0,0 +1,181 @@ +"""Run resumable validation/test inference policies with per-input timing ledgers.""" + +import argparse +import gc +import json +import platform +import socket +import time +from dataclasses import asdict +from datetime import UTC, datetime +from pathlib import Path + +import torch +from safetensors import safe_open +from torch import nn + +from engine import Engine, Policy, select +from runtime import GENERATOR, HERE, ROOT, TARGETS, load_release, pin_run, stage_reader + + +def load_engine(api) -> Engine: + """Verify the generator/reader backbone identity before sharing its cache.""" + reader_dir, generator_dir = Path('/tmp/exp368-reader'), Path('/tmp/exp368-generator') + stage_reader(api, reader_dir) + api.storage.stage_directory(GENERATOR, generator_dir, include_training_state=False) + reader, tokenizer = api.model.load_model(reader_dir) + state = reader.backbone.state_dict() + seen = set() + head = None + for path in sorted(generator_dir.glob('*.safetensors')): + with safe_open(path, framework='pt', device='cpu') as tensors: + for name in tensors.keys(): + if name == 'lm_head.weight': + head = tensors.get_tensor(name) + continue + if not name.startswith('model.'): + raise ValueError(f'Unexpected generator weight: {name}') + key = name.removeprefix('model.') + expected, actual = tensors.get_tensor(name), state[key] + if key == 'embed_tokens.weight': + actual = actual[:expected.shape[0]] + if not torch.equal(expected, actual): + raise ValueError(f'Generator and proofreader features differ: {key}') + seen.add(key) + if seen != set(state) or head is None: + raise ValueError('Incomplete generator/backbone verification') + lm_head = nn.Linear(head.shape[1], head.shape[0], bias=False) + lm_head.load_state_dict({'weight': head}) + del state, head + gc.collect() + print('[exp368] all backbone tensors match the frozen generator', flush=True) + return Engine(reader.to('cuda'), lm_head.to('cuda'), tokenizer) + + +def verify_cache(engine: Engine, prompt: list[int], length: int, offset: int) -> dict: + """Compare batched cached predictions against the published full forward.""" + rng = torch.Generator(device='cuda').manual_seed(368) + state = select(engine.start(prompt), torch.tensor([0, 0], device='cuda')) + for _ in range(8): + state = engine.extend(state, length, offset, rng) + observed, recall = engine.score(state) + assess = engine.tokenizer.convert_tokens_to_ids('') + ids = torch.cat([state.tokens, state.tokens.new_full((2, 1), assess)], dim=1) + positions = torch.arange(len(prompt) + 2, state.tokens.shape[1], 3, device='cuda')[None].expand(2, -1) + with torch.inference_mode(), engine.autocast(): + logits, expected_recall = engine.reader(ids, torch.ones_like(ids, dtype=torch.bool), positions) + error = (observed - logits.sigmoid()).abs() + recall_error = (recall - expected_recall).abs() + result = dict(max_probability_error=error.max().item(), mean_probability_error=error.mean().item(), + max_recall_error=recall_error.max().item()) + if result['max_probability_error'] > 1e-5 or result['max_recall_error'] > 1e-5: + raise ValueError(f'Cached/full release predictions disagree: {result}') + with torch.inference_mode(), torch.autocast('cuda', dtype=torch.bfloat16): + released_logits, _ = engine.reader(ids, torch.ones_like(ids, dtype=torch.bool), positions) + result['fp32_vs_released_bf16_max_difference'] = (observed - released_logits.sigmoid()).abs().max().item() + return result + + +def released_score(engine: Engine, state) -> tuple[torch.Tensor, torch.Tensor]: + """Rescore the final map with the release's BF16 full-forward execution.""" + if not state.count: + return state.hidden.new_empty((1, 0)), state.hidden.new_zeros(1) + assess = engine.tokenizer.convert_tokens_to_ids('') + ids = torch.cat([state.tokens, state.tokens.new_full((1, 1), assess)], dim=1) + positions = torch.arange(state.prompt_length + 2, state.prompt_length + 3 * state.count, + 3, device=engine.device)[None] + with torch.inference_mode(), torch.autocast('cuda', dtype=torch.bfloat16): + logits, recall = engine.reader(ids, torch.ones_like(ids, dtype=torch.bool), positions) + return logits.sigmoid(), recall + + +def main() -> None: + """Execute a frozen campaign shard; commit each input independently.""" + parser = argparse.ArgumentParser() + parser.add_argument('--plan', default='pilot.json') + parser.add_argument('--out', default=ROOT + '/pilot-v1') + parser.add_argument('--shard', type=int, default=0) + parser.add_argument('--shards', type=int, default=1) + parser.add_argument('--smoke', action='store_true') + args = parser.parse_args() + torch.set_num_threads(4) + api = load_release() + plan = json.loads((HERE / args.plan).read_text()) + pin = pin_run(api, plan, args.out, args.shard, kind='guided-search') + targets = {row['entry_id']: row for row in api.storage.read_rows(TARGETS)} + panel = sorted([targets[entry] for entry in plan['entries']], key=lambda row: (row['L'], row['entry_id'])) + if any(row['split'] != plan['split'] for row in panel): + raise ValueError('Panel includes the wrong data split') + panel = panel[args.shard::args.shards] + policies = [Policy(**p) for p in plan['policies']] + fs, root = api.storage.filesystem(args.out) + started = time.perf_counter() + engine = load_engine(api) + torch.cuda.synchronize() + load_seconds = time.perf_counter() - started + gpu = torch.cuda.get_device_properties(0) + worker = dict(model_nickname='exp277-step-266344+exp356-step-18000', runner_tag='iris', + gpu_name=gpu.name, gpu_total_memory_gb=gpu.total_memory / 1e9, + gpu_compute_capability=f'{gpu.major}.{gpu.minor}', hostname=socket.gethostname(), + platform=platform.platform(), torch_version=torch.__version__) + print(f'[exp368] loaded in {load_seconds:.1f}s; proteins={len(panel)} policies={len(policies)}', flush=True) + for target in panel: + for policy in policies: + key = target['entry_id'] + '/' + policy.name + if fs.exists(root + '/' + key + '.done.json'): + continue + rows = [] + for sample in range(plan['rollouts']): + sample_key = key + f'-r{sample}' + if fs.exists(root + '/' + sample_key + '.done.json'): + rows.extend(api.storage.read_rows(args.out + '/' + sample_key + '.parquet')) + continue + start = time.perf_counter() + identity = f"exp368:{target['entry_id']}:r{sample}" + prompt_text, offset = api.records.make_prompt(target['sequence'], identity) + prompt = engine.tokenizer.encode(prompt_text, add_special_tokens=False) + if args.smoke and sample == 0: + verification = verify_cache(engine, prompt, target['L'], offset) + print(f'[exp368] cache verification {verification}', flush=True) + api.storage.write_json(verification, args.out + '/' + key + '.verification.json') + engine.generated_tokens = engine.scored_contacts = 0 + torch.cuda.reset_peak_memory_stats() + torch.cuda.synchronize() + inference_start = time.perf_counter() + state = engine.rollout(prompt, target['L'], offset, policy, + api.records.stable_seed('sample:' + identity), plan.get('contact_limit')) + q, recall = released_score(engine, state) + torch.cuda.synchronize() + elapsed = time.perf_counter() - inference_start + completion = state.tokens[0, len(prompt):].tolist() + # Reference labels enter only here, after all policy decisions. + parsed = api.records.parse_contacts(engine.tokenizer.convert_ids_to_tokens(completion), + offset, target['L'], target['contacts']) + if parsed['pairs'] != state.pairs[0].tolist(): + raise ValueError('Cached pairs differ from the released parser') + rows.append(dict(entry_id=target['entry_id'], group_id=target['group_id'], + split=target['split'], L=target['L'], policy=policy.name, sample=sample, + prompt_ids=prompt, completion_ids=completion, finished=state.finished, + probabilities=q[0].tolist(), predicted_recall=recall[0].item(), + gt_count=len(target['contacts']), **parsed)) + api.storage.write_rows([rows[-1]], args.out + '/' + sample_key + '.parquet') + timing = dict(stem=target['entry_id'], n_residues=target['L'], n_pairs=state.count, + mode=policy.name, sample=sample, elapsed_seconds=elapsed, model_load_seconds=load_seconds, + total_seconds=time.perf_counter() - start + load_seconds, + timing_scope='sequential per-rollout generation and final proofreading', + generated_tokens=engine.generated_tokens, scored_contacts=engine.scored_contacts, + peak_memory_gb=torch.cuda.max_memory_allocated() / 1e9, + timestamp_utc=datetime.now(UTC).isoformat(), **worker) + api.storage.write_csv([timing], args.out + '/' + sample_key + '.timings.csv') + api.storage.write_json(pin, args.out + '/' + sample_key + '.done.json') + print(f"[exp368] {key} r{sample} contacts={state.count} seconds={elapsed:.2f}", flush=True) + del state, q + api.storage.write_rows(rows, args.out + '/' + key + '.parquet') + api.storage.write_json(dict(proteins=1, rollouts=len(rows), policy=asdict(policy), **pin), + args.out + '/' + key + '.done.json') + api.storage.write_json(dict(proteins=len(panel), policies=len(policies), **pin), + args.out + f'/shard-{args.shard:03d}.complete.json') + + +if __name__ == '__main__': + main() From 128bff63b6364da026ae6636bb64f39e0956c1f4 Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 10:31:37 -0400 Subject: [PATCH 02/50] Add bounded shared-node execution and trajectory-level recovery --- .../bootstrap.sh | 4 + .../data/cache_verification.csv | 10 + .../data/smoke_timings.csv | 10 + .../engine.py | 13 +- .../launch.py | 21 +- .../pool.py | 6 +- .../pool_bootstrap.sh | 5 +- .../prepare_shared.py | 50 +++++ .../runtime.py | 6 +- .../score_pool.py | 2 +- .../serve.py | 200 ++++++++++++++++++ .../shared_generator_manifest.json | 22 ++ .../submit_tasks.py | 62 ++++++ .../worker.py | 35 ++- 14 files changed, 420 insertions(+), 26 deletions(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/cache_verification.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/smoke_timings.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/prepare_shared.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/serve.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/shared_generator_manifest.