diff --git a/config/default.py b/config/default.py
index aa749ba2..e0085ed4 100644
--- a/config/default.py
+++ b/config/default.py
@@ -23,6 +23,8 @@ def default_config():
   config.use_in_dataset_field = True
 
   # Training configs
+  config.train_steps = 0  # 0 means run forever.
+  config.seed = 0
   config.optimizer = 'adam'  # sgd, adam
   config.learning_rate = 0.03
   config.grad_clip_value: float = 0.0  # 0 means no clipping.
@@ -48,6 +50,11 @@ def default_config():
   config.compressive_max_skip = 10
   config.compressive_mask_maker = 'default'
 
+  # GGNN Configs
+  config.ggnn_use_exit_node_embedding = False
+  config.ggnn_use_fixed_num_layers = True
+  config.ggnn_layers = 3
+
   # Dataset filtering and configs
   config.epochs: Optional[int] = 0
   config.batch_size: int = 128
diff --git a/core/data/codenet_paths.py b/core/data/codenet_paths.py
index bea9da88..a6b39c0e 100644
--- a/core/data/codenet_paths.py
+++ b/core/data/codenet_paths.py
@@ -5,25 +5,28 @@
 import time
 
 DEFAULT_CONFIG_PATH = 'config/default.py'
-DEFAULT_DATASET_PATH = 'datasets/codenet/2021-12-06-f=0.01'
-TEST_DATASET_PATH = 'datasets/codenet/2021-12-22-f=0.01'
+DEFAULT_DATASET_PATH = 'datasets/codenet/2021-12-09-f=0.01'
+TEST_DATASET_PATH = 'datasets/codenet/2021-12-29-f=0.01'
 DEFAULT_TOKENIZER_PATH = 'out/tokenizers/train-1000000.json'
 DOCSTRING_TOKENIZER_PATH = 'out/tokenizers/train-docstrings-1000000.json'
 DEFAULT_SPLITS_PATH = 'out/splits/default.json'
 DEFAULT_EXPERIMENTS_DIR = 'out/experiments'
 EXPERIMENT_ID_PATH = 'out/experiment_id.txt'
 
-FULL_DATASET_PATH = '/mnt/runtime-error-problems-experiments/datasets/project-codenet/2021-12-22-nodoc'
-FULL_DATASET_PATH_WITH_DOCSTRINGS = '/mnt/runtime-error-problems-experiments/datasets/project-codenet/2021-12-22'
-SMALL_DATASET_PATH = '/mnt/runtime-error-problems-experiments/datasets/project-codenet/2021-12-23-nodoc-f=0.1'
-SMALL_DATASET_PATH_WITH_DOCSTRINGS = '/mnt/runtime-error-problems-experiments/datasets/project-codenet/2021-12-23-f=0.1'
+FULL_DATASET_PATH = '/mnt/runtime-error-problems-experiments/datasets/project-codenet/2021-12-29-nodoc'
+FULL_DATASET_PATH_WITH_DOCSTRINGS = '/mnt/runtime-error-problems-experiments/datasets/project-codenet/2021-12-29'
+SMALL_DATASET_PATH = '/mnt/runtime-error-problems-experiments/datasets/project-codenet/2021-12-29-nodoc-f=0.1'
+SMALL_DATASET_PATH_WITH_DOCSTRINGS = '/mnt/runtime-error-problems-experiments/datasets/project-codenet/2021-12-29-f=0.1'
 # Raw control_flow_programs data pattern:
 DEFAULT_CFP_DATA_PATTERN = '/mnt/runtime-error-problems-experiments/datasets/control_flow_programs/decimal-large-state-L10/0.0.48/control_flow_programs-train.tfrecord-*'
 # Processed control_flow_programs dataset path:
 DEFAULT_CFP_DATASET_PATH = '/mnt/runtime-error-problems-experiments/datasets/control_flow_programs/processed/decimal-large-state-L10/0.0.48-002/'
 
-RAW_CFP_RAISE_DATA_PATH = '/mnt/runtime-error-problems-experiments/datasets/control_flow_programs_raise/decimal-large-state-L30/2021-10-19-001/synthetic-20211018-001.tfrecord'
-DEFAULT_CFP_RAISE_DATASET_PATH = '/mnt/runtime-error-problems-experiments/datasets/control_flow_programs_raise/processed/decimal-large-state-L30/2021-10-19-001/'
+RAW_CFP_RAISE_DATA_PATH = '/mnt/error-prediction-synthetic-data/synthetic-2021-12-29-001.tfrecord'
+DEFAULT_CFP_RAISE_DATASET_PATH = '/mnt/error-prediction-synthetic-data/synthetic-2021-12-29-001/'
+# RAW_CFP_SYNTH_FULL_DATASET_PATH = '/mnt/error-prediction-synthetic-data/synthetic-2021-11-19-001/errors-only'
+# RAW_CFP_SYNTH_FULL_DATASET_PATH = '/mnt/error-prediction-synthetic-data/synthetic-2022-01-01-002/errors-only'
+
 
 DATA_ROOT = '/mnt/disks/project-codenet-data/Project_CodeNet/'
 OUT_ROOT = '/mnt/disks/project-codenet-data/out/'
@@ -60,6 +63,10 @@
   DATA_ROOT = '/mnt/project-codenet-storage/Project_CodeNet/'
   EVALS_ROOT = '/mnt/project-codenet-storage/out/evals'
   OUT_ROOT = '/mnt/project-codenet-storage/out'
+elif HOSTNAME== 'Rishabs-MacBook-Air.local':
+  RAW_CFP_RAISE_DATA_PATH = 'tmp.tfrecord'
+  DEFAULT_CFP_RAISE_DATASET_PATH = './tmp/'
+  PERSONAL_ACCESS_TOKEN_PATH = '/Users/rishabgoel/Documents/pt.txt'
 
