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7418688
DOC v25.10 Updates [skip ci]
AyodeAwe Jul 17, 2025
3cf125d
Merge pull request #1131 from rapidsai/branch-25.08
GPUtester Jul 17, 2025
c2af339
Merge pull request #1132 from rapidsai/branch-25.08
GPUtester Jul 17, 2025
14c1280
Merge pull request #1136 from rapidsai/branch-25.08
GPUtester Jul 18, 2025
a8249e3
25.08 -> 25.10 version updates
AyodeAwe Jul 18, 2025
8f3f935
Merge pull request #1137 from rapidsai/branch-25.08
GPUtester Jul 18, 2025
4c94332
Merge pull request #1139 from rapidsai/branch-25.08
GPUtester Jul 18, 2025
3a9f645
Merge pull request #1141 from rapidsai/branch-25.08
GPUtester Jul 19, 2025
706e057
Merge pull request #1148 from rapidsai/branch-25.08
GPUtester Jul 22, 2025
8e86bbe
Merge pull request #1151 from rapidsai/branch-25.08
GPUtester Jul 22, 2025
bd31483
Merge pull request #1152 from rapidsai/branch-25.08
GPUtester Jul 22, 2025
03d5528
Merge pull request #1153 from rapidsai/branch-25.08
GPUtester Jul 22, 2025
b822574
Merge pull request #1154 from rapidsai/branch-25.08
GPUtester Jul 23, 2025
612ddf7
Merge pull request #1165 from rapidsai/branch-25.08
GPUtester Jul 23, 2025
cd08e58
Merge pull request #1167 from rapidsai/branch-25.08
GPUtester Jul 23, 2025
4d8fb6c
Merge pull request #1168 from rapidsai/branch-25.08
GPUtester Jul 23, 2025
5b8f469
Merge pull request #1170 from rapidsai/branch-25.08
GPUtester Jul 23, 2025
1aa1fd6
Merge pull request #1172 from rapidsai/branch-25.08
GPUtester Jul 24, 2025
740fc77
Merge pull request #1173 from rapidsai/branch-25.08
GPUtester Jul 24, 2025
0919351
Allow latest OS in devcontainers (#1169)
bdice Jul 24, 2025
9e697c8
Merge pull request #1178 from rapidsai/branch-25.08
GPUtester Jul 25, 2025
b028773
Merge pull request #1179 from rapidsai/branch-25.08
GPUtester Jul 25, 2025
f863d93
Merge pull request #1181 from rapidsai/branch-25.08
GPUtester Jul 25, 2025
42068e5
Use GCC 14 in conda builds. (#1030)
vyasr Jul 25, 2025
268263f
Merge pull request #1183 from rapidsai/branch-25.08
GPUtester Jul 25, 2025
63dad1f
Merge pull request #1186 from rapidsai/branch-25.08
GPUtester Jul 26, 2025
5bd425d
Update build infra to support new branching strategy (#1143)
robertmaynard Jul 28, 2025
cb8c458
Merge pull request #1192 from rapidsai/branch-25.08
GPUtester Jul 29, 2025
265a281
Merge pull request #1194 from rapidsai/branch-25.08
GPUtester Jul 29, 2025
7661a71
Merge pull request #1196 from rapidsai/branch-25.08
GPUtester Jul 30, 2025
4f79106
[Feat] Add Dockerfile for reproducible installation (#1195)
rhdong Jul 30, 2025
3514696
Merge pull request #1198 from rapidsai/branch-25.08
GPUtester Jul 30, 2025
7ecac66
cuvs RAPIDS dependency now use the new rapids-cmake branch info (#1189)
robertmaynard Jul 30, 2025
b8cc5bd
Merge pull request #1199 from rapidsai/branch-25.08
GPUtester Jul 30, 2025
d6488ed
Merge pull request #1202 from rapidsai/branch-25.08
GPUtester Jul 30, 2025
02d8346
Spectral Embedding precomputed graph api (#1197)
aamijar Jul 31, 2025
99a6b75
Add error handling for CPU-only bench (#1203)
lowener Jul 31, 2025
d29a06a
Fix single GPU sharded search merge (#1094)
viclafargue Jul 31, 2025
60e8af2
Remove unused templated instances (#1204)
vinaydes Jul 31, 2025
81e22d3
[Java][Fix] Multithreaded querying fails without synchronization (#1082)
chatman Aug 1, 2025
53d4839
Improve Vamana index build performance and recall (#1032)
bkarsin Aug 4, 2025
0a6d5b7