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/submit_tasks.py diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh b/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh index 8fdcb90e..7138573f 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh @@ -5,6 +5,10 @@ export UV_LINK_MODE=copy TOKENIZERS_PARALLELISM=false OMP_NUM_THREADS=4 export EXP356_S3_ENDPOINT=https://cwobject.com export PYTORCH_ALLOC_CONF=expandable_segments:True uv sync --locked +if [ "${1:-}" = "--serve" ]; then + shift + exec uv run --no-sync python serve.py "$@" +fi if [ "${1:-}" = "--score" ]; then shift exec uv run --no-sync python score_pool.py "$@" diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/cache_verification.csv b/experiments/exp368_evals_proofreader_guided_contact_maps/data/cache_verification.csv new file mode 100644 index 00000000..1669f067 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/cache_verification.csv @@ -0,0 +1,10 @@ +entry_id,policy,max_probability_error,mean_probability_error,max_recall_error,fp32_vs_released_bf16_max_difference +6d0i_B,control,1.5497207641601562e-06,4.931353032588959e-07,1.4901161193847656e-07,0.014483287930488586 +6d0i_B,top10-k16,1.5497207641601562e-06,4.931353032588959e-07,1.4901161193847656e-07,0.014483287930488586 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b/experiments/exp368_evals_proofreader_guided_contact_maps/data/smoke_timings.csv @@ -0,0 +1,10 @@ +stem,n_residues,n_pairs,mode,sample,elapsed_seconds,model_load_seconds,total_seconds,timing_scope,generated_tokens,scored_contacts,peak_memory_gb,timestamp_utc,model_nickname,runner_tag,gpu_name,gpu_total_memory_gb,gpu_compute_capability,hostname,platform,torch_version +6d0i_B,72,16,control,0,0.6092242461163551,24.13232765207067,25.85454192617908,sequential per-rollout generation and final proofreading,48,0,6.088634368,2026-10-21T14:09:13.380819+00:00,exp277-step-266344+exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g845f9c,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6d0i_B,72,16,top10-k16,0,1.1111550081986934,24.13232765207067,25.62038323120214,sequential per-rollout generation and final proofreading,816,2176,7.063267328,2026-10-21T14:09:14.947461+00:00,exp277-step-266344+exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g845f9c,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6d0i_B,72,16,top10-k64,0,3.199269149918109,24.13232765207067,27.704112766077746,sequential per-rollout generation and final proofreading,3120,8704,7.063273984,2026-10-21T14:09:18.596695+00:00,exp277-step-266344+exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g845f9c,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6f0k_A,207,16,control,0,0.6501207009423524,24.13232765207067,25.394789818208665,sequential per-rollout generation and final proofreading,48,0,6.203730944,2026-10-21T14:09:19.940701+00:00,exp277-step-266344+exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g845f9c,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6f0k_A,207,16,top10-k16,0,1.164245466934517,24.13232765207067,25.73744171415456,sequential per-rollout generation and final proofreading,816,2176,8.499982848,2026-10-21T14:09:21.649418+00:00,exp277-step-266344+exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g845f9c,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6f0k_A,207,16,top10-k64,0,4.104665247024968,24.13232765207067,28.682205914054062,sequential per-rollout generation and final proofreading,3120,8704,8.499989504,2026-10-21T14:09:26.301756+00:00,exp277-step-266344+exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g845f9c,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6lod_B,929,16,control,0,0.7826703849714249,24.13232765207067,25.94669805211015,sequential per-rollout generation and final proofreading,48,0,7.315838464,2026-10-21T14:09:28.229148+00:00,exp277-step-266344+exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g845f9c,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6lod_B,929,16,top10-k16,0,2.5561570758000016,24.13232765207067,27.63029649411328,sequential per-rollout generation and final proofreading,816,2176,16.193649152,2026-10-21T14:09:31.821087+00:00,exp277-step-266344+exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g845f9c,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 +6lod_B,929,16,top10-k64,0,8.661495795939118,24.13232765207067,33.730829913169146,sequential per-rollout generation and final proofreading,3120,8704,16.193655808,2026-10-21T14:09:41.511284+00:00,exp277-step-266344+exp356-step-18000,iris,NVIDIA H100 80GB HBM3,85.019590656,9.0,g845f9c,Linux-6.8.12-680-6063-coreweave-amd64-f81899c8-x86_64-with-glibc2.39,2.10.0+cu128 diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/engine.py b/experiments/exp368_evals_proofreader_guided_contact_maps/engine.py index 32864ab8..9ee47ab2 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/engine.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/engine.py @@ -168,7 +168,11 @@ def extend(self, state: State, length: int, offset: int, rng: torch.Generator) - legal[rows, b, a] = False if not legal.any(dim=-1).any(dim=-1).all(): raise ValueError('Contact universe exhausted') + previous_triples, previous_pairs = state.triples, state.pairs current, marker_hidden = self.advance(state, state.tokens.new_full((batch, 1), self.contact_id)) + # The input branch can carry tens of GB of KV tensors. Retain its small + # readout evidence, but release this local reference before the next append. + del state allowed = torch.zeros((batch, self.lm_head.out_features), device=self.device, dtype=torch.bool) allowed[:, position_tokens] = legal.any(dim=-1) first = self.sample(current.hidden, allowed, rng) @@ -183,8 +187,8 @@ def extend(self, state: State, length: int, offset: int, rng: torch.Generator) - current, second_hidden = self.advance(current, second) triple = torch.cat([marker_hidden, first_hidden, second_hidden], dim=-1) pairs = torch.stack([a, b], dim=-1).sort(dim=-1).values[:, None] - return replace(current, triples=torch.cat([state.triples, triple], dim=1), - pairs=torch.cat([state.pairs, pairs], dim=1)) + return replace(current, triples=torch.cat([previous_triples, triple], dim=1), + pairs=torch.cat([previous_pairs, pairs], dim=1)) @torch.inference_mode() def score(self, state: State) -> tuple[torch.Tensor, torch.Tensor]: @@ -212,8 +216,9 @@ def choose(self, state: State, policy: Policy, length: int, offset: int, if policy.candidates == 1: return self.extend(state, length, offset, rng) objectives, completions, pairs = [], [], [] - for start in range(0, policy.candidates, policy.candidate_batch): - batch = min(policy.candidate_batch, policy.candidates - start) + batch_limit = min(policy.candidate_batch, 4) if policy.lookahead else policy.candidate_batch + for start in range(0, policy.candidates, batch_limit): + batch = min(batch_limit, policy.candidates - start) candidates = self.extend(select(state, state.tokens.new_zeros(batch)), length, offset, rng) q, _ = self.score(candidates) objective = q[:, -1] if policy.objective == 'new' else q.sum(-1) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py index 6eec7045..35e77a0c 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py @@ -18,7 +18,8 @@ def main() -> None: """Bundle the pinned source and write durable job ownership metadata.""" parser = argparse.ArgumentParser() parser.add_argument('--name', required=True) - parser.add_argument('--kind', choices=['guided', 'pool', 'score'], default='guided') + parser.add_argument('--kind', choices=['guided', 'pool', 'score', 'serve'], default='guided') + parser.add_argument('--cluster', default='cw-us-east-02a') parser.add_argument('--dry-run', action='store_true') args, remaining = parser.parse_known_args() if remaining and remaining[0] == '--': @@ -30,18 +31,22 @@ def main() -> None: git_commit=subprocess.check_output(['git', 'rev-parse', 'HEAD'], cwd=HERE, text=True).strip()) (HERE / 'code_manifest.json').write_text(json.dumps(source, indent=2)) client = HERE.parent.parent / 'scratch/exp368-iris-client' + server = args.kind == 'serve' + if args.cluster != 'cw-us-east-02a' and not server: + raise ValueError('Cross-region jobs must use the bounded shared-model server') command = ['uv', 'run', '--project', str(client), '--package', 'marin-iris', - 'iris', '--cluster', 'marin', 'job', 'run', '--target-cluster', 'cw-us-east-02a', + 'iris', '--cluster', 'marin', 'job', 'run', '--target-cluster', args.cluster, '--priority', 'batch', '--user', 'bizon', '--job-name', args.name, '--no-wait', - '--enable-extra-resources', '--cpu', '8', '--memory', '64GB', '--disk', '256GB', - '--no-sync', '--timeout', '259200', '--max-retries', '2', '--task-image', - 'vllm/vllm-openai:v0.9.2' if args.kind == 'pool' else IMAGE, + '--enable-extra-resources', '--cpu', '32' if server else '8', + '--memory', '512GB' if server else '64GB', '--disk', '256GB', + '--no-sync', '--timeout', '259200', '--max-retries', '0' if server else '2', '--task-image', + 'vllm/vllm-openai:v0.9.2' if args.kind in {'pool', 'serve'} else IMAGE, '--exclude', r'(^|/)(_cache|\.venv|wandb|data|plots|__pycache__)/', '--include', 'release_api/*.py', '--include', 'code_manifest.json', - '-e', 'EXP368_JOB_ID', '/bizon/' + args.name, '--gpu', 'H100x1', + '-e', 'EXP368_JOB_ID', '/bizon/' + args.name, '--gpu', 'H100x8' if server else 'H100x1', '--', 'bash', 'pool_bootstrap.sh' if args.kind == 'pool' else 'bootstrap.sh', - *(['--score'] if args.kind == 'score' else []), *remaining] + *(['--score'] if args.kind == 'score' else ['--serve'] if server else []), *remaining] exact = shlex.join(command) print(exact, flush=True) if args.dry_run: @@ -51,7 +56,7 @@ def main() -> None: if result.returncode or '/bizon/' + args.name not in result.stdout + result.stderr: raise RuntimeError('Iris did not confirm the expected job; inspect before resubmitting') client_commit = subprocess.check_output(['git', 'rev-parse', 'HEAD'], cwd=client, text=True).strip() - state = dict(job_id='/bizon/' + args.name, cluster='cw-us-east-02a', client_commit=client_commit, + state = dict(job_id='/bizon/' + args.name, cluster=args.cluster, client_commit=client_commit, submitted_at=datetime.now(UTC).isoformat(), resubmit_command=exact, restart_count=0, monitoring_owner='exp368-root-agent', source=source) path = HERE / 'data/dispatches.jsonl' diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/pool.py b/experiments/exp368_evals_proofreader_guided_contact_maps/pool.py index 22ba93ed..39a09ea7 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/pool.