 # On TPUs, this we mount the GCS bucket "runtime-error-problems-experiments"
 # at /mnt/runtime-error-problems-experiments.
diff --git a/core/data/data_io.py b/core/data/data_io.py
index 7af32715..3c279bb5 100644
--- a/core/data/data_io.py
+++ b/core/data/data_io.py
@@ -46,7 +46,7 @@ def to_tf_example(problem):
       'in_dataset': _int64_feature([problem.in_dataset]),
       'num_tokens': _int64_feature([len(problem.tokens)]),
       'num_nodes': _int64_feature([len(problem.true_branch_nodes)]),
-      'num_edges': _int64_feature([len(problem.edge_sources)]),
+      'num_edges': _int64_feature([problem.num_edges]),
   }))
 
 
@@ -88,6 +88,7 @@ def decode_fn(record_bytes, include_strings=False):
       example['post_domination_matrix'],
       example['post_domination_matrix_shape']
   )
+  example['edge_sources_shape'] = tf.shape(example['edge_sources'])
   return example
 
 
@@ -95,9 +96,10 @@ def get_fake_input(batch_size, max_tokens, max_num_nodes, max_num_edges):
   return {
       'tokens': jnp.ones((batch_size, max_tokens), dtype=jnp.int32),
       'docstring_tokens': jnp.ones((batch_size, max_tokens), dtype=jnp.int32),
-      'edge_sources': jnp.zeros((batch_size, max_num_edges), dtype=jnp.int32),
-      'edge_dests': jnp.ones((batch_size, max_num_edges), dtype=jnp.int32),
-      'edge_types': jnp.zeros((batch_size, max_num_edges), dtype=jnp.int32),
+      'edge_sources': jnp.zeros((batch_size, 2 * max_num_edges + 4), dtype=jnp.int32),
+      'edge_dests': jnp.ones((batch_size, 2 * max_num_edges + 4), dtype=jnp.int32),
+      'edge_types': jnp.zeros((batch_size, 2 * max_num_edges + 4), dtype=jnp.int32),
+      'edge_sources_shape': jnp.full((batch_size, 1), 2 * max_num_edges + 4, dtype=jnp.int32),
       'node_token_span_starts': jnp.zeros((batch_size, max_num_nodes), dtype=jnp.int32),
       'node_token_span_ends': jnp.ones((batch_size, max_num_nodes), dtype=jnp.int32),
       'true_branch_nodes': jnp.ones((batch_size, max_num_nodes), dtype=jnp.int32),
@@ -132,9 +134,10 @@ def get_padded_shapes(max_tokens, max_num_nodes, max_num_edges, include_strings=
   shapes = {
       'tokens': [max_tokens],
       'docstring_tokens': [max_tokens],
-      'edge_sources': [max_num_edges],
-      'edge_dests': [max_num_edges],
-      'edge_types': [max_num_edges],
+      'edge_sources': [2 * max_num_edges + 6],
+      'edge_dests': [2 * max_num_edges + 6],
+      'edge_types': [2 * max_num_edges + 6],
+      'edge_sources_shape': [1],  # Added in trainer.py.
       'node_token_span_starts': [max_num_nodes],
       'node_token_span_ends': [max_num_nodes],
       'token_node_indexes': [max_tokens],
@@ -243,6 +246,9 @@ def load_dataset(dataset_path=codenet_paths.DEFAULT_DATASET_PATH, split='train',
         for i in split_ranges[split]
     ]
     return load_tfrecords_dataset(tfrecord_paths, include_strings=include_strings)
+  elif 'errors-only' in dataset_path or 'errors-L2E' in dataset_path:
+    tfrecord_path = codenet_paths.make_tfrecord_path(dataset_path, split)
+    return load_tfrecord_dataset(tfrecord_path, include_strings=include_strings)
   else:
     tfrecord_path = codenet_paths.make_tfrecord_path(dataset_path, split)
     return load_tfrecord_dataset(tfrecord_path, include_strings=include_strings)
diff --git a/core/data/generation/constants.py b/core/data/generation/constants.py
new file mode 100644
index 00000000..76b875cc
--- /dev/null
+++ b/core/data/generation/constants.py
@@ -0,0 +1 @@
+INDENT_STRING = '  '
\ No newline at end of file
diff --git a/core/data/generation/generate.py b/core/data/generation/generate.py
new file mode 100644
index 00000000..fb40131b
--- /dev/null
+++ b/core/data/generation/generate.py
@@ -0,0 +1,210 @@
+"""Generates Control Flow Programs.
+
+This file was introduced as part of the Exception IPA-GNN effort, for generating
+a new dataset suitable for testing the vanilla IPA-GNN and Exception IPA-GNN.
+"""
+
+import collections
+import dataclasses
+import os
+import random
+from typing import Optional, Sequence, Text, Tuple
+
+from absl import app
+from python_graphs import control_flow
+import tensorflow as tf
+import tqdm
+
+from core.data import codenet_paths
+from core.data import process
+from core.data.generation import program_generator
+from core.data.generation import python_interpreter
+
+TFRECORD_PATH = codenet_paths.RAW_CFP_RAISE_DATA_PATH
+TFRECORD_PATH = 'tmp-002.tfrecord'
+ASSERTION_ERROR_PROB = 0.5
+ADD_ASSERTION_ERRO = True
+
+DEFAULT_OPS = ("+=", "-=", "*=")
+
+
+@dataclasses.dataclass
+class ArithmeticIfRepeatsConfig:
+  """Config for ArithmeticIfRepeats ProgramGenerator.
+
+  Attributes:
+    base: The base to represent the integers in.
+    length: The number of statements in the generated programs.
+    num_digits: The number of digits in the values used by the programs.
+    max_repeat_statements: The maximum number of repeat statements allowed in
+      a program.
+    max_repetitions: The maximum number of repetitions a repeat statement may
+      specify.
+    repeat_probability: The probability that a given statement is a repeat
+      statement, provided a repeat statement is possible at that location.
+    max_if_statements: The maximum number of if statements allowed in a program.
+    if_probability: The probability that a given statement is an if statement,
+      provided an if statement is possible at that location.
+    ifelse_probability: The probability that a given statement is an if-else
+      statement, provided an if statement is possible at that location.
+    max_nesting: The maximum depth of nesting permitted, or None if no limit.
+    max_block_size: The maximum number of statements permitted in a block.
+    ops: The ops allowed in the generated programs.
+    encoder_name: The encoder name to use to encode the generated programs.