ci(labeler): update labeler action to @v5 (#1210)
gforsyth Aug 4, 2025
ad4dba2
Update rapids-build-backend to 0.4.1 (#1214)
KyleFromNVIDIA Aug 5, 2025
c22b777
[Java] Add decorator for synchronized CuVSResource access (#1209)
ldematte Aug 5, 2025
6e734d5
Add NN.extend and kmeans to Python doc (#1217)
lowener Aug 5, 2025
46760d4
Merge pull request #1222 from rapidsai/branch-25.08
GPUtester Aug 6, 2025
222362f
Processing mutual reachability dist in connect_knn_graph for host dat…
jinsolp Aug 6, 2025
1b29b04
Update another instance of rapids-build-backend (#1225)
KyleFromNVIDIA Aug 6, 2025
2cdb85d
Updates needed when building with CUDA 13 (#1219)
robertmaynard Aug 7, 2025
3cd48dc
Fix missing sync_stream in ScaNN build (#1224)
rmaschal Aug 7, 2025
e2ec0c8
Update rapids_config to handle user defined branch name (#1227)
robertmaynard Aug 7, 2025
afc24ee
Make duplicate removal in all neighbors robust to distance drift acro…
jinsolp Aug 8, 2025
5e3a5a6
[Java] Exception-safe RMM Allocations (#1215)
mythrocks Aug 8, 2025
6947ac4
Drop log level for CAGRA trace messages (#1229)
mythrocks Aug 8, 2025
811bc00
Reduce noise in Java tests (#1226)
mythrocks Aug 11, 2025
aff1e3b
Use rapids_cuda_enable_fatbin_compression (#1239)
robertmaynard Aug 12, 2025
34032a8
[Java] Add CAGRA index graph accessor/build from graph (host memory) …
ldematte Aug 12, 2025
690610c
Pin Latest Faiss Version (#1247)
tarang-jain Aug 13, 2025
378440e
[Improvement] Replace Calls to thrust::transform with raft::linalg (#…
tarang-jain Aug 13, 2025
e3a6126
Improve NN Descent documentation (#1246)
jinsolp Aug 14, 2025
279afdb
[REVIEW][Java] Rename destroyIndex() to close(), extend AutoCloseable…
ldematte Aug 14, 2025
699d32c
Merge support for tiered index (#1155)
benfred Aug 14, 2025
77d6b6e
Run `cargo fmt` in the pre-commit hooks (#1255)
benfred Aug 15, 2025
2dcf6d8
Removing deprecated batching code specific to NN Descent (#1249)
jinsolp Aug 18, 2025
2922045
Mutual Reachability in all-neighbors API (#1016)
jinsolp Aug 18, 2025
e0d4133
[REVIEW] Add a public API for CAGRA graph optimize (#1260)
abc99lr Aug 19, 2025
d0a83d4
Use build cluster in devcontainers (#1240)
trxcllnt Aug 19, 2025
989c994
[Java]Binary and scalar quantization (#1104)
punAhuja Aug 22, 2025
3f95336
Add rust bindings for kmeans (#1266)
benfred Aug 22, 2025
8a1f2f6
Revert "[Java]Binary and scalar quantization (#1104)" (#1274)
mythrocks Aug 22, 2025
50ed710
[Java] CuVSMatrix for device memory (#1232)
ldematte Aug 22, 2025
0b1b1ec
Fix balanced kmeans API (#1268)
enp1s0 Aug 25, 2025
7367263
Update rapids-dependency-file-generator (#1285)
KyleFromNVIDIA Aug 26, 2025
6e0f859
[Java][C] Expose GPUInfo (#1267)
ldematte Aug 27, 2025
4f710ec
Removing filter templates in ivfpq for binary size reduction (#1211)
jinsolp Aug 27, 2025
e3a2d0c
Port `raft::neighbors::epsilon_neighborhood` to cuvs (#1294)
aamijar Aug 28, 2025
e02b7d1
[BUG] NEIGHBORS_ALL_NEIGHBORS_TEST build ignores --no-mg (#1230)
enp1s0 Aug 28, 2025
55985fe
Build and test with CUDA 13.0.0 (#1273)
jameslamb Aug 29, 2025
6254dd9
MG C API (#1160)
viclafargue Sep 2, 2025
3ca1ed9
Fix redundant memset (#1305)
vinaydes Sep 2, 2025
1f482ca
Expose pq-centers to C and Python (#1303)
benfred Sep 3, 2025
d24564a
Add note about Linux-only support for cuVS pre-compiled packages (#1306)
stic Sep 5, 2025
2c0e124
Use branch-25.10 again (#1319)
jameslamb Sep 5, 2025
03d62f6
ScaNN: Overlapped gather for AVQ (#1286)