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/pool.py @@ -2,6 +2,7 @@ import argparse import json +import os import platform import socket import time @@ -25,7 +26,7 @@ def main() -> None: args = parser.parse_args() api = load_release(('records', 'storage')) plan = json.loads((HERE / args.plan).read_text()) - pin = pin_run(api, plan, args.out, args.shard, kind='ordinary-generation') + pin = pin_run(api, plan, args.out, args.shard, kind='ordinary-generation', shards=args.shards) targets = {row['entry_id']: row for row in api.storage.read_rows(TARGETS)} panel = sorted([targets[entry] for entry in plan['entries']], key=lambda row: (row['L'], row['entry_id'])) if any(row['split'] != plan['split'] for row in panel): @@ -34,7 +35,8 @@ def main() -> None: fs, root = api.storage.filesystem(args.out) model = Path('/tmp/exp368-generator') started = time.perf_counter() - api.storage.stage_directory(GENERATOR, model, include_training_state=False) + if not os.environ.get('EXP368_SHARED_MODELS'): + api.storage.stage_directory(GENERATOR, model, include_training_state=False) tokenizer = AutoTokenizer.from_pretrained(model) llm = LLM(model=str(model), dtype='bfloat16', max_model_len=8192, gpu_memory_utilization=.88, enable_prefix_caching=False, diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/pool_bootstrap.sh b/experiments/exp368_evals_proofreader_guided_contact_maps/pool_bootstrap.sh index d8d60a17..211f79b4 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/pool_bootstrap.sh +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/pool_bootstrap.sh @@ -8,11 +8,14 @@ for candidate in /app/.venv/bin/python /usr/local/bin/python /usr/bin/python3 /o if "$candidate" -c 'import torch, vllm' >/dev/null 2>&1; then VLLM_PY="$candidate"; break; fi done if [ -z "$VLLM_PY" ]; then echo 'No vLLM interpreter in image'; exit 3; fi -uv pip install --python "$VLLM_PY" --quiet --no-deps \ +if [ "${EXP368_VLLM_READY:-}" != "1" ]; then + uv pip install --python "$VLLM_PY" --quiet --no-deps \ fsspec==2026.1.0 s3fs==2026.1.0 aiobotocore==2.26.0 botocore==1.41.5 \ aiohttp==3.14.3 aiohappyeyeballs==2.7.1 aioitertools==0.13.0 aiosignal==1.4.0 \ attrs==26.1.0 frozenlist==1.8.0 idna==3.20 jmespath==1.1.0 multidict==6.9.1 \ propcache==0.5.4 python-dateutil==2.9.0.post0 six==1.17.0 urllib3==2.8.0 \ wrapt==1.17.4rc1 yarl==1.25.1 pyarrow==23.0.1 +fi +if [ "${1:-}" = "--prepare-only" ]; then exit 0; fi export VLLM_PORT=$("$VLLM_PY" -c 'import socket; s=socket.socket(); s.bind(("",0)); print(s.getsockname()[1]); s.close()') exec "$VLLM_PY" pool.py "$@" diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/prepare_shared.py b/experiments/exp368_evals_proofreader_guided_contact_maps/prepare_shared.py new file mode 100644 index 00000000..fbc8e46c --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/prepare_shared.py @@ -0,0 +1,50 @@ +"""Extract only the generator's LM head for a bounded shared-node transfer. + +The completed H100 smoke verified every other generator tensor equals the +published reader backbone (excluding its extra assessment embedding). This small +bundle permits exact local reconstruction without transferring the backbone twice. +""" + +import hashlib +import json + +import numpy as np +import torch +from safetensors.torch import save_file + +from runtime import GENERATOR, HERE, ROOT, load_release + + +def main() -> None: + """Range-read the LM head, pin its bytes and publish the small shared bundle.""" + api = load_release(('storage',)) + fs, root = api.storage.filesystem(GENERATOR) + index = json.loads(fs.cat(root + '/model.safetensors.index.json')) + filename = index['weight_map']['lm_head.weight'] + size = int.from_bytes(fs.cat_file(root + '/' + filename, start=0, end=8), 'little') + header = json.loads(fs.cat_file(root + '/' + filename, start=8, end=8 + size)) + spec = header['lm_head.weight'] + if spec['dtype'] != 'F32' or spec['shape'] != [2845, 2048]: + raise ValueError('Unexpected frozen generator head layout') + start, end = spec['data_offsets'] + raw = fs.cat_file(root + '/' + filename, start=8 + size + start, end=8 + size + end) + if len(raw) != end - start: + raise ValueError('Incomplete ranged LM-head read') + local = HERE / '_cache/shared-generator' + local.mkdir(parents=True, exist_ok=True) + tensor = torch.from_numpy(np.frombuffer(raw, dtype=' Si def stage_reader(api: SimpleNamespace, destination: Path) -> None: """Stage and hash-check the released reader against its public manifest.""" - api.storage.stage_directory(READER, destination, include_training_state=False) + if not os.environ.get('EXP368_SHARED_MODELS'): + api.storage.stage_directory(READER, destination, include_training_state=False) manifest = json.loads((HERE / 'release_manifest.json').read_text()) for name in ['model.safetensors', 'heads.pt', 'config.json', 'proofreader.json', 'tokenizer.json', 'tokenizer_config.json']: diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/score_pool.py b/experiments/exp368_evals_proofreader_guided_contact_maps/score_pool.py index 025a1ec9..409952a2 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/score_pool.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/score_pool.py @@ -25,7 +25,7 @@ def main() -> None: torch.set_num_threads(4) api = load_release() plan = json.loads((HERE / args.plan).read_text()) - pin = pin_run(api, plan, args.out, args.shard, kind='ordinary-proofreading', input=args.input) + pin = pin_run(api, plan, args.out, args.shard, kind='ordinary-proofreading', input=args.input, shards=args.shards) targets = {row['entry_id']: row for row in api.storage.read_rows(TARGETS)} panel = sorted([targets[entry] for entry in plan['entries']], key=lambda row: (row['L'], row['entry_id'])) if any(row['split'] != plan['split'] for row in panel): diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/serve.py b/experiments/exp368_evals_proofreader_guided_contact_maps/serve.py new file mode 100644 index 00000000..f6f60a8a --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/serve.py @@ -0,0 +1,200 @@ +"""Own eight CoreWeave GPUs and one bounded, shared model transfer. + +The server remains alive between experiment phases. Child failures are recorded +and reported; they never terminate the model cache or hide remaining failures. +Task descriptions and source bundles are written only by this experiment's +submission script. Every source bundle is hash-checked before extraction. +""" + +import argparse +import hashlib +import io +import json +import os +import shutil +import subprocess +import sys +import tarfile +import time +from pathlib import Path + +import torch +from safetensors import safe_open +from safetensors.torch import load_file, save_file + +from runtime import GENERATOR, HERE, READER, ROOT, TARGETS, digest_file, load_release, stage_reader + + +def stage_shared(api) -> dict: + """Transfer one reader backbone and a small head, then reconstruct locally.""" + reader = Path('/tmp/exp368-reader') + generator = Path('/tmp/exp368-generator') + head_dir = Path('/tmp/exp368-head') + generator.mkdir(parents=True, exist_ok=True) + # The upper bound is checked before any cross-region weight transfer. + fs, source = api.storage.filesystem(READER) + items = [item for item in fs.ls(source, detail=True) + if item['type'] == 'file' and Path(item['name']).name != 'training_state.pt'] + shared_fs, shared_root = api.storage.filesystem(ROOT + '/shared-generator-v1') + shared_items = shared_fs.ls(shared_root, detail=True) + target_fs, target_path = api.storage.filesystem(TARGETS) + transfer_bytes = sum(item['size'] for item in items) + sum(item['size'] for item in shared_items) + transfer_bytes += target_fs.size(target_path) + if transfer_bytes > 7_000_000_000: + raise ValueError(f'Shared input staging exceeds its 7 GB ceiling: {transfer_bytes}') + stage_reader(api, reader) + api.storage.stage_directory(ROOT + '/shared-generator-v1', head_dir) + expected = json.loads((HERE / 'shared_generator_manifest.json').read_text()) + for name, metadata in expected.items(): + if digest_file(head_dir / name) != metadata['sha256']: + raise ValueError('Shared generator artifact changed: ' + name) + weights = load_file(head_dir / 'lm_head.safetensors') + with safe_open(reader / 'model.safetensors', framework='pt', device='cpu') as tensors: + for name in tensors.keys(): + value = tensors.get_tensor(name) + if name == 'embed_tokens.weight': + value = value[:2845].contiguous() + weights['model.' + name] = value + save_file(weights, generator / 'model.safetensors', metadata={'format': 'pt'}) + del weights + for name in ['config.json', 'tokenizer.json', 'tokenizer_config.json']: + shutil.copyfile(head_dir / name, generator / name) + target_local = Path('/tmp/exp368-targets.parquet') + target_fs.get_file(target_path, str(target_local)) + result = dict(input_transfer_bytes=transfer_bytes, reader=READER, generator=GENERATOR, + targets_sha256=digest_file(target_local), target_source=TARGETS, + generator_weights_sha256=digest_file(generator / 'model.safetensors')) + Path('/tmp/exp368-shared-ready.json').write_text(json.dumps(result, indent=2)) + return result + + +def unpack_bundle(fs, uri: str, expected_sha: str) -> Path: + """Extract a verified source snapshot with no absolute or traversal paths.""" + destination = Path('/tmp/exp368-sources') / expected_sha + if destination.exists(): + return destination + content = fs.cat(uri.removeprefix('s3://')) + if hashlib.sha256(content).hexdigest() != expected_sha: + raise ValueError('Source bundle hash mismatch') + destination.mkdir(parents=True) + with tarfile.open(fileobj=io.BytesIO(content), mode='r:gz') as archive: + archive.extractall(destination, filter='data') + return destination + + +def mirror_committed(api, local: Path, remote: str, uploaded: dict[str, int], remaining: int) -> int: + """Publish data before its commit markers, with a cumulative byte ceiling.""" + files = set() + for marker in local.rglob('*.done.json'): + base = str(marker).removesuffix('.done.json') + for suffix in ['.parquet', '.timings.csv', '.done.json']: + path = Path(base + suffix) + if path.exists(): + files.add(path) + files.update(local.rglob('*.complete.json')) + files.update(local.rglob('*.pin.json')) + fs, root = api.storage.filesystem(remote) + count = 0 + for path in sorted(files, key=lambda p: (p.name.endswith(('.done.json', '.complete.json')), str(p))): + relative = str(path.relative_to(local)) + stamp = path.stat().st_mtime_ns + if uploaded.get(relative) == stamp: + continue + size = path.stat().st_size + if count + size > remaining: + raise ValueError('Cross-region artifact transfer would exceed the 9.5 GB campaign ceiling') + fs.put_file(str(path), root + '/' + relative, timeout=120) + uploaded[relative] = stamp + count += size + return count + + +def main() -> None: + """Run queued experiment tasks on free GPUs until an explicit stop marker.""" + parser = argparse.ArgumentParser() + parser.add_argument('--control', default=ROOT + '/server-v1') + parser.add_argument('--hours', type=float, default=48) + args = parser.parse_args() + torch.set_num_threads(4) + api = load_release() + if torch.cuda.device_count() != 8: + raise ValueError('The shared server requires exactly eight GPUs') + fs, control = api.storage.filesystem(args.control) + fs.makedirs(control + '/queue', exist_ok=True) + print('[exp368-server] staging one shared copy', flush=True) + shared = stage_shared(api) + api.storage.write_json(shared, args.control + '/shared_models.json') + subprocess.run(['bash', str(HERE / 'pool_bootstrap.sh'), '--prepare-only'], check=True) + local = Path('/tmp/exp368-results') + local.mkdir(parents=True, exist_ok=True) + active, finished, uploaded = {}, {}, {} + transferred = shared['input_transfer_bytes'] + started = time.monotonic() + while time.monotonic() - started < args.hours * 3600: + for task_id, (process, handle, device, task, log) in list(active.items()): + code = process.poll() + if code is None: + continue + handle.close() + fs.put_file(str(log), control + '/logs/' + task_id + '.log', timeout=120) + finished[task_id] = dict(state='succeeded' if code == 0 else 'failed', exit_code=code, task=task) + api.storage.write_json(finished[task_id], args.control + '/tasks/' + task_id + '.json') + del active[task_id] + print(f'[exp368-server] {task_id} exit={code}', flush=True) + transferred += mirror_committed(api, local, args.control + '/results', uploaded, 9_500_000_000 - transferred) + stop = fs.exists(control + '/STOP.json') + if stop and not active: + break + free = sorted(set(range(8)) - {item[2] for item in active.values()}) + for path in ([] if stop else sorted(fs.glob(control + '/queue/*.json'))): + if not free: + break + task_id = Path(path).stem + if task_id in active or task_id in finished: + continue + task = json.loads(fs.cat(path)) + source = unpack_bundle(fs, task['bundle'], task['bundle_sha256']) + kind = task['kind'] + if kind not in {'guided', 'pool', 'score'}: + raise ValueError('Unsupported task kind') + for key in ['output', 'plan']: + if '/' in task[key] or '..' in task[key]: + raise ValueError('Task plan/output must be a simple filename') + output = local / task['output'] + output.mkdir(parents=True, exist_ok=True) + plan = json.loads((source / task['plan']).read_text()) + for entry in plan['entries']: + (output / entry).mkdir(parents=True, exist_ok=True) + command = ['bash', 'pool_bootstrap.sh'] if kind == 'pool' else [sys.executable, + 'score_pool.py' if kind == 'score' else 'worker.py'] + command += ['--plan', task['plan'], '--out', output.as_uri(), '--shard', str(task['shard']), + '--shards', str(task['shards'])] + if kind == 'score': + command += ['--input', (local / task['input']).as_uri()] + if task.get('smoke'): + command += ['--smoke'] + device = free.pop(0) + env = dict(os.environ, CUDA_VISIBLE_DEVICES=str(device), EXP368_SHARED_MODELS='1', + EXP368_TARGETS='/tmp/exp368-targets.parquet', EXP368_VLLM_READY='1') + log = Path('/tmp') / (task_id + '.log') + handle = log.open('w') + process = subprocess.Popen(command, cwd=source, env=env, stdout=handle, stderr=subprocess.STDOUT) + active[task_id] = (process, handle, device, task, log) + print(f'[exp368-server] {task_id} started gpu={device}', flush=True) + active_status = {} + for key, item in active.items(): + with item[4].open('rb') as stream: + stream.seek(max(0, item[4].stat().st_size - 3000)) + tail = stream.read().decode(errors='replace') + active_status[key] = dict(gpu=item[2], task=item[3], log_tail=tail) + api.storage.write_json(dict(active=active_status, + finished=finished, artifact_transfer_bytes=transferred, elapsed_seconds=time.monotonic() - started), + args.control + '/status.json') + time.sleep(10) + if active: + raise TimeoutError('Server deadline reached with active tasks; inspect durable outputs') + api.storage.write_json(dict(finished=finished, artifact_transfer_bytes=transferred), args.control + '/complete.json') + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/shared_generator_manifest.json b/experiments/exp368_evals_proofreader_guided_contact_maps/shared_generator_manifest.json new file mode 100644 index 00000000..fcc71a7b --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/shared_generator_manifest.json @@ -0,0 +1,22 @@ +{ + "config.json": { + "size": 2005, + "sha256": "03cd68867df12e95cb18cb689c0cbfc3adc96acd9b6eb8b344a28e7ab4e5fc0f" + }, + "lm_head.safetensors": { + "size": 23306336, + "sha256": "e971fc71fc7f625a5b9b49f8a677fc88e5efe29f8cee01c42775807b0260ebba" + }, + "provenance.json": { + "size": 545, + "sha256": "10502a8350de072ae2a15ecfdb46a9ded66af282e5ab1796468536a5fe34c468" + }, + "tokenizer.json": { + "size": 64407, + "sha256": "72a7023f5196052476fe761205b70288b3219c7462d92e33f708e7b75fb71f24" + }, + "tokenizer_config.json": { + "size": 296, + "sha256": "67f4c4f47e107a33f162449497f02298ba8262de21774dfbcb1b08d0d947fe24" + } +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/submit_tasks.py b/experiments/exp368_evals_proofreader_guided_contact_maps/submit_tasks.py new file mode 100644 index 00000000..be9d0775 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/submit_tasks.py @@ -0,0 +1,62 @@ +"""Submit immutable phase snapshots to the shared eight-GPU experiment worker.""" + +import argparse +import hashlib +import io +import json +import subprocess +import tarfile + +from runtime import HERE, ROOT, load_release + + +def main() -> None: + """Publish one source snapshot and explicit task descriptors, never shell code.""" + parser = argparse.ArgumentParser() + parser.add_argument('--control', default=ROOT + '/server-v1') + parser.add_argument('--kind', choices=['guided', 'pool', 'score'], required=True) + parser.add_argument('--plan', required=True) + parser.add_argument('--output', required=True) + parser.add_argument('--input') + parser.add_argument('--shards', type=int, default=1) + parser.add_argument('--tag', required=True) + parser.add_argument('--smoke', action='store_true') + args = parser.parse_args() + api = load_release() + files = {path.name: path.read_bytes() for path in HERE.iterdir() + if path.is_file() and path.suffix in {'.py', '.sh', '.toml', '.lock', '.json'} + and path.name != 'code_manifest.json'} + files.update({str(path.relative_to(HERE)): path.read_bytes() for path in (HERE / 'release_api').glob('*.py')}) + hashes = {name: hashlib.sha256(content).hexdigest() for name, content in files.items()} + manifest = dict(files=hashes, sha256=hashlib.sha256(json.dumps(hashes, sort_keys=True).encode()).hexdigest(), + git_commit=subprocess.check_output(['git', 'rev-parse', 'HEAD'], cwd=HERE, text=True).strip()) + files['code_manifest.json'] = json.dumps(manifest, indent=2).encode() + buffer = io.BytesIO() + with tarfile.open(fileobj=buffer, mode='w:gz') as archive: + for name, content in sorted(files.items()): + info = tarfile.TarInfo(name) + info.size = len(content) + archive.addfile(info, io.BytesIO(content)) + content = buffer.getvalue() + sha = hashlib.sha256(content).hexdigest() + fs, root = api.storage.filesystem(args.control) + bundle = args.control + '/bundles/' + sha + '.tar.gz' + fs.pipe_file(root + '/bundles/' + sha + '.tar.gz', content, timeout=60) + records = [] + for shard in range(args.shards): + task_id = f'{args.tag}-{shard:03d}' + task = dict(kind=args.kind, plan=args.plan, output=args.output, input=args.input, + shard=shard, shards=args.shards, smoke=args.smoke, bundle=bundle, bundle_sha256=sha) + key = root + '/queue/' + task_id + '.json' + if fs.exists(key): + raise ValueError('Task already submitted; use a fresh retry tag: ' + task_id) + api.storage.write_json(task, args.control + '/queue/' + task_id + '.json') + records.append(dict(task_id=task_id, control=args.control, source=manifest, task=task)) + with (HERE / 'data/server_tasks.jsonl').open('a') as stream: + for record in records: + stream.write(json.dumps(record) + '\n') + print(json.dumps(dict(tasks=len(records), source_sha256=manifest['sha256'], bundle=bundle))) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py b/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py index 1a3c89fb..327fed71 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py @@ -3,6 +3,7 @@ import argparse import gc import json +import os import platform import socket import time @@ -22,7 +23,8 @@ def load_engine(api) -> Engine: """Verify the generator/reader backbone identity before sharing its cache.""" reader_dir, generator_dir = Path('/tmp/exp368-reader'), Path('/tmp/exp368-generator') stage_reader(api, reader_dir) - api.storage.stage_directory(GENERATOR, generator_dir, include_training_state=False) + if not os.environ.get('EXP368_SHARED_MODELS'): + api.storage.stage_directory(GENERATOR, generator_dir, include_training_state=False) reader, tokenizer = api.model.load_model(reader_dir) state = reader.backbone.state_dict() seen = set() @@ -99,15 +101,24 @@ def main() -> None: parser.add_argument('--smoke', action='store_true') args = parser.parse_args() torch.set_num_threads(4) + torch.set_float32_matmul_precision('highest') api = load_release() plan = json.loads((HERE / args.plan).read_text()) - pin = pin_run(api, plan, args.out, args.shard, kind='guided-search') + pin = pin_run(api, plan, args.out, args.shard, kind='guided-search', shards=args.shards) targets = {row['entry_id']: row for row in api.storage.read_rows(TARGETS)} panel = sorted([targets[entry] for entry in plan['entries']], key=lambda row: (row['L'], row['entry_id'])) if any(row['split'] != plan['split'] for row in panel): raise ValueError('Panel includes the wrong data split') - panel = panel[args.shard::args.shards] policies = [Policy(**p) for p in plan['policies']] + work = [] + for target in panel: + for policy in policies: + cost = target['L'] ** 2 * (1 + policy.candidates * (1 + policy.lookahead * policy.repeats) + / (4 if policy.lookahead else policy.candidate_batch) + 2 * policy.particles + int(policy.repair)) + for sample in range(plan['rollouts']): + work.append((cost, target['entry_id'], policy.name, sample)) + work.sort(reverse=True) + assigned = {(entry, name, sample) for _, entry, name, sample in work[args.shard::args.shards]} fs, root = api.storage.filesystem(args.out) started = time.perf_counter() engine = load_engine(api) @@ -121,11 +132,15 @@ def main() -> None: print(f'[exp368] loaded in {load_seconds:.1f}s; proteins={len(panel)} policies={len(policies)}', flush=True) for target in panel: for policy in policies: + samples = [sample for sample in range(plan['rollouts']) + if (target['entry_id'], policy.name, sample) in assigned] + if not samples: + continue key = target['entry_id'] + '/' + policy.name if fs.exists(root + '/' + key + '.done.json'): continue rows = [] - for sample in range(plan['rollouts']): + for sample in samples: sample_key = key + f'-r{sample}' if fs.exists(root + '/' + sample_key + '.done.json'): rows.extend(api.storage.read_rows(args.out + '/' + sample_key + '.parquet')) @@ -170,10 +185,14 @@ def main() -> None: api.storage.write_json(pin, args.out + '/' + sample_key + '.done.json') print(f"[exp368] {key} r{sample} contacts={state.count} seconds={elapsed:.2f}", flush=True) del state, q - api.storage.write_rows(rows, args.out + '/' + key + '.parquet') - api.storage.write_json(dict(proteins=1, rollouts=len(rows), policy=asdict(policy), **pin), - args.out + '/' + key + '.done.json') - api.storage.write_json(dict(proteins=len(panel), policies=len(policies), **pin), + sample_keys = [key + f'-r{sample}' for sample in range(plan['rollouts'])] + if all(fs.exists(root + '/' + sample_key + '.done.json') for sample_key in sample_keys): + complete_rows = [row for sample_key in sample_keys + for row in api.storage.read_rows(args.out + '/' + sample_key + '.parquet')] + api.storage.write_rows(complete_rows, args.out + '/' + key + '.parquet') + api.storage.write_json(dict(proteins=1, rollouts=len(complete_rows), policy=asdict(policy), **pin), + args.out + '/' + key + '.done.json') + api.storage.write_json(dict(proteins=len(panel), policies=len(policies), trajectories=len(assigned), **pin), args.out + f'/shard-{args.shard:03d}.complete.json') From 4f8b20bf4551e76059e4cbc519b54521a65d53bc Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 10:43:34 -0400 Subject: [PATCH 03/50] Record candidate diagnostics and start shared-worker pilot --- .../data/dispatches.jsonl | 1 + .../data/server_tasks.jsonl | 7 ++++ .../engine.py | 14 +++++++- .../monitor.py | 33 +++++++++++++++++++ .../worker.py | 7 ++++ 