+    mod: The value (if any) to mod the intermediate values of the program by
+      after each step of execution.
+    output_mod: The value (if any) to mod the final values of the program by.
+  """
+  base: int
+  length: int
+  num_digits: int = 1
+  max_repeat_statements: Optional[int] = 2
+  max_repetitions: int = 9
+  repeat_probability: float = 0.1
+  max_if_statements: Optional[int] = 2
+  if_probability: float = 0.2
+  ifelse_probability: float = 0.2
+  max_nesting: Optional[int] = None
+  max_block_size: Optional[int] = 9
+  ops: Tuple[Text, ...] = DEFAULT_OPS
+  encoder_name: Text = "simple"
+  mod: Optional[int] = 10
+  output_mod: Optional[int] = None
+
+
+
+def int64_feature(value):
+  """Constructs a tf.train.Feature for the given int64 value list."""
+  return tf.train.Feature(int64_list=tf.train.Int64List(value=value))
+
+
+def bytes_feature(values):
+  """Constructs a tf.train.Feature for the given str value list."""
+  values = [v.encode('utf-8') for v in values]
+  return tf.train.Feature(bytes_list=tf.train.BytesList(value=values))
+
+
+def to_tf_example(source, target, steps):
+  """Constructs a tf.train.Example for the source code."""
+  return tf.train.Example(features=tf.train.Features(feature={
+      'source': bytes_feature([source]),
+      'target': bytes_feature([target]),
+      'steps': int64_feature([steps]),
+  }))
+
+
+def decode_fn(record_bytes):
+  features = {
+      'source': tf.io.FixedLenFeature([1], dtype=tf.string),
+      'target': tf.io.FixedLenFeature([1], dtype=tf.string),
+      'steps': tf.io.FixedLenFeature([1], dtype=tf.int64),
+  }
+  return tf.io.parse_single_example(record_bytes, features)
+
+
+def load_dataset(tfrecord_paths):
+  return tf.data.TFRecordDataset(
+      tfrecord_paths,
+      compression_type=None, buffer_size=None, num_parallel_reads=32
+  ).map(decode_fn)
+
+
+def read():
+  for example in load_dataset([TFRECORD_PATH]):
+    source = example['source'].numpy()[0].decode('utf-8')
+    target = example['target'].numpy()[0].decode('utf-8')
+    print(source)
+    print('---')
+    # if 'raise' in source:
+    #   print(target)
+
+
+def generate_example_from_python_source(executor, base, python_source, mod, output_mod):
+  """Generates an example dict from the given statements."""
+  cfg = control_flow.get_control_flow_graph(python_source)
+  python_source_lines = python_source.strip().split("\n")
+
+  values = {"v0": 1}  # Assume v0 starts at 1.
+  try:
+    values = python_interpreter.evaluate_cfg(
+        executor, cfg, mod=mod,
+        initial_values=values,
+        timeout=200)
+    error_type = "NoError"
+  except Exception as e:  # pylint: disable=broad-except
+    error_type = type(e).__name__
+  target_output = values["v0"]
+
+  if output_mod is not None:
+    try:
+      target_output %= output_mod
+    except TypeError:
+      target_output = 1
+
+  return {
+      'human_readable_target_output': str(target_output),
+      'error_type': error_type
+  }
+
+
+def add_assert_error(source, example):
+  if example['error_type'] == 'RuntimeError':
+    return source, example
+  is_error = random.choices([0,1], [1-ASSERTION_ERROR_PROB, ASSERTION_ERROR_PROB])[0]
+  add_val = random.randint(1,10)
+  current_val = int(example['human_readable_target_output'])
+  if is_error:
+    source = f"{source}\nassert v0=={abs(current_val+add_val)%1000}"
+    example['error_type'] = "AssertionError"
+  else:
+    source = f"{source}\nassert v0=={current_val}"
+  return source, example
+
+
+def main(argv: Sequence[str]) -> None:
+  del argv  # Unused.
+
+  # if os.path.exists(TFRECORD_PATH):
+  #   return read()
+  # os.makedirs(TFRECORD_PATH, exist_ok=True)
+
+  executor = python_interpreter.ExecExecutor()
+  counts = collections.Counter()
+  program_generator_config = ArithmeticIfRepeatsConfig(
+      base=10,
+      max_if_statements=5,
+      length=30,
+  )
+  with tf.io.TFRecordWriter(TFRECORD_PATH) as file_writer:
+    for _ in tqdm.tqdm(range(5000000)):
+      source = program_generator.generate_python_source(
+          30, program_generator_config)
+      # print(source)
+      # print()
+
+      example = (
+          generate_example_from_python_source(
+              executor, program_generator_config.base, source,
+              mod=1000,
+              output_mod=1000,
+          )
+      )
+      # print(example)
+
+      source, example = add_assert_error(source, example)
+
+      target = example['human_readable_target_output']
+      error_type = example['error_type']
+      lines = source.split('\n')
+      steps = process.get_step_limit(lines)
+      counts[target] += 1
+
+      if error_type != 'NoError':
+        target = error_type
+      record_bytes = to_tf_example(source, target, steps).SerializeToString()
+      file_writer.write(record_bytes)
+  print(dict(counts))
+
+
+if __name__ == '__main__':
+  app.run(main)
diff --git a/core/data/generation/program_generator.py b/core/data/generation/program_generator.py
new file mode 100644
index 00000000..d0c129f7
--- /dev/null
+++ b/core/data/generation/program_generator.py
@@ -0,0 +1,248 @@
+"""Generating and running arithmetic programs with if and repeat statements.
+
+We use a list of statements to represent a program. Each statement is a list of
+an operator and two operands. The standard ops in a program are +, -, *,
+if-statements, and a special "repeat" op ("r") that acts as a repeat block in
+the program.
+
+The +, -, and * ops update a variable by modifying it. The first operand
+indicates which variable is being updated. The second operand indicates
+by how much to modify the variable.
+
+In the repeat op, the first operand indicates the number of repetitions and the
+second op indicates how many statements to repeat.
+"""
+
+import random
+from absl import logging  # pylint: disable=unused-import
+