rmaschal Sep 10, 2025
21357fe
update dependencies: use cuda-toolkit wheels (#1326)
jameslamb Sep 10, 2025
60244ca
[REVIEW] [Java] Option to build fat-jars with native dependencies inc…
mythrocks Sep 10, 2025
792730c
[Java] Add reason(s) to UnsupportedProvider/UnsupportedOperationExcep…
ldematte Sep 11, 2025
607e9eb
[Java] Make `cudaGetDeviceProperties` compatible with CUDA 12 and 13 …
ldematte Sep 11, 2025
e292a09
[Java] Add `libcuvs` <-> cuvs-java version check (#1327)
ldematte Sep 14, 2025
757b02a
[Review][Java] Add detailed error message for `libcuvs` load failure …
ldematte Sep 15, 2025
703a102
Fix pq_compressed file created by SSD Vamana build (#1313)
bkarsin Sep 16, 2025
07e422b
Documentation Fixes (#1301)
benfred Sep 16, 2025
9667a57
Remove UCX-Py/UCXX from release script (#1331)
pentschev Sep 16, 2025
439620a
Fix inadvertent uses of copy constructor in mdarrays across cuVS (#1330)
achirkin Sep 16, 2025
890929e
Fix debug build (#1258)
lowener Sep 16, 2025
bcf9025
CAGRA Build + DiskANN Search cuvs-bench Wrapper (#899)
tarang-jain Sep 16, 2025
587f975
Docs for spectral embedding (#1299)
aamijar Sep 17, 2025
659b664
Add cagra.extend bindings for python (#1324)
benfred Sep 17, 2025
b3a4fd8
Use int64_t for getters in the cagra/ivf_flat c-api (#1272)
benfred Sep 17, 2025
d5edf12
[Java] Uniform toHost/toDevice to work across all CuVSMatrix classes …
ldematte Sep 17, 2025
5492a06
Refactor CMakeLists to support static only builds of libcuvs (#1317)
robertmaynard Sep 17, 2025
f33de2a
All neighbors C and Python bindings (#1282)
viclafargue Sep 18, 2025
be6024d
Improve performance of assigning clusters in batched all_neighbors (#…
jinsolp Sep 18, 2025
cb2fafd
Update SNMG ANN API testing (#1023)
viclafargue Sep 19, 2025
d02e0fc
MG Python API (#1307)
viclafargue Sep 19, 2025
8fc4a2a
Configure repo for automatic release notes generation (#1334)
AyodeAwe Sep 22, 2025
b431fda
Empty commit to trigger a build (#1363)
msarahan Sep 23, 2025
b6a09dd
use CUDA 13.0.1 CI images (#1353)
jameslamb Sep 24, 2025
0317f1e
[Review][Java] Refactor: extract interface from CuVSMatrixBaseImpl (#…
ldematte Sep 24, 2025
12ebfa1
Fix k-means++ root rank race condition (#1359)
csadorf Sep 25, 2025
c55cfd7
[Java] Adding tests to use CuVSDeviceMatrix (device memory) directly …
ldematte Sep 25, 2025
c07ab70
[Java] Buffered device matrix builder (#1332)
ldematte Sep 25, 2025
e32b14d
[DOCS] Update IVF Docs with Supported Distance Metrics (#1365)
tarang-jain Sep 25, 2025
ee1ad84
Regroup overloads in docs (#1377)
lowener Sep 26, 2025
f328ff1
[Review][Java] Expand `CagraIndex#search` to accept more types (int8 …
ldematte Sep 26, 2025
90c812d
Update `cpp/cmake/config.json` for `ConfigureTest()` (#1385)
KyleFromNVIDIA Sep 26, 2025
172c023
Vamana C / Python API (#1112)
tarang-jain Sep 27, 2025
91d72b1
[Java] Support row strides in CuVSMatrix (#1345)
ldematte Sep 27, 2025
fdb8bfb
Treat warnings as errors in doc builds + MG ANNs Python API doc updat…
viclafargue Sep 29, 2025
668e1b5
Add Vamana C rst Docs to toctree (#1399)
tarang-jain Sep 30, 2025
815d86d
Patch FAISS for missing Thrust includes (#1398)
bdice Sep 30, 2025
b9a8f80
Update Changelog [skip ci]
AyodeAwe Oct 8, 2025
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34 changes: 32 additions & 2 deletions .devcontainer/Dockerfile
Original file line number Diff line number Diff line change
Expand Up @@ -21,6 +21,8 @@ ENV DEFAULT_CONDA_ENV=rapids