5 files changed, 61 insertions(+), 1 deletion(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/server_tasks.jsonl create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl index b5a83655..00b0245f 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl @@ -3,3 +3,4 @@ {"job_id": "/bizon/exp368-smoke-fp32-v2", "cluster": "cw-us-east-02a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:07:40.826865+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-smoke-fp32-v2 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' -e EXP368_JOB_ID /bizon/exp368-smoke-fp32-v2 --gpu H100x1 -- bash bootstrap.sh --plan smoke.json --out s3://marin-us-east-02a/MarinFold/exp368/smoke-fp32-v2 --smoke", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "335f0499481b080f7007ce71d2fd4f6dc85e3e20416f66f12e62af0e090fe70d", "score_pool.py": "28f20aa509849c5c2b181539ab0aac5bcd1594b1986f40de60f251595cef4e93", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "metrics.py": "9e9a5ba6db9730cb5e9059e57192c80843aebdd7e3bf122f5df45c9559d2f092", "smoke.json": "e326c8b9a8e1d7bc64badc56c1445988d18399f4e8d94c55cd90eea5402fdf76", "build_summary.py": "a3cc048c692198a56a58cf35815eb81102bfcb361e1bf64db17b1d1758e6c629", "pool.py": "8b4e6837690b80d76a5b64fc1c0dcf2d4a54608e1888cd627083e5a537cddaa9", "pool_smoke.json": "f28706137c9f2a4df6bade0b11d704358fa67297fc9ee83087848ecd49c761ca", "test_engine.py": "75ab21e6b2c842054741effd27e770de42c8df257f6312e43bc49f42485669b5", "uv.lock": "94a9ea4835cf11c2dc8dad2bfcafe21ae0523f3a0fd5f6b77a9279fdec4881ad", "launch.py": "e522b9ea8684ce666b0ab66b604e92ff044da3fe9ab2a61ce3f5ec12bd45821a", "bootstrap.sh": "63f34ddd89c1bc6a9e76f0a793056b17dc063646f6e644d882b50544d10a2ccd", "pool_bootstrap.sh": "f09d8d2f1292ffd94ed88f2f0c5fbf735b93fb5ec5ba390d1fe059dc8bf2fc27", "engine.py": "36ee71ee014e11c891232733db925f3d0722944b70ad709df48001215080ca12", "runtime.py": "8fd6ffe54c871b8dc81a4ca12fff34d69406b4fde7aae0100f16c70d4594d4f3", "worker.py": "d124b5f1c9ec9808884aae0114a511888168cc6d1bd7fa390a5cb97f30a279d8", "test_metrics.py": "b0f086b82cc388cb94a4558e45c0cb5238a71ef20a3e607f38a500c4b4708645", "release_manifest.json": "f0849427b998a6719490d82ce86db9de9b9785d3cc5467f875af593deb9e5dd3"}, "sha256": "12c6f1bf49417565b848ac6a517d83589b35227c79aca61cb4247d177e7e65c2", "git_commit": "91cd79905c97605843742262f1feb56e289f95de"}} {"job_id": "/bizon/exp368-policy-smoke-v3", "cluster": "cw-us-east-02a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:13:42.888760+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-policy-smoke-v3 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' -e EXP368_JOB_ID /bizon/exp368-policy-smoke-v3 --gpu H100x1 -- bash bootstrap.sh --plan policy_smoke.json --out s3://marin-us-east-02a/MarinFold/exp368/policy-smoke-v3 --smoke", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "score_pool.py": "28f20aa509849c5c2b181539ab0aac5bcd1594b1986f40de60f251595cef4e93", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "metrics.py": "9e9a5ba6db9730cb5e9059e57192c80843aebdd7e3bf122f5df45c9559d2f092", "policy_smoke.json": "aa86e7add6b23e032c659a93c27d24450bd2c4c005eeac9f5f5ca696151f1d12", "analyze_existing.py": "185fcd8da878126c0033f3042f56b155adbc5fe47cc85e31d0c0b05cb0506eb6", "smoke.json": "e326c8b9a8e1d7bc64badc56c1445988d18399f4e8d94c55cd90eea5402fdf76", "plot_existing.py": "9b6d841cb2ddd246e541359caf7d1cba6b1351ea363614694e2bfea160a19c2e", "build_summary.py": "a3cc048c692198a56a58cf35815eb81102bfcb361e1bf64db17b1d1758e6c629", "pool.py": "8b4e6837690b80d76a5b64fc1c0dcf2d4a54608e1888cd627083e5a537cddaa9", "pool_smoke.json": "f28706137c9f2a4df6bade0b11d704358fa67297fc9ee83087848ecd49c761ca", "test_engine.py": "69c60fd4b19f45a9052ed96fb384734173d009516ef65d62094d7123bf9a52b3", "uv.lock": "94a9ea4835cf11c2dc8dad2bfcafe21ae0523f3a0fd5f6b77a9279fdec4881ad", "launch.py": "38e78f9f08dbeee53a0b7d70903885810242986b4b5491804158fed03ce900c0", "bootstrap.sh": "63f34ddd89c1bc6a9e76f0a793056b17dc063646f6e644d882b50544d10a2ccd", "pool_bootstrap.sh": "f09d8d2f1292ffd94ed88f2f0c5fbf735b93fb5ec5ba390d1fe059dc8bf2fc27", "engine.py": "36ee71ee014e11c891232733db925f3d0722944b70ad709df48001215080ca12", "runtime.py": "8fd6ffe54c871b8dc81a4ca12fff34d69406b4fde7aae0100f16c70d4594d4f3", "worker.py": "d30ffe0affa9dc2b476b869b802c32e610f60dda017d151c0bc5b5d3bf6ac70c", "test_metrics.py": "b0f086b82cc388cb94a4558e45c0cb5238a71ef20a3e607f38a500c4b4708645", "release_manifest.json": "f0849427b998a6719490d82ce86db9de9b9785d3cc5467f875af593deb9e5dd3"}, "sha256": "bd632cb1474656fa58c54cb77909a6418b610efe20bf302f2d4e5a815a292bc1", "git_commit": "91cd79905c97605843742262f1feb56e289f95de"}} {"job_id": "/bizon/exp368-pool-smoke-v2", "cluster": "cw-us-east-02a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:13:58.631833+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-pool-smoke-v2 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image vllm/vllm-openai:v0.9.2 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' -e EXP368_JOB_ID /bizon/exp368-pool-smoke-v2 --gpu H100x1 -- bash pool_bootstrap.sh --plan pool_smoke.json --out s3://marin-us-east-02a/MarinFold/exp368/pool-smoke-v2 --shards 1", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "score_pool.py": "28f20aa509849c5c2b181539ab0aac5bcd1594b1986f40de60f251595cef4e93", "pyproject.toml": 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"45df7b8f4ab9ac4f1deccaa404de006412dfea3259e999018c571e6dbd2927ce"}} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/engine.py b/experiments/exp368_evals_proofreader_guided_contact_maps/engine.py index 9ee47ab2..d50e5d1a 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/engine.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/engine.py @@ -101,6 +101,7 @@ def __init__(self, reader: nn.Module, lm_head: nn.Module, tokenizer, device: str for i in range(2000)], device=device) self.generated_tokens = 0 self.scored_contacts = 0 + self.candidate_diagnostics = [] def autocast(self): """Keep cached search in FP32; BF16 incremental/full GEMMs drifted.""" @@ -215,12 +216,13 @@ def choose(self, state: State, policy: Policy, length: int, offset: int, """Branch, optionally look ahead, then commit only one proposed contact.""" if policy.candidates == 1: return self.extend(state, length, offset, rng) - objectives, completions, pairs = [], [], [] + objectives, completions, pairs, immediate = [], [], [], [] batch_limit = min(policy.candidate_batch, 4) if policy.lookahead else policy.candidate_batch for start in range(0, policy.candidates, batch_limit): batch = min(batch_limit, policy.candidates - start) candidates = self.extend(select(state, state.tokens.new_zeros(batch)), length, offset, rng) q, _ = self.score(candidates) + immediate.append(q[:, -1].clone()) objective = q[:, -1] if policy.objective == 'new' else q.sum(-1) depth = min(policy.lookahead, max_contacts - candidates.count) if depth: @@ -239,6 +241,15 @@ def choose(self, state: State, policy: Policy, length: int, offset: int, del candidates, q objective = torch.cat(objectives) chosen = torch.multinomial(selection_weights(objective, policy), 1, generator=rng) + if state.count < 4 or state.count % 8 == 0: + candidate_pairs = torch.cat(pairs)[:, 0].tolist() + immediate_q = torch.cat(immediate).tolist() + score_values = objective.tolist() + selected = chosen.item() + for index, pair in enumerate(candidate_pairs): + self.candidate_diagnostics.append(dict(prefix_contacts=state.count, proposal=index, + pair=pair, immediate_probability=immediate_q[index], selection_score=score_values[index], + selected=index == selected, lookahead=min(policy.lookahead, max_contacts - state.count - 1))) # Recompute only the selected triple, keeping memory independent of K. committed, hidden = self.advance(state, torch.cat(completions).index_select(0, chosen)) return replace(committed, triples=torch.cat([state.triples, hidden.flatten(1)[:, None]], dim=1), @@ -248,6 +259,7 @@ def rollout(self, prompt: list[int], length: int, offset: int, policy: Policy, seed: int, contact_limit: int | None = None) -> State: """Run one guided trajectory with generator-controlled termination.""" rng = torch.Generator(device=self.device).manual_seed(seed) + self.candidate_diagnostics = [] state = self.start(prompt) budget = min(6 * length + 128, 8192 - len(prompt) - 1) maximum = min(budget // 3, contact_limit or 8192, (length - 6) * (length - 5) // 2) diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py b/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py new file mode 100644 index 00000000..328d8fa1 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/monitor.py @@ -0,0 +1,33 @@ +"""Read the shared worker's durable state and preserve monitoring evidence.""" + +import argparse +import json +from datetime import UTC, datetime + +from runtime import HERE, ROOT, load_release + + +def main() -> None: + """Print compact, actionable task state; keep full logs in the saved snapshot.""" + parser = argparse.ArgumentParser() + parser.add_argument('--control', default=ROOT + '/server-v1') + args = parser.parse_args() + api = load_release(('storage',)) + fs, root = api.storage.filesystem(args.control) + state = json.loads(fs.cat(root + '/status.json')) + snapshot = dict(observed_at=datetime.now(UTC).isoformat(), control=args.control, **state) + path = HERE / '_cache/server_status.json' + path.parent.mkdir(parents=True, exist_ok=True) + path.write_text(json.dumps(snapshot, indent=2)) + print(f"active={len(state['active'])} finished={len(state['finished'])} " + f"artifact_transfer_GB={state['artifact_transfer_bytes']/1e9:.3f}") + for name, item in state['active'].items(): + tail = item.get('log_tail', '').strip().splitlines() + progress = [line for line in tail if '[exp368]' in line] + print(name, 'gpu=' + str(item['gpu']), (progress or tail or ['starting'])[-1][-240:]) + for name, item in state['finished'].items(): + print(name, item['state'], 'exit=' + str(item['exit_code'])) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py b/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py index 327fed71..bb07156d 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/worker.py @@ -173,6 +173,13 @@ def main() -> None: prompt_ids=prompt, completion_ids=completion, finished=state.finished, probabilities=q[0].tolist(), predicted_recall=recall[0].item(), gt_count=len(target['contacts']), **parsed)) + if engine.candidate_diagnostics: + native = set(map(tuple, target['contacts'])) + diagnostics = [dict(row, label=int(tuple(row['pair']) in native)) + for row in engine.candidate_diagnostics] + api.storage.write_rows(diagnostics, args.out + '/' + sample_key + '.candidates.parquet') + api.storage.write_json(dict(rows=len(diagnostics), **pin), + args.out + '/' + sample_key + '.candidates.done.json') api.storage.write_rows([rows[-1]], args.out + '/' + sample_key + '.parquet') timing = dict(stem=target['entry_id'], n_residues=target['L'], n_pairs=state.count, mode=policy.name, sample=sample, elapsed_seconds=elapsed, model_load_seconds=load_seconds, From a1bcb33af77c7ec96f6fd43e4e35b43d0087dad6 Mon Sep 17 00:00:00 2001 From: Tim O'Donnell Date: Wed, 21 Oct 2026 11:28:26 -0400 Subject: [PATCH 04/50] Record pool baselines and resume preempted guidance from durable outputs --- .../README.md | 32 +- .../analyze.py | 13 +- .../analyze_candidates.py | 79 + .../bootstrap.sh | 4 + .../collect.py | 21 +- .../data/dispatches.jsonl | 18 + .../data/generator_reconstruction_check.json | 13 + .../data/pilot_pool/calibration.csv.gz | Bin 0 -> 43 bytes .../data/pilot_pool/completeness.csv | 97 ++ .../data/pilot_pool/paired_comparisons.csv | 13 + .../data/pilot_pool/per_protein.csv.gz | Bin 0 -> 35654 bytes .../data/pilot_pool/summary.csv | 22 + .../data/pilot_pool/timings.csv | 193 +++ .../data/pilot_pool/trajectory_quality.csv.gz | Bin 0 -> 50 bytes .../data/preemption_incident.json | 18 + .../data/server_tasks.jsonl | 16 + .../data/shared_models.json | 8 + .../launch.py | 9 +- .../metrics.py | 14 +- .../pilot_direct.json | 121 ++ .../plot_pools.py | 52 + .../plots/pilot_pool.png | Bin 0 -> 131927 bytes .../plots/pilot_pool.png.meta.json | 10 + .../plots/summary.pdf | Bin 141287 -> 229966 bytes .../pool.py | 14 +- .../recover_task.py | 57 + .../summary_narrative.md | 24 + .../test_metrics.py | 9 +- .../validation_pool.json | 1387 +++++++++++++++++ 29 files changed, 2218 insertions(+), 26 deletions(-) create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/analyze_candidates.