+from core.data.generation import constants
+
+REPEAT_OP = "r"
+IF_OP = "i"
+ELSE_OP = "e"
+PLACEHOLDER_OP = "_"
+
+
+def generate_python_source(length, config):
+  """Generates Python code according to the config."""
+  statements, unused_hole_statement_index = _generate_statements(length, config)
+  return _to_python_source(statements, config)
+
+
+def generate_python_source_and_partial_python_source(length, config):
+  """Generates Python code according to the config."""
+  statements, hole_statement_index = _generate_statements(length, config)
+  partial_statements = statements.copy()
+  partial_statements[hole_statement_index] = _placeholder_statement()
+  return (_to_python_source(statements, config),
+          _to_python_source(partial_statements, config))
+
+
+def _placeholder_statement():
+  return (PLACEHOLDER_OP, 0, 0)
+
+
+def _generate_statements(length, config):
+  """Generates a list of statements representing a control flow program.
+
+  Args:
+    length: The number of statements to generate.
+    config: The ArithmeticRepeatsConfig specifying the properties of the program
+      to generate.
+  Returns:
+    A list of statements, each statement being a 3-tuple (op, operand, operand),
+    as well as the index of a statement to replace with a hole.
+  """
+  max_value = config.base ** config.num_digits - 1
+
+  statements = []
+  nesting_lines_remaining = []
+  nesting_instructions = []
+  num_repeats = 0
+  num_ifs = 0
+  hole_candidates = []
+  instruction = None
+  for statement_index in range(length):
+    if instruction is None:
+      current_nesting = len(nesting_lines_remaining)
+      nesting_permitted = (config.max_nesting is None
+                           or current_nesting < config.max_nesting)
+      too_many_repeats = (config.max_repeat_statements is not None
+                          and num_repeats > config.max_repeat_statements)
+      repeat_permitted = nesting_permitted and not (
+          too_many_repeats
+          or statement_index == length - 1  # Last line of program.
+          or 1 in nesting_lines_remaining  # Last line of another block.
+      )
+      too_many_ifs = (config.max_if_statements is not None
+                      and num_ifs > config.max_if_statements)
+      if_permitted = nesting_permitted and not (
+          too_many_ifs
+          or statement_index == length - 1  # Last line of program.
+          or 1 in nesting_lines_remaining  # Last line of another block.
+      )
+      ifelse_permitted = nesting_permitted and not (
+          too_many_ifs
+          or statement_index >= length - 3  # Need 4 lines for if-else.
+          or 1 in nesting_lines_remaining  # Last line of another block.
+          or 2 in nesting_lines_remaining  # 2nd-to-last line of another block.
+          or 3 in nesting_lines_remaining  # 3rd-to-last line of another block.
+      )
+      op_random = random.random()
+      is_repeat = repeat_permitted and op_random < config.repeat_probability
+      is_if = if_permitted and (
+          config.repeat_probability
+          < op_random
+          < config.repeat_probability + config.if_probability)
+      is_ifelse = ifelse_permitted and (
+          config.repeat_probability + config.if_probability
+          < op_random
+          < (config.repeat_probability
+             + config.if_probability
+             + config.ifelse_probability))
+
+      # statements_remaining_* includes current statement.
+      statements_remaining_in_program = length - statement_index
+      statements_remaining_in_block = min(
+          [statements_remaining_in_program] + nesting_lines_remaining)
+      if config.max_block_size:
+        max_block_size = min(config.max_block_size,
+                             statements_remaining_in_block)
+      else:
+        max_block_size = statements_remaining_in_block
+
+      if is_repeat:
+        num_repeats += 1
+        repetitions = random.randint(2, config.max_repetitions)
+        # num_statements includes current statement.
+        num_statements = random.randint(2, max_block_size)
+        nesting_lines_remaining.append(num_statements)
+        nesting_instructions.append(None)
+        # -1 is to not include current statement.
+        statement = (REPEAT_OP, repetitions, num_statements - 1)
+      elif is_if:
+        num_ifs += 1
+        # num_statements includes current statement.
+        num_statements = random.randint(2, max_block_size)
+        nesting_lines_remaining.append(num_statements)
+        nesting_instructions.append(None)
+        threshold = random.randint(0, max_value)  # "if v0 > {threshold}:"
+        # -1 is to not include current statement.
+        statement = (IF_OP, threshold, num_statements - 1)
+      elif is_ifelse:
+        num_ifs += 1
+        # num_statements includes current statement.
+        num_statements = random.randint(4, max_block_size)
+        # Choose a statement to be the else statement.
+        else_statement_index = random.randint(2, num_statements - 2)
+        nesting_lines_remaining.append(else_statement_index)
+        nesting_instructions.append(
+            ("else", num_statements - else_statement_index))
+        threshold = random.randint(0, max_value)  # "if v0 > {threshold}:"
+        # -1 is to not include current statement.
+        statement = (IF_OP, threshold, else_statement_index - 1)
+      else:
+        op = random.choice(config.ops)
+        variable_index = 0  # "v0"
+        operand = random.randint(0, max_value)
+        statement = (op, variable_index, operand)
+        hole_candidates.append(statement_index)
+    else:  # instruction is not None
+      if instruction[0] == "else":
+        # Insert an else block.
+        num_statements = instruction[1]
+        nesting_lines_remaining.append(num_statements)