FROM ${PYTHON_PACKAGE_MANAGER}-base

ARG TARGETARCH

ARG CUDA
ENV CUDAARCHS="RAPIDS"
ENV CUDA_VERSION="${CUDA_VERSION:-${CUDA}}"
Expand All @@ -32,7 +34,35 @@ ENV PYTHONSAFEPATH="1"
ENV PYTHONUNBUFFERED="1"
ENV PYTHONDONTWRITEBYTECODE="1"

ENV HISTFILE="/home/coder/.cache/._bash_history"

###
# sccache configuration
###
ENV AWS_ROLE_ARN="arn:aws:iam::279114543810:role/nv-gha-token-sccache-devs"
ENV SCCACHE_REGION="us-east-2"
ENV SCCACHE_BUCKET="rapids-sccache-devs"
ENV VAULT_HOST="https://vault.ops.k8s.rapids.ai"
ENV HISTFILE="/home/coder/.cache/._bash_history"
# 2hr (1 minute longer than sccache-dist request timeout)
ENV SCCACHE_IDLE_TIMEOUT=7200

###
# sccache-dist configuration
###
# Enable sccache-dist by default
ENV DEVCONTAINER_UTILS_ENABLE_SCCACHE_DIST=1
# Compile locally if max retries exceeded
ENV SCCACHE_DIST_FALLBACK_TO_LOCAL_COMPILE=true
# Retry transient errors 4 times (for a total of 5 attempts)
ENV SCCACHE_DIST_MAX_RETRIES=4
ENV SCCACHE_DIST_CONNECT_TIMEOUT=30
ENV SCCACHE_DIST_CONNECTION_POOL=false
# 1hr 59min (to accommodate debug builds)
ENV SCCACHE_DIST_REQUEST_TIMEOUT=7140
ENV SCCACHE_DIST_KEEPALIVE_ENABLED=true
ENV SCCACHE_DIST_KEEPALIVE_INTERVAL=20
ENV SCCACHE_DIST_KEEPALIVE_TIMEOUT=600
ENV SCCACHE_DIST_URL="https://${TARGETARCH}.linux.sccache.rapids.nvidia.com"