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/generator_reconstruction_check.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/calibration.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/completeness.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/paired_comparisons.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/per_protein.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/summary.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/timings.csv create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/pilot_pool/trajectory_quality.csv.gz create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/preemption_incident.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/data/shared_models.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/pilot_direct.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plot_pools.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_pool.png create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_pool.png.meta.json create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/recover_task.py create mode 100644 experiments/exp368_evals_proofreader_guided_contact_maps/validation_pool.json diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md index 78cd0e78..e67d2e4d 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/README.md +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/README.md @@ -36,14 +36,29 @@ At least one guided policy should improve final contact-map quality over ordinar ## Results -Implementation and validation are in progress on 2026-10-21. Four CPU tests +Implementation and validation are in progress on 2026-10-21. Five CPU tests cover cache isolation, full-forward equivalence, proposal resampling, lookahead commit boundaries, repair-prefix reconstruction, and full-universe AP. The first H100 smoke test verified that every frozen backbone weight matches the original generator. It also caught a BF16 incremental/full-forward discrepancy (maximum 0.02394 contact probability); the experiment therefore tests FP32 cached search and rescores final maps through the released BF16 full-forward implementation. -No guided-policy accuracy result is available yet. +The complete guided pilot is still pending; partial cohorts are not used for +policy selection. The ordinary nested-pool baseline is complete on all 32 +pilot structures. Sum-q R-precision rises from 0.5792 at eight rollouts to 0.5993 +at 128; long-range R-precision rises from 0.5537 to 0.5806. The paired all-contact +gain is 0.0200 (95% group-bootstrap interval 0.0050–0.0329). Oracle candidate +coverage rises from 0.7765 to 0.9509. At 128 rollouts, frequency alone gives +0.6040 all-contact and 0.5864 long-range R-precision. These pilot means should +not be compared with means on the larger validation cohort. + +Two aggregation variants were added after observing the pilot: confidence as a +tie-breaker for integer vote counts, and votes weighted by predicted rollout F1. +Their all-contact gains over frequency at 128 rollouts are 0.0004 and 0.0018; +both paired 95% intervals include zero. These are exploratory validation results. +CSV inputs and timings are in `data/pilot_pool/`; the figure is +`plots/pilot_pool.png`. An independent-pool latency benchmark requests each +pool in a single vLLM call, avoiding the staged baseline's repeated batch costs. ### Frozen pilot protocol @@ -111,6 +126,19 @@ job IDs and monitoring ownership. Per-rollout commit markers permit restart without losing completed trajectories. A changed code or plan requires a new output prefix. No new model training is part of this experiment. +A temporary eight-GPU RNO server staged a shared 6.014 GB model/input copy to +use available capacity. Iris preempted it four times; `--max-retries=0` only +disabled failure retries, while preemption retries defaulted to 1000. Local +state was lost, the staging counter reset, and repeated input transfers exceeded +the intended 9.5 GB campaign ceiling. The server was canceled when this was +detected at 15:20 UTC. `data/preemption_incident.json` records the evidence. +All new launches are now restricted to storage-colocated `cw-us-east-02a`. +`recover_task.py` downloads and verifies each original task's frozen source +bundle and resumes directly from its durable S3 trajectories. Twelve independent +H100 recovery jobs retain the original sampling plan and sharding. The ordinary +baseline is also queued on all 1,375 structures from the 255 remaining validation +groups, excluding every pilot group. No guided winner or test policy is selected. + ## Conclusion _(Fill in after results are in.)_ diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py index a745fdfd..a392243f 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze.py @@ -10,7 +10,8 @@ from metrics import aggregate, bootstrap, map_metrics -METHODS = ['frequency', 'sumq', 'meanq', 'sqrt_frequency_meanq', 'diversity_sumq'] +METHODS = ['frequency', 'sumq', 'meanq', 'sqrt_frequency_meanq', 'diversity_sumq', + 'frequency_then_meanq', 'f1_weighted_frequency'] def evaluate(rows: list[dict], target: dict, method: str, seconds: float, policy: str) -> dict: @@ -37,7 +38,8 @@ def main() -> None: parser.add_argument('--out', type=Path, required=True) args = parser.parse_args() plan = json.loads(args.plan.read_text()) - targets = {row['entry_id']: row for row in pq.read_table(args.targets).to_pylist()} + targets = {row['entry_id']: row for row in pq.read_table(args.targets, + filters=[('entry_id', 'in', plan['entries'])]).to_pylist()} if any(targets[entry]['split'] != plan['split'] for entry in plan['entries']): raise ValueError('Analysis split differs from the frozen plan') results, ledger, calibration, trajectory_quality, completeness = [], [], [], [], [] @@ -92,6 +94,8 @@ def main() -> None: if not complete: break wave = pq.read_table(key.with_suffix('.parquet')).to_pylist() + if plan.get('pool_mode') == 'independent': + rows, generation_seconds, score_seconds = [], 0., 0. rows.extend(wave) if len(rows) != size or {r['sample'] for r in rows} != set(range(size)): raise ValueError('Ordinary pool contains missing or duplicate samples') @@ -102,7 +106,8 @@ def main() -> None: score_seconds += st['elapsed_seconds'] for method in METHODS: seconds = generation_seconds + (score_seconds if method != 'frequency' else 0.) - results.append(evaluate(rows, target, method, seconds, 'ordinary')) + name = 'ordinary-direct' if plan.get('pool_mode') == 'independent' else 'ordinary' + results.append(evaluate(rows, target, method, seconds, name)) args.out.mkdir(parents=True, exist_ok=True) frame = pd.DataFrame(results) pd.DataFrame(completeness).to_csv(args.out / 'completeness.csv', index=False) @@ -117,7 +122,7 @@ def main() -> None: for (policy, n, method), rows in frame.groupby(['policy', 'rollouts', 'method']): record = dict(policy=policy, rollouts=n, method=method, structures=len(rows), groups=rows.group_id.nunique(), gpu_seconds=rows.elapsed_seconds.sum(), - mean_seconds=rows.elapsed_seconds.mean()) + mean_seconds=rows.elapsed_seconds.mean(), long_structures=int(rows.long_r_precision.notna().sum())) for metric in ['r_precision', 'average_precision', 'oracle_coverage', 'long_r_precision', 'long_average_precision', 'long_oracle_coverage', 'mean_contacts', 'precision_L', 'precision_L2', 'precision_L5']: diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/analyze_candidates.py b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze_candidates.py new file mode 100644 index 00000000..2e79e684 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/analyze_candidates.py @@ -0,0 +1,79 @@ +"""Measure conditional proposal ranking from committed guided trajectories.""" + +import argparse +import json +from pathlib import Path + +import numpy as np +import pandas as pd +import pyarrow.parquet as pq +from sklearn.metrics import roc_auc_score + +from metrics import bootstrap + + +def main() -> None: + """Compare selected contacts with the sampled alternatives at each prefix.""" + parser = argparse.ArgumentParser() + parser.add_argument('--plan', type=Path, required=True) + parser.add_argument('--guided', type=Path, required=True) + parser.add_argument('--targets', type=Path, required=True) + parser.add_argument('--out', type=Path, required=True) + args = parser.parse_args() + plan = json.loads(args.plan.read_text()) + targets = {r['entry_id']: r for r in pq.read_table(args.targets, + filters=[('entry_id', 'in', plan['entries'])]).to_pylist()} + records = [] + for entry in plan['entries']: + target = targets[entry] + if target['split'] != plan['split']: + raise ValueError('Wrong split in diagnostic panel') + truth = set(map(tuple, target['contacts'])) + for policy in plan['policies']: + for sample in range(plan['rollouts']): + key = args.guided / entry / f'{policy["name"]}-r{sample}' + if not Path(str(key) + '.done.json').exists(): + continue + if not Path(str(key) + '.candidates.done.json').exists(): + continue + frame = pq.read_table(str(key) + '.candidates.parquet').to_pandas() + for prefix, rows in frame.groupby('prefix_contacts'): + labels = rows['label'].to_numpy() + actual = np.array([int(tuple(p) in truth) for p in rows['pair']]) + if not np.array_equal(labels, actual) or rows.selected.sum() != 1: + raise ValueError('Candidate labels or selected count are inconsistent') + selected = rows[rows.selected].iloc[0] + auc = roc_auc_score(labels, rows.selection_score) if len(set(labels)) == 2 else np.nan + records.append(dict(entry_id=entry, group_id=target['group_id'], L=target['L'], + policy=policy['name'], sample=sample, prefix_contacts=prefix, + candidate_count=len(rows), candidate_unique=len({tuple(p) for p in rows['pair']}), + proposal_accuracy=labels.mean(), selected_accuracy=selected['label'], + conditional_lift=selected['label'] - labels.mean(), within_prefix_auc=auc, + selected_q=selected.immediate_probability, mean_q=rows.immediate_probability.mean(), + proposal_brier=np.mean((rows.immediate_probability.to_numpy() - labels) ** 2), + selected_brier=(selected.immediate_probability - selected['label']) ** 2)) + args.out.mkdir(parents=True, exist_ok=True) + if not records: + print('No committed candidate diagnostics yet') + return + frame = pd.DataFrame(records) + frame.to_csv(args.out / 'candidate_steps.csv.gz', index=False) + metrics = ['proposal_accuracy', 'selected_accuracy', 'conditional_lift', 'within_prefix_auc', + 'selected_q', 'mean_q', 'proposal_brier', 'selected_brier', 'candidate_unique'] + per_protein = frame.groupby(['entry_id', 'group_id', 'policy'])[metrics].mean().reset_index() + per_protein.to_csv(args.out / 'candidate_per_protein.csv.gz', index=False) + summary = [] + for policy, rows in per_protein.groupby('policy'): + record = dict(policy=policy, structures=len(rows), groups=rows.group_id.nunique(), + sampled_steps=int((frame.policy == policy).sum())) + for metric in metrics: + record[metric] = rows[metric].mean() + record[metric + '_low'], record[metric + '_high'] = bootstrap(rows[metric].tolist(), rows.group_id.tolist()) + summary.append(record) + pd.DataFrame(summary).to_csv(args.out / 'candidate_summary.csv', index=False) + print(pd.DataFrame(summary)[['policy', 'structures', 'sampled_steps', 'conditional_lift', + 'within_prefix_auc', 'selected_q', 'selected_accuracy']].to_string(index=False)) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh b/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh index 7138573f..965b78db 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/bootstrap.sh @@ -5,6 +5,10 @@ export UV_LINK_MODE=copy TOKENIZERS_PARALLELISM=false OMP_NUM_THREADS=4 export EXP356_S3_ENDPOINT=https://cwobject.com export PYTORCH_ALLOC_CONF=expandable_segments:True uv sync --locked +if [ "${1:-}" = "--recover" ]; then + shift + exec uv run --no-sync python recover_task.py "$@" +fi if [ "${1:-}" = "--serve" ]; then shift exec uv run --no-sync python serve.py "$@" diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/collect.py b/experiments/exp368_evals_proofreader_guided_contact_maps/collect.py index d8a388ee..0e3a6af5 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/collect.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/collect.py @@ -19,26 +19,31 @@ def main() -> None: api = load_release(('storage',)) fs, root = api.storage.filesystem(args.remote) objects = fs.find(root, detail=True) - entries = [(name, item['size']) for name, item in objects.items() if item['type'] == 'file'] - if sum(size for _, size in entries) > 5 * 10**9: + entries = [(name, item['size'], item.get('ETag')) for name, item in objects.items() if item['type'] == 'file'] + if sum(size for _, size, _ in entries) > 5 * 10**9: raise ValueError('Result collection exceeds its 5 GB transfer ceiling; consolidate in-region first') + ledger_path = args.local / '_collection.json' + previous = json.loads(ledger_path.read_text()) if ledger_path.exists() else {} - def download(item: tuple[str, int]) -> None: - name, size = item + def download(item: tuple[str, int, str | None]) -> tuple[str, dict]: + name, size, etag = item relative = name.removeprefix(root.rstrip('/') + '/') destination = args.local / relative - if destination.exists() and destination.stat().st_size == size: - return + metadata = dict(size=size, etag=etag) + if etag and previous.get(relative) == metadata and destination.exists() and destination.stat().st_size == size: + return relative, metadata destination.parent.mkdir(parents=True, exist_ok=True) partial = destination.with_suffix(destination.suffix + '.partial') fs.get_file(name, str(partial)) if partial.stat().st_size != size: raise ValueError('Size mismatch: ' + relative) partial.replace(destination) + return relative, metadata with ThreadPoolExecutor(max_workers=8) as executor: - list(executor.map(download, entries)) - print(json.dumps(dict(files=len(entries), bytes=sum(size for _, size in entries), local=str(args.local)))) + current = dict(executor.map(download, entries)) + ledger_path.write_text(json.dumps(current, indent=2)) + print(json.dumps(dict(files=len(entries), bytes=sum(size for _, size, _ in entries), local=str(args.local)))) if __name__ == '__main__': diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl index 00b0245f..23655b72 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/dispatches.jsonl @@ -4,3 +4,21 @@ {"job_id": "/bizon/exp368-policy-smoke-v3", "cluster": "cw-us-east-02a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:13:42.888760+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-policy-smoke-v3 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' -e EXP368_JOB_ID /bizon/exp368-policy-smoke-v3 --gpu H100x1 -- bash bootstrap.sh --plan policy_smoke.json --out s3://marin-us-east-02a/MarinFold/exp368/policy-smoke-v3 --smoke", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "score_pool.py": "28f20aa509849c5c2b181539ab0aac5bcd1594b1986f40de60f251595cef4e93", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "metrics.py": "9e9a5ba6db9730cb5e9059e57192c80843aebdd7e3bf122f5df45c9559d2f092", "policy_smoke.json": "aa86e7add6b23e032c659a93c27d24450bd2c4c005eeac9f5f5ca696151f1d12", "analyze_existing.py": "185fcd8da878126c0033f3042f56b155adbc5fe47cc85e31d0c0b05cb0506eb6", "smoke.json": "e326c8b9a8e1d7bc64badc56c1445988d18399f4e8d94c55cd90eea5402fdf76", "plot_existing.py": "9b6d841cb2ddd246e541359caf7d1cba6b1351ea363614694e2bfea160a19c2e", "build_summary.py": "a3cc048c692198a56a58cf35815eb81102bfcb361e1bf64db17b1d1758e6c629", "pool.py": "8b4e6837690b80d76a5b64fc1c0dcf2d4a54608e1888cd627083e5a537cddaa9", "pool_smoke.json": "f28706137c9f2a4df6bade0b11d704358fa67297fc9ee83087848ecd49c761ca", "test_engine.py": "69c60fd4b19f45a9052ed96fb384734173d009516ef65d62094d7123bf9a52b3", "uv.lock": "94a9ea4835cf11c2dc8dad2bfcafe21ae0523f3a0fd5f6b77a9279fdec4881ad", "launch.py": "38e78f9f08dbeee53a0b7d70903885810242986b4b5491804158fed03ce900c0", "bootstrap.sh": "63f34ddd89c1bc6a9e76f0a793056b17dc063646f6e644d882b50544d10a2ccd", "pool_bootstrap.sh": "f09d8d2f1292ffd94ed88f2f0c5fbf735b93fb5ec5ba390d1fe059dc8bf2fc27", "engine.py": "36ee71ee014e11c891232733db925f3d0722944b70ad709df48001215080ca12", "runtime.py": "8fd6ffe54c871b8dc81a4ca12fff34d69406b4fde7aae0100f16c70d4594d4f3", "worker.py": "d30ffe0affa9dc2b476b869b802c32e610f60dda017d151c0bc5b5d3bf6ac70c", "test_metrics.py": "b0f086b82cc388cb94a4558e45c0cb5238a71ef20a3e607f38a500c4b4708645", "release_manifest.json": "f0849427b998a6719490d82ce86db9de9b9785d3cc5467f875af593deb9e5dd3"}, "sha256": "bd632cb1474656fa58c54cb77909a6418b610efe20bf302f2d4e5a815a292bc1", "git_commit": "91cd79905c97605843742262f1feb56e289f95de"}} {"job_id": "/bizon/exp368-pool-smoke-v2", "cluster": "cw-us-east-02a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:13:58.631833+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-pool-smoke-v2 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image vllm/vllm-openai:v0.9.2 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' -e EXP368_JOB_ID /bizon/exp368-pool-smoke-v2 --gpu H100x1 -- bash pool_bootstrap.sh --plan pool_smoke.json --out s3://marin-us-east-02a/MarinFold/exp368/pool-smoke-v2 --shards 1", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "score_pool.py": "28f20aa509849c5c2b181539ab0aac5bcd1594b1986f40de60f251595cef4e93", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "metrics.py": "9e9a5ba6db9730cb5e9059e57192c80843aebdd7e3bf122f5df45c9559d2f092", "policy_smoke.json": "aa86e7add6b23e032c659a93c27d24450bd2c4c005eeac9f5f5ca696151f1d12", "analyze_existing.py": 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"runtime.py": "8fd6ffe54c871b8dc81a4ca12fff34d69406b4fde7aae0100f16c70d4594d4f3", "worker.py": "d30ffe0affa9dc2b476b869b802c32e610f60dda017d151c0bc5b5d3bf6ac70c", "test_metrics.py": "b0f086b82cc388cb94a4558e45c0cb5238a71ef20a3e607f38a500c4b4708645", "release_manifest.json": "f0849427b998a6719490d82ce86db9de9b9785d3cc5467f875af593deb9e5dd3"}, "sha256": "bd632cb1474656fa58c54cb77909a6418b610efe20bf302f2d4e5a815a292bc1", "git_commit": "91cd79905c97605843742262f1feb56e289f95de"}} {"job_id": "/bizon/exp368-shared-rno-v1", "cluster": "cw-rno2a", "client_commit": "af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:31:55.255239+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-rno2a --priority batch --user bizon --job-name exp368-shared-rno-v1 --no-wait --enable-extra-resources --cpu 32 --memory 512GB --disk 256GB --no-sync --timeout 259200 --max-retries 0 --task-image vllm/vllm-openai:v0.9.2 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' --include code_manifest.json -e EXP368_JOB_ID /bizon/exp368-shared-rno-v1 --gpu H100x8 -- bash bootstrap.sh --serve --control s3://marin-us-east-02a/MarinFold/exp368/server-v1 --hours 48", "restart_count": 0, "monitoring_owner": "exp368-root-agent", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "shared_generator_manifest.json": "a61cc1883ae663e8a668afcc286a3df1dd2090d1f341f0b165001003a5abadd7", "score_pool.py": "696dd15a8f4168bbbf046bdc1fbf0bc93cc8f8b40a590ceb0c5dde4361b9bd9a", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "analyze.py": "12e1098dafff2383a73e11368e6585f0ce371dce63dfb756858486801b8ca01f", "metrics.py": "9e9a5ba6db9730cb5e9059e57192c80843aebdd7e3bf122f5df45c9559d2f092", "policy_smoke.json": 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"af9c6789e878bed1a6fc9513232bcfc54ac73b3a", "submitted_at": "2026-10-21T14:52:00.978021+00:00", "resubmit_command": "uv run --project /home/bizon/.codex/worktrees/43d6/MarinFold/scratch/exp368-iris-client --package marin-iris iris --cluster marin job run --target-cluster cw-us-east-02a --priority batch --user bizon --job-name exp368-pilot-score-east-v1 --no-wait --enable-extra-resources --cpu 8 --memory 64GB --disk 256GB --no-sync --timeout 259200 --max-retries 2 --task-image pytorch/pytorch@sha256:b574d4ccf6d8856a5d87dcadc667aa4f95dc18d337ef3a28d02b7b01897d7081 --exclude '(^|/)(_cache|\\.venv|wandb|data|plots|__pycache__)/' --include 'release_api/*.py' --include code_manifest.json -e EXP368_JOB_ID /bizon/exp368-pilot-score-east-v1 --gpu H100x1 -- bash bootstrap.sh --score --plan pilot.json --input s3://marin-us-east-02a/MarinFold/exp368/server-v1/results/pilot-pool --out s3://marin-us-east-02a/MarinFold/exp368/pilot-score-east-v1 --shards 1", "restart_count": 0, "monitoring_owner": 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Per-process transfer ceiling reset on preemption; aggregate cross-region transfer exceeded intended 9.5 GB campaign ceiling. Stopped immediately on detection. No further cross-region compute