+        nesting_instructions.append(None)
+        # -1 is to not include current statement.
+        statement = (ELSE_OP, 0, num_statements - 1)
+      else:
+        raise ValueError("Unexpected instruction", instruction)
+
+    instruction = None
+    statements.append(statement)
+
+    # Decrement nesting.
+    for nesting_index in range(len(nesting_lines_remaining)):
+      nesting_lines_remaining[nesting_index] -= 1
+    while nesting_lines_remaining and nesting_lines_remaining[-1] == 0:
+      nesting_lines_remaining.pop()
+      instruction = nesting_instructions.pop()
+    assert 0 not in nesting_lines_remaining
+
+  hole_statement_index = random.choice(hole_candidates)
+
+  return statements, hole_statement_index
+
+
+def _select_counter_variable(used_variables, config):
+  del config  # Unused.
+  num_variables = 10  # TODO(dbieber): num_variables is hardcoded.
+  max_variable = num_variables - 1
+  allowed_variables = (
+      set(range(1, max_variable + 1)) - set(used_variables))
+  return random.choice(list(allowed_variables))
+
+
+def _to_python_source(statements, config):
+  """Convert statements into Python source code.
+
+  Repeat statements are rendered as while loops with a counter variable that
+  tracks the number of iterations remaining.
+
+  Args:
+    statements: A list of statements. Each statement is a triple containing
+        (op, operand, operand).
+    config: An ArithmeticRepeatsConfig.
+  Returns:
+    Python source code representing the program.
+  """
+  lines = []
+  nesting_lines_remaining = []
+  used_variables = []
+  for statement in statements:
+    op, operand1, operand2 = statement
+    indent = constants.INDENT_STRING * len(nesting_lines_remaining)
+    if op is REPEAT_OP:
+      # num_statements doesn't include current statement.
+      repetitions, num_statements = operand1, operand2
+      variable_index = _select_counter_variable(used_variables, config)
+      line1 = f"{indent}v{variable_index} = {repetitions}"
+      line2 = f"{indent}while v{variable_index} > 0:"
+      # +1 is for current statement.
+      nesting_lines_remaining.append(num_statements + 1)
+      used_variables.append(variable_index)
+      line3_indent = constants.INDENT_STRING * len(nesting_lines_remaining)
+      line3 = f"{line3_indent}v{variable_index} -= 1"
+      lines.extend([line1, line2, line3])
+    elif op is IF_OP:
+      # num_statements doesn't include current statement.
+      threshold, num_statements = operand1, operand2
+      lines.append(f"{indent}if v0 > {threshold}:")
+      # +1 is for current statement.
+      nesting_lines_remaining.append(num_statements + 1)
+      used_variables.append(None)
+    elif op is ELSE_OP:
+      lines.append(f"{indent}else:")
+      # +1 is for current statement.
+      num_statements = operand2
+      nesting_lines_remaining.append(num_statements + 1)
+      used_variables.append(None)
+    elif op is PLACEHOLDER_OP:
+      lines.append(f"{indent}_ = 0")
+    elif op == "*=" and operand2 == 0:
+      line = f"{indent}raise RuntimeError()"
+      lines.append(line)
+    else:
+      variable_index, operand = operand1, operand2
+      line = f"{indent}v{variable_index} {op} {operand}"
+      lines.append(line)
+
+    # Decrement nesting.
+    for nesting_index in range(len(nesting_lines_remaining)):
+      nesting_lines_remaining[nesting_index] -= 1
+    while nesting_lines_remaining and nesting_lines_remaining[-1] == 0:
+      nesting_lines_remaining.pop()
+      used_variables.pop()
+
+  return "\n".join(lines)
diff --git a/core/data/generation/python_interpreter.py b/core/data/generation/python_interpreter.py
new file mode 100644
index 00000000..83b2f17f
--- /dev/null
+++ b/core/data/generation/python_interpreter.py
@@ -0,0 +1,185 @@
+"""Python interpreter that operates on control flow graphs."""
+
+import math
+from absl import logging  # pylint: disable=unused-import
+import astunparse
+import gast as ast
+import tree
+
+
+class ExecExecutor(object):
+  """A Python executor that uses exec.
+
+  Potentially unsafe; use only with trusted code.
+  """
+
+  def __init__(self):
+    self.locals = {}
+
+  def execute(self, code):
+    exec(code,  # pylint:disable=exec-used
+         {'__builtins__': {'True': True, 'False': False,
+                           'range': range,
+                           'sqrt': math.sqrt,
+                           'AssertionError': AssertionError,
+                           'RuntimeError': RuntimeError,
+                           'len': len,
+                           }},
+         self.locals)
+
+  def get_values(self, mod=None):
+    """Gets the values (mod `mod`, if applicable) of the executor."""
+    values = self.locals.copy()
+    if mod is not None:
+      values = tree.map_structure(lambda x: x % mod, values)
+    return values
+
+
+def evaluate_cfg(executor, cfg, mod=None, initial_values=None, timeout=None):
+  """Evaluates a Python program given its control flow graph.
+
+  Args:
+    executor: The executor with which to perform the execution.
+    cfg: The control flow graph of the program to execute.
+    mod: The values are computed mod this.
+    initial_values: Optional dictionary mapping variable names to values.
+    timeout: Optional maximum number of basic blocks to evaluate before
+        raising a timeout RuntimeError.
+  Returns:
+    A values dictionary mapping variable names to their final values.
+  Raises:
+    RuntimeError: If timeout is given and the program runs for more than
+      `timeout` blocks, a RuntimeError is raised.
+  """
+  executor.locals = {}
+  block = cfg.start_block
+  values = initial_values or {}  # Default to no initial values.
+  blocks_evaluated = 0
+  while block:
+    if timeout and blocks_evaluated > timeout:
+      raise RuntimeError('Evaluation of CFG has timed out.')