# Build as much in parallel as possible
ENV INFER_NUM_DEVICE_ARCHITECTURES=1
ENV MAX_DEVICE_OBJ_TO_COMPILE_IN_PARALLEL=20
8 changes: 5 additions & 3 deletions .devcontainer/cuda12.9-conda/devcontainer.json
Original file line number Diff line number Diff line change
Expand Up @@ -5,17 +5,19 @@
"args": {
"CUDA": "12.9",
"PYTHON_PACKAGE_MANAGER": "conda",
"BASE": "rapidsai/devcontainers:25.08-cpp-mambaforge-ubuntu22.04"
"BASE": "rapidsai/devcontainers:25.10-cpp-mambaforge"
}
},
"runArgs": [
"--rm",
"--name",
"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.08-cuda12.9-conda"
"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.10-cuda12.9-conda",
"--ulimit",
"nofile=500000"
],
"hostRequirements": {"gpu": "optional"},
"features": {
"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.8": {}
"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.10": {}
},
"overrideFeatureInstallOrder": [
"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils"
Expand Down
10 changes: 6 additions & 4 deletions .devcontainer/cuda12.9-pip/devcontainer.json
Original file line number Diff line number Diff line change
Expand Up @@ -5,24 +5,26 @@
"args": {
"CUDA": "12.9",
"PYTHON_PACKAGE_MANAGER": "pip",
"BASE": "rapidsai/devcontainers:25.08-cpp-cuda12.9-ucx1.18.0-openmpi-ubuntu22.04"
"BASE": "rapidsai/devcontainers:25.10-cpp-cuda12.9-ucx1.19.0-openmpi5.0.7"
}
},
"runArgs": [
"--rm",
"--name",
"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.08-cuda12.9-pip"
"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.10-cuda12.9-pip",
"--ulimit",
"nofile=500000"
],
"hostRequirements": {"gpu": "optional"},
"features": {
"ghcr.io/rapidsai/devcontainers/features/cuda:25.8": {
"ghcr.io/rapidsai/devcontainers/features/cuda:25.10": {
"version": "12.9",
"installcuBLAS": true,
"installcuSOLVER": true,
"installcuRAND": true,
"installcuSPARSE": true
},
"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.8": {}
"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.10": {}
},
"overrideFeatureInstallOrder": [
"ghcr.io/rapidsai/devcontainers/features/ucx",
Expand Down
44 changes: 44 additions & 0 deletions .devcontainer/cuda13.0-conda/devcontainer.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,44 @@
{
"build": {
"context": "${localWorkspaceFolder}/.devcontainer",
"dockerfile": "${localWorkspaceFolder}/.devcontainer/Dockerfile",
"args": {
"CUDA": "13.0",
"PYTHON_PACKAGE_MANAGER": "conda",
"BASE": "rapidsai/devcontainers:25.10-cpp-mambaforge"
}
},
"runArgs": [
"--rm",
"--name",
"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.10-cuda13.0-conda",
"--ulimit",
"nofile=500000"
],
"hostRequirements": {"gpu": "optional"},
"features": {
"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.10": {}
},
"overrideFeatureInstallOrder": [
"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils"
],
"initializeCommand": ["/bin/bash", "-c", "mkdir -m 0755 -p ${localWorkspaceFolder}/../.{aws,cache,config,conda/pkgs,conda/${localWorkspaceFolderBasename}-cuda13.0-envs}"],
"postAttachCommand": ["/bin/bash", "-c", "if [ ${CODESPACES:-false} = 'true' ]; then . devcontainer-utils-post-attach-command; . rapids-post-attach-command; fi"],
"workspaceFolder": "/home/coder",
"workspaceMount": "source=${localWorkspaceFolder},target=/home/coder/cuvs,type=bind,consistency=consistent",
"mounts": [
"source=${localWorkspaceFolder}/../.aws,target=/home/coder/.aws,type=bind,consistency=consistent",
"source=${localWorkspaceFolder}/../.cache,target=/home/coder/.cache,type=bind,consistency=consistent",
"source=${localWorkspaceFolder}/../.config,target=/home/coder/.config,type=bind,consistency=consistent",