launches permitted. Exact billing bytes were not measured.", + "recovery": "Frozen original source snapshots resumed directly against S3 on colocated cw-us-east-02a H100 jobs. All preemptions preserve committed trajectories.", + "scoring_failure": "On server restart, scoring tasks ran before their lost local pool inputs had been regenerated. Completed standalone East pool scoring was unaffected." +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/data/server_tasks.jsonl b/experiments/exp368_evals_proofreader_guided_contact_maps/data/server_tasks.jsonl index 4c69cda9..fc9663b4 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/data/server_tasks.jsonl +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/data/server_tasks.jsonl @@ -5,3 +5,19 @@ {"task_id": "10-pilot-pool-001", "control": "s3://marin-us-east-02a/MarinFold/exp368/server-v1", "source": {"files": {"pilot.json": "b01c73e67e54e798c9aeef37c740560b1cd1ef5d7749b3be9aa6bbe1bab873b8", "shared_generator_manifest.json": "a61cc1883ae663e8a668afcc286a3df1dd2090d1f341f0b165001003a5abadd7", "score_pool.py": "696dd15a8f4168bbbf046bdc1fbf0bc93cc8f8b40a590ceb0c5dde4361b9bd9a", "pyproject.toml": "9699ea287d45e88761ab6323ab1d8664e27ff8b7869c4391a22086cb6117d80f", "analyze.py": 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"s3://marin-us-east-02a/MarinFold/exp356/checkpoints/exp356-exp277-frozen-contact-pdb50k-v2/step-18000", + "generator": "s3://marin-us-east-02a/MarinFold/exp304/model/exp277-step-266344", + "targets_sha256": "d264c3784def4c2b2fdf0906643cd9114f9bdb012c4aa5ce99a29890ecd0b064", + "target_source": "s3://marin-us-east-02a/MarinFold/exp356/data/v1/targets.parquet", + "generator_weights_sha256": "ca293e56fd4c2ebbfa1d65cedece171103b31dc6b68a16620e6eb10779fb3bc4" +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py index 35e77a0c..af78ea68 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/launch.py @@ -18,7 +18,7 @@ def main() -> None: """Bundle the pinned source and write durable job ownership metadata.""" parser = argparse.ArgumentParser() parser.add_argument('--name', required=True) - parser.add_argument('--kind', choices=['guided', 'pool', 'score', 'serve'], default='guided') + parser.add_argument('--kind', choices=['guided', 'pool', 'score', 'serve', 'recover'], default='guided') parser.add_argument('--cluster', default='cw-us-east-02a') parser.add_argument('--dry-run', action='store_true') args, remaining = parser.parse_known_args() @@ -32,8 +32,8 @@ def main() -> None: (HERE / 'code_manifest.json').write_text(json.dumps(source, indent=2)) client = HERE.parent.parent / 'scratch/exp368-iris-client' server = args.kind == 'serve' - if args.cluster != 'cw-us-east-02a' and not server: - raise ValueError('Cross-region jobs must use the bounded shared-model server') + if args.cluster != 'cw-us-east-02a': + raise ValueError('All new jobs must be colocated with storage; preemption can repeat model staging') command = ['uv', 'run', '--project', str(client), '--package', 'marin-iris', 'iris', '--cluster', 'marin', 'job', 'run', '--target-cluster', args.cluster, '--priority', 'batch', '--user', 'bizon', '--job-name', args.name, '--no-wait', @@ -46,7 +46,8 @@ def main() -> None: '--include', 'code_manifest.json', '-e', 'EXP368_JOB_ID', '/bizon/' + args.name, '--gpu', 'H100x8' if server else 'H100x1', '--', 'bash', 'pool_bootstrap.sh' if args.kind == 'pool' else 'bootstrap.sh', - *(['--score'] if args.kind == 'score' else ['--serve'] if server else []), *remaining] + *(['--score'] if args.kind == 'score' else ['--serve'] if server else + ['--recover'] if args.kind == 'recover' else []), *remaining] exact = shlex.join(command) print(exact, flush=True) if args.dry_run: diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py b/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py index 76575ea7..0db02274 100644 --- a/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/metrics.py @@ -22,13 +22,25 @@ def aggregate(rollouts: list[dict], method: str) -> dict[tuple[int, int], float] for i, a in enumerate(sets): neighbors = sum(bool(a | b) and len(a & b) / len(a | b) >= .8 for b in sets) weights[i] = 1 / max(1, neighbors) + if method == 'f1_weighted_frequency': + for i, row in enumerate(rollouts): + unique = {} + for pair, probability in zip(row['pairs'], row['probabilities'], strict=True): + unique.setdefault(tuple(pair), probability) + precision = float(np.mean(list(unique.values()))) if unique else 0. + recall = row['predicted_recall'] + weights[i] = max(1e-8, 2 * precision * recall / max(1e-8, precision + recall)) count, total = defaultdict(float), defaultdict(float) for pairs, weight in zip(observations, weights, strict=True): for pair, probability in pairs.items(): count[pair] += weight total[pair] += weight * probability - if method == 'frequency': + if method in {'frequency', 'f1_weighted_frequency'}: return dict(count) + if method == 'frequency_then_meanq': + # Integer vote counts remain strictly ordered. Confidence can resolve a + # frequency tie but cannot outweigh even one additional independent vote. + return {pair: count[pair] + .5 * total[pair] / count[pair] for pair in count} if method in {'sumq', 'diversity_sumq'}: return dict(total) if method == 'meanq': diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/pilot_direct.json b/experiments/exp368_evals_proofreader_guided_contact_maps/pilot_direct.json new file mode 100644 index 00000000..bf69b949 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/pilot_direct.json @@ -0,0 +1,121 @@ +{ + "split": "validation", + "entries": [ + "6dsl_A", + "6z0m_A", + "1k3h_A", + "1ilo_A", + "2jov_A", + "3lkl_A", + "4ofk_A", + "4g1r_A", + "2db2_A", + "6xxd_A", + "5fmu_A", + "6ejq_A", + "4d5r_A", + "4ftx_A", + "2g3t_A", + "5hjf_A", + "5gp9_A", + "5z6d_A", + "1em2_A", + "5ufm_A", + "4knw_A", + "4d8b_A", + "1i2l_A", + "1xxx_A", + "3cpx_A", + "6fnq_A", + "5a5l_A", + "6gkw_A", + "2y4e_A", + "4ler_A", + "4d1j_A", + "1q2l_A" + ], + "rollouts": 4, + "policies": [ + { + "name": "control" + }, + { + "name": "uniform-k16", + "candidates": 16 + }, + { + "name": "top10-k16", + "candidates": 16, + "fraction": 0.1 + }, + { + "name": "top25-k16", + "candidates": 16, + "fraction": 0.25 + }, + { + "name": "top50-k16", + "candidates": 16, + "fraction": 0.5 + }, + { + "name": "top10-k64", + "candidates": 64, + "fraction": 0.1 + }, + { + "name": "soft1-k16", + "candidates": 16, + "beta": 1 + }, + { + "name": "soft2-k16", + "candidates": 16, + "beta": 2 + }, + { + "name": "soft4-k16", + "candidates": 16, + "beta": 4 + }, + { + "name": "explore10-k16", + "candidates": 16, + "fraction": 0.1, + "exploration": 0.1 + }, + { + "name": "look8-k16", + "candidates": 16, + "fraction": 0.1, + "lookahead": 8, + "repeats": 2 + }, + { + "name": "look32-k16", + "candidates": 16, + "fraction": 0.1, + "lookahead": 32, + "repeats": 2 + }, + { + "name": "total-k16", + "candidates": 16, + "fraction": 0.1, + "objective": "total" + }, + { + "name": "particles8-b8", + "particles": 8, + "block": 8 + }, + { + "name": "repair-k16", + "candidates": 16, + "fraction": 0.1, + "repair": true + } + ], + "selection": "one SHA256-selected representative per homology group, then 32 uniformly spaced length ranks; no quality labels used", + "pool_mode": "independent" +} diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plot_pools.py b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_pools.py new file mode 100644 index 00000000..ce9a20b5 --- /dev/null +++ b/experiments/exp368_evals_proofreader_guided_contact_maps/plot_pools.py @@ -0,0 +1,52 @@ +"""Plot measured ordinary-pool accuracy, candidate coverage and inference cost.""" + +import argparse +from pathlib import Path + +import matplotlib.pyplot as plt +import pandas as pd + +from build_summary import save_plot_with_meta + + +def main() -> None: + """Render complete-cohort pool comparisons with uncertainty intervals.""" + parser = argparse.ArgumentParser() + parser.add_argument('--data', type=Path, required=True) + parser.add_argument('--out', type=Path, required=True) + parser.add_argument('--title', default='32 validation proteins: ordinary rollout pools') + args = parser.parse_args() + summary = pd.read_csv(args.data / 'summary.csv') + if summary.structures.nunique() != 1: + raise ValueError('Pool plot requires a complete common cohort') + fig, axes = plt.subplots(1, 3, figsize=(14, 4.2)) + colors = {'frequency': '#2563eb', 'sumq': '#d97706', 'meanq': '#64748b'} + for method, label in [('frequency', 'Frequency'), ('sumq', 'Sum proofreader q'), ('meanq', 'Mean q')]: + rows = summary[summary.method == method].sort_values('rollouts') + for ax, metric, title in zip(axes[:2], ['r_precision', 'long_r_precision'], + ['All-contact R-precision', 'Long-range R-precision'], strict=True): + ax.errorbar(rows.rollouts, rows[metric], + yerr=[rows[metric] - rows[metric + '_low'], rows[metric + '_high'] - rows[metric]], + marker='o', color=colors[method], label=label, capsize=3) + ax.set(xscale='log', xlabel='Number of independent rollouts', ylabel=title) + ax.set_xticks(rows.rollouts, rows.rollouts.astype(str)) + ax.grid(alpha=.2) + rows = summary[summary.method == 'sumq'].sort_values('rollouts') + axes[2].plot(rows.rollouts, rows.oracle_coverage, 'o-', color='#15803d', label='Native contacts in pool') + axes[2].plot(rows.rollouts, rows.r_precision, 'o-', color=colors['sumq'], label='Recovered at R predictions') + axes[2].set(xscale='log', xlabel='Number of independent rollouts', ylabel='Fraction of native contacts', ylim=(0, 1)) + axes[2].set_xticks(rows.rollouts, rows.rollouts.astype(str)) + axes[2].grid(alpha=.2) + axes[0].legend(fontsize=8) + axes[2].legend(fontsize=8) + fig.suptitle(args.title) + fig.tight_layout() + save_plot_with_meta(fig, args.out, dpi=180, + caption='Mean over the same validation structures. Error bars are 95% homology-group bootstrap intervals. ' + 'Oracle coverage measures whether a native contact was proposed; it is not an attainable ranking result. ' + 'Long-range means sequence separation at least 24. No test-set results appear here.') + plt.close(fig) + + +if __name__ == '__main__': + main() diff --git a/experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_pool.png b/experiments/exp368_evals_proofreader_guided_contact_maps/plots/pilot_pool.png new file mode 100644 index 0000000000000000000000000000000000000000..f4b77871d3e7f0aac92138dea9fedb6e96b1b70b GIT binary patch literal 131927 zcmeFZhgVfs7d?tGYE;yy7{y*F(iId01gzktcchC_q)YE$qN1XJT$*$Xy-M$(A|N0j zUAhINgHolxxiR^E$@>G|c;k)7FcGeobI;jjt-0o$Yu}fZ7TdI8_XZjonoX2T7vyPZ z)|b-I{4(_0TD)>n(q%XP60p8_*;>I|-`Y;cQjbPT$NGkexwVPm)q}QrmR5%5W;~q7 zk8z%2KX~2R`i7MN7nkY(-oa^ZX~6YL-KGXtS%2e_suc~*o)q%mDy`iU% zRkRNs?zD0CpPDcKKBH>)`?YJ&1=svKu=%Xt(yCvmzj!=5eD(Rwqz|uD&aC_G*+IQk ztjE+M_r%HF^3+I86_^?GPW@6=lXs;c+`D{#hu{ozvS3Z2r)It|Q^_$}e89iHWNAOp z+5GEg@@>yf>gWHyRJxX8@t;?2UcD80>OZfXNj)pS_dl;Z`EZbB^M78EHF-q0?mw>_ z<-O#w`aiGG?O`bW?=5<4`hVx`%Bx?5raxTs@bZ$*<~nrfteDr{I-etACk$%#+KjX*O?<6Z 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