+    block, values = evaluate_until_next_basic_block(
+        executor, block, mod=mod, values=values)
+    blocks_evaluated += 1
+  return values
+
+
+def evaluate_until_next_basic_block(executor, basic_block, mod, values):
+  """Takes a single step of control flow graph evaluation.
+
+  Evaluates a single basic block starting from the provided values. Returns
+  the correct next basic block to step to and the new values of all the
+  variables.
+
+  Args:
+    executor: The executor with which to take a step of execution.
+    basic_block: (control_flow.BasicBlock) A single basic block from the control
+      flow graph.
+    mod: The values are computed mod this.
+    values: A dict mapping variable names to literal Python values.
+  Returns:
+    The next basic block to execute and the new mapping from variable names to
+    values.
+  """
+  values = evaluate_basic_block(executor, basic_block, mod=mod, values=values)
+  if not basic_block.exits_from_end:
+    # This is the end of the program.
+    return None, values
+  elif len(basic_block.exits_from_end) == 1:
+    # TODO(dbieber): Modify control_flow.BasicBlock API to have functions
+    # `has_only_one_exit` and `get_only_exit`.
+    basic_block = next(iter(basic_block.exits_from_end))
+  else:
+    assert len(basic_block.exits_from_end) == 2
+    assert len(basic_block.branches) == 2, basic_block.branches
+    assert 'vBranch' in values
+    branch_decision = bool(values['vBranch'])
+    basic_block = basic_block.branches[branch_decision]
+  return basic_block, values
+
+
+def evaluate_until_branch_decision(executor, basic_block, mod, values):
+  """Evaluates a Python program until reaching a branch decision.
+
+  Evaluates one basic block at a time until a branch decision is reached.
+  Returns the resulting values of the variables, the instructions executed,
+  and the branch decision. The branch decision is represented as a dict mapping
+  True/False to the next basic block after the branch decision.
+
+  Args:
+    executor: The executor with which to perform the execution.
+    basic_block: A single basic block from the control flow graph.
+    mod: The values are computed mod this.
+    values: A dict mapping variable names to literal Python values.
+  Returns:
+    A triple (values, instructions, branches). `values` is the resulting values
+    of the variables. `instructions` is a list of the instructions executed,
+    and `branches` is the branch decision reached, represented as a dict mapping
+    True/False to the next basic block after the branch decision.
+  """
+  instructions = []
+
+  done = False
+  branches = None
+  while not done:
+    # Collect the instructions from the current block.
+    nodes = basic_block.control_flow_nodes
+    for node in nodes:
+      instructions.append(node.instruction)
+
+    # Evaluate the current block.
+    values = evaluate_basic_block(executor, basic_block, mod=mod, values=values)
+
+    # Determine next block to evaluate or whether to stop.
+    # TODO(dbieber): Refactor to reduce redundancy with
+    # evaluate_until_next_basic_block.
+    if not basic_block.exits_from_end:
+      # The program has terminated.
+      done = True
+      branches = None
+    elif len(basic_block.exits_from_end) == 1:
+      # There is no branch decision at this point. Keep evaluating.
+      basic_block = next(iter(basic_block.exits_from_end))
+    else:
+      # Evaluation has reached a branch decision.
+      assert len(basic_block.exits_from_end) == 2
+      assert len(basic_block.branches) == 2
+      assert 'vBranch' in values
+      done = True
+      branches = basic_block.branches
+
+  return values, instructions, branches
+
+
+def evaluate_basic_block(executor, basic_block, mod, values):
+  """Evaluates a single basic block of Python with an executor.
+
+  Args:
+    executor: The executor with which to perform the execution.
+    basic_block: A control_flow.BasicBlock of Python statements.
+    mod: The values are computed mod this.
+    values: A dictionary mapping variable names to their Python literal values.
+  Returns:
+    A dictionary mapping variable names to their final values at the end of
+    evaluating the basic block.
+  """
+
+  for var, value in values.items():
+    python_source = f'{var} = {value}'
+    executor.execute(python_source)
+
+  nodes = basic_block.control_flow_nodes
+  for index, node in enumerate(nodes):
+    instruction = node.instruction
+    ast_node = instruction.node
+    python_source = astunparse.unparse(ast_node)
+
+    make_branch_decision = (index == len(nodes) - 1 and basic_block.branches)
+    if make_branch_decision:
+      python_source = 'vBranch = ' + python_source
+
+    executor.execute(python_source)
+
+  # Extract the values of the v0, v1... variables.
+  values = executor.get_values(mod=mod)
+  return values
diff --git a/core/data/info.py b/core/data/info.py
index f9d98c9a..88b43546 100644
--- a/core/data/info.py
+++ b/core/data/info.py
@@ -33,6 +33,16 @@ def get_dataset_info(dataset_path, config):
     all_error_kinds = list(range(1000))
     no_error_ids = all_error_kinds
     error_ids = []
+  elif 'errors-only' in dataset_path:
+    num_classes = 3
+    all_error_kinds = list(range(3))
+    no_error_ids = [0]
+    error_ids = [1, 2]
+  elif 'errors-L2E' in dataset_path:
+    num_classes = 1002
+    all_error_kinds = list(range(1002))
+    no_error_ids = list(range(1000))
+    error_ids = [1000, 1001]
   else:  # Runtime Error Prediction
     num_classes = error_kinds.NUM_CLASSES
     all_error_kinds = error_kinds.ALL_ERROR_KINDS
diff --git a/core/data/process.py b/core/data/process.py
index 700c4e2a..c0e8b03a 100644
--- a/core/data/process.py
+++ b/core/data/process.py
@@ -6,6 +6,7 @@
 import bisect
 import collections
 import dataclasses
+import enum
 import re
 