"source=${localWorkspaceFolder}/../.conda/pkgs,target=/home/coder/.conda/pkgs,type=bind,consistency=consistent",
"source=${localWorkspaceFolder}/../.conda/${localWorkspaceFolderBasename}-cuda13.0-envs,target=/home/coder/.conda/envs,type=bind,consistency=consistent"
],
"customizations": {
"vscode": {
"extensions": [
"ms-python.flake8",
"nvidia.nsight-vscode-edition"
]
}
}
}
52 changes: 52 additions & 0 deletions .devcontainer/cuda13.0-pip/devcontainer.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,52 @@
{
"build": {
"context": "${localWorkspaceFolder}/.devcontainer",
"dockerfile": "${localWorkspaceFolder}/.devcontainer/Dockerfile",
"args": {
"CUDA": "13.0",
"PYTHON_PACKAGE_MANAGER": "pip",
"BASE": "rapidsai/devcontainers:25.10-cpp-cuda13.0-ucx1.19.0-openmpi5.0.7"
}
},
"runArgs": [
"--rm",
"--name",
"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.10-cuda13.0-pip",
"--ulimit",
"nofile=500000"
],
"hostRequirements": {"gpu": "optional"},
"features": {
"ghcr.io/rapidsai/devcontainers/features/cuda:25.10": {
"version": "13.0",
"installcuBLAS": true,
"installcuSOLVER": true,
"installcuRAND": true,
"installcuSPARSE": true
},
"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.10": {}
},
"overrideFeatureInstallOrder": [
"ghcr.io/rapidsai/devcontainers/features/ucx",
"ghcr.io/rapidsai/devcontainers/features/cuda",
"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils"
],
"initializeCommand": ["/bin/bash", "-c", "mkdir -m 0755 -p ${localWorkspaceFolder}/../.{aws,cache,config/pip,local/share/${localWorkspaceFolderBasename}-cuda13.0-venvs}"],
"postAttachCommand": ["/bin/bash", "-c", "if [ ${CODESPACES:-false} = 'true' ]; then . devcontainer-utils-post-attach-command; . rapids-post-attach-command; fi"],
"workspaceFolder": "/home/coder",
"workspaceMount": "source=${localWorkspaceFolder},target=/home/coder/cuvs,type=bind,consistency=consistent",
"mounts": [
"source=${localWorkspaceFolder}/../.aws,target=/home/coder/.aws,type=bind,consistency=consistent",
"source=${localWorkspaceFolder}/../.cache,target=/home/coder/.cache,type=bind,consistency=consistent",
"source=${localWorkspaceFolder}/../.config,target=/home/coder/.config,type=bind,consistency=consistent",
"source=${localWorkspaceFolder}/../.local/share/${localWorkspaceFolderBasename}-cuda13.0-venvs,target=/home/coder/.local/share/venvs,type=bind,consistency=consistent"
],
"customizations": {
"vscode": {
"extensions": [
"ms-python.flake8",
"nvidia.nsight-vscode-edition"
]
}
}
}
21 changes: 13 additions & 8 deletions .github/labeler.yml
Original file line number Diff line number Diff line change
Expand Up @@ -3,14 +3,19 @@
# Labels culled from https://github.com/rapidsai/raft/labels

python:
- 'python/**'

- changed-files:
any-glob-to-any-file:
- 'python/**'
cpp:
- 'cpp/**'

- changed-files:
any-glob-to-any-file:
- 'cpp/**'
CMake:
- '**/CMakeLists.txt'
- '**/cmake/**'

- changed-files:
any-glob-to-any-file:
- '**/CMakeLists.txt'
- '**/cmake/**'
ci:
- 'ci/**'
- changed-files:
any-glob-to-any-file:
- 'ci/**'
27 changes: 27 additions & 0 deletions .github/release.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,27 @@
# GitHub Auto-Generated Release Notes Configuration for RAPIDS
# This file configures how GitHub automatically generates release notes

changelog:
exclude:
labels:
- ignore-for-release
- dependencies
authors:
- rapids-bot[bot]
- dependabot[bot]
categories:
- title: 🚨 Breaking Changes
labels:
- breaking
- title: 🐛 Bug Fixes
labels:
- bug
- title: 📖 Documentation
labels:
- doc
- title: 🚀 New Features
labels:
- feature request
- title: 🛠️ Improvements
labels:
- improvement
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