 import fire
@@ -18,6 +19,15 @@
 from core.data import tokenization
 
 
+class EdgeTypes(enum.IntEnum):
+  UNCONDITIONAL_FORWARD = enum.auto()
+  UNCONDITIONAL_BACKWARD = enum.auto()
+  TRUE_FORWARD = enum.auto()
+  TRUE_BACKWARD = enum.auto()
+  FALSE_FORWARD = enum.auto()
+  FALSE_BACKWARD = enum.auto()
+
+
 @dataclasses.dataclass
 class RawRuntimeErrorProblem:
   """RawRuntimeErrorProblem."""
@@ -27,6 +37,7 @@ class RawRuntimeErrorProblem:
   edge_sources: List[int]
   edge_dests: List[int]
   edge_types: List[int]
+  num_edges: int
   node_span_starts: List[int]
   node_span_ends: List[int]
   branch_list: List[List[int]]
@@ -49,6 +60,7 @@ class RuntimeErrorProblem:
   edge_sources: List[int]
   edge_dests: List[int]
   edge_types: List[int]
+  num_edges: int
   node_token_span_starts: List[int]
   node_token_span_ends: List[int]
   token_node_indexes: List[int]
@@ -212,20 +224,46 @@ def make_rawruntimeerrorproblem(
     node_span_starts.append(node_span_start)
     node_span_ends.append(node_span_end)
 
-  # edge_sources, edge_dests, and edge_types
-  edge_sources = []
-  edge_dests = []
-  edge_types = []
+  # For consistency with legacy datasets, we count the number of edges this way.
+  # The actual number of edges is higher.
+  num_edges = 0
   for node_index, node in enumerate(nodes):
     for next_node in node.next:
-      edge_sources.append(node_index)
-      edge_dests.append(node_indexes[next_node.uuid])
-      edge_types.append(0)
+      num_edges += 1
 
   branch_list = get_branch_list(nodes, exit_index)
   raises_list = get_raises_list(nodes, exit_index)
   step_limit = get_step_limit(lines)
 
+  edge_sources = []
+  edge_dests = []
+  edge_types = []
+  for node_index, (true_branch, false_branch) in enumerate(branch_list):
+    if true_branch == false_branch:
+      edge_sources.append(node_index)
+      edge_dests.append(true_branch)
+      edge_types.append(EdgeTypes.UNCONDITIONAL_FORWARD.value)
+
+      edge_sources.append(true_branch)
+      edge_dests.append(node_index)
+      edge_types.append(EdgeTypes.UNCONDITIONAL_BACKWARD.value)
+    else:
+      edge_sources.append(node_index)
+      edge_dests.append(true_branch)
+      edge_types.append(EdgeTypes.TRUE_FORWARD.value)
+
+      edge_sources.append(true_branch)
+      edge_dests.append(node_index)
+      edge_types.append(EdgeTypes.TRUE_BACKWARD.value)
+
+      edge_sources.append(node_index)
+      edge_dests.append(false_branch)
+      edge_types.append(EdgeTypes.FALSE_FORWARD.value)
+
+      edge_sources.append(false_branch)
+      edge_dests.append(node_index)
+      edge_types.append(EdgeTypes.FALSE_BACKWARD.value)
+
   post_domination_matrix = post_domination.get_post_domination_matrix(graph)
 
   return RawRuntimeErrorProblem(
@@ -235,6 +273,7 @@ def make_rawruntimeerrorproblem(
       edge_sources=edge_sources,
       edge_dests=edge_dests,
       edge_types=edge_types,
+      num_edges=num_edges,
       node_span_starts=node_span_starts,
       node_span_ends=node_span_ends,
       branch_list=branch_list,
@@ -425,6 +464,7 @@ def make_runtimeerrorproblem(
       edge_sources=raw.edge_sources,
       edge_dests=raw.edge_dests,
       edge_types=raw.edge_types,
+      num_edges=raw.num_edges,
       node_token_span_starts=token_data['node_token_span_starts'],
       node_token_span_ends=token_data['node_token_span_ends'],
       token_node_indexes=token_data['token_node_indexes'],
diff --git a/core/distributed/sweep.py b/core/distributed/sweep.py
index c04abb75..e85e3f73 100644
--- a/core/distributed/sweep.py
+++ b/core/distributed/sweep.py
@@ -22,8 +22,9 @@
     'config.cross_attention_num_heads': [1, 2],
     'config.mil_pool': ['max', 'mean', 'logsumexp'],
     'config.compressive_mask_maker': ['default'],
-    'config.raise_decision_offset': [-10.0, -3.0, -2.0, -1.0],
+    # 'config.raise_decision_offset': [-10.0, -3.0, -2.0, -1.0],
     'transformer_size': ['tiny', 'small', 'default'],
+    'config.ggnn_layers': [8, 16, 24],
 }
 
 transformer_configs = {
@@ -91,7 +92,6 @@ def choose_commands(n, experiment_id, study_id, name, model_class, overrides, da
       transformer_size = params.pop('transformer_size')
       params.update(transformer_configs[transformer_size])
 
-
     flags = []
     for key, value in params.items():
       flags.append(f'--{key}={value}')
@@ -119,27 +119,33 @@ def choose_commands(n, experiment_id, study_id, name, model_class, overrides, da
   return commands
 
 
-def run_sweep(n, offset, experiment_id, study_id, name, model_class, overrides, dataset_path, skip_create):
+def run_sweep(n, offset, experiment_id, study_id, name, model_class, overrides, dataset_path, skip_create, dry_run):
   commands = choose_commands(n, experiment_id, study_id, name, model_class, overrides, dataset_path)
 
   def make_run_command(index):
     return commands[index - offset]
 
-  # Ensure TPUs are up and unused.
-  if not skip_create:
-    print(f'Starting {n} TPUs')
-    gcp.tpu_up_n(n, offset=offset)
-  gcp.fix_firewall().wait()
-
-  access_token = codenet_paths.get_personal_access_token()
-  gcp.tpu_run_script(
-      'scripts/setup-tpu.sh', n, {
-          'PERSONAL_ACCESS_TOKEN': access_token
-      }, offset=offset
-  )
+  if not dry_run:
+    # Ensure TPUs are up and unused.
+    if not skip_create:
+      print(f'Starting {n} TPUs')
+      gcp.tpu_up_n(n, offset=offset)
+    gcp.fix_firewall().wait()
+
+    access_token = codenet_paths.get_personal_access_token()
+    gcp.tpu_run_script(
+        'scripts/setup-tpu.sh', n, {
+            'PERSONAL_ACCESS_TOKEN': access_token
+        }, offset=offset
+    )
 
-  gcp.fix_firewall().wait()
-  gcp.tpu_run_commands(make_run_command, n, offset=offset)
+    gcp.fix_firewall().wait()
+    gcp.tpu_run_commands(make_run_command, n, offset=offset)
+  else:
+    # This is a dry run.
+    for i in range(offset, offset + n):
+      command = make_run_command(i)
+      print(command)
 
 
 def get_and_increment_global_experiment_id():
@@ -151,7 +157,7 @@ def get_and_increment_global_experiment_id():
   return experiment_id
 
 
-def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False):
+def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False, dry_run=False):
   """Runs a sweep.
 
   To restart any failed jobs in an existing sweep, call this with the experiment_id
@@ -173,8 +179,6 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
 
   if dataset_path is None:
     dataset_path = codenet_paths.FULL_DATASET_PATH
-  elif dataset_path == 'FULL_DATASET_PATH_WITH_DOCSTRINGS':
-    dataset_path = codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS
   elif dataset_path == 'DEFAULT_CFP_DATASET_PATH':
     dataset_path = codenet_paths.DEFAULT_CFP_DATASET_PATH
   elif dataset_path == 'FULL_DATASET_PATH':
@@ -197,21 +201,21 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   # overrides = {
   #     'config.raise_in_ipagnn': False,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'IN', 'IPAGNN', overrides, dataset_path, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'IN', 'IPAGNN', overrides, dataset_path, skip_create, dry_run)
 
   # # Exception IPA-GNN
   # offset = 10
   # overrides = {
   #     'config.raise_in_ipagnn': True,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'EN', 'IPAGNN', overrides, dataset_path, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'EN', 'IPAGNN', overrides, dataset_path, skip_create, dry_run)
 
   # # Transformer
   # offset = 20
   # overrides = {
   #     'config.raise_in_ipagnn': True,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'TN', 'Transformer', overrides, dataset_path, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'TN', 'Transformer', overrides, dataset_path, skip_create, dry_run)
 
   # Cross-attention Exception IPA-GNN
   # offset = 0  # The machine index to start with.
@@ -219,7 +223,7 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.raise_in_ipagnn': True,
   #     'config.use_cross_attention': True,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'EC', 'IPAGNN', overrides, dataset_path, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'EC', 'IPAGNN', overrides, dataset_path, skip_create, dry_run)
 
   # # FiLM Exception IPA-GNN
   # offset = 10  # The machine index to start with.
@@ -227,7 +231,7 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.raise_in_ipagnn': True,
   #     'config.use_film': True,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'EF', 'IPAGNN', overrides, dataset_path, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'EF', 'IPAGNN', overrides, dataset_path, skip_create, dry_run)
 
   # # Cross-attention IPA-GNN
   # offset = 20
@@ -235,7 +239,7 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.raise_in_ipagnn': False,
   #     'config.use_cross_attention': True,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'IC', 'IPAGNN', overrides, dataset_path, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'IC', 'IPAGNN', overrides, dataset_path, skip_create, dry_run)
 
   # # FiLM IPA-GNN
   # offset = 30  # The machine index to start with.
@@ -243,7 +247,7 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.raise_in_ipagnn': False,
   #     'config.use_film': True,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'IF', 'IPAGNN', overrides, dataset_path, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'IF', 'IPAGNN', overrides, dataset_path, skip_create, dry_run)
 
   # # Cross-attention IPA-GNN
   # offset = 40
@@ -251,7 +255,7 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.raise_in_ipagnn': False,
   #     'config.use_cross_attention': True,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'C', 'IPAGNN', overrides, dataset_path, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'C', 'IPAGNN', overrides, dataset_path, skip_create, dry_run)
 
   # MIL Transformer
   # offset = 30
@@ -259,29 +263,29 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.raise_in_ipagnn': False,
   #     'config.permissive_node_embeddings': True,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'MP', 'MILTransformer', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'MP', 'MILTransformer', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 40
   # overrides = {
   #     'config.raise_in_ipagnn': False,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'MN', 'MILTransformer', overrides, codenet_paths.FULL_DATASET_PATH, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'MN', 'MILTransformer', overrides, codenet_paths.FULL_DATASET_PATH, skip_create, dry_run)
 
   # offset = 50
   # overrides = {
   #     'config.raise_in_ipagnn': False,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'M', 'MILTransformer', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'M', 'MILTransformer', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 60
   # overrides = {
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'L', 'LSTM', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'L', 'LSTM', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 70
   # overrides = {
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'L', 'LSTM', overrides, codenet_paths.FULL_DATASET_PATH, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'L', 'LSTM', overrides, codenet_paths.FULL_DATASET_PATH, skip_create, dry_run)
 
   # # Compressive IPA-GNN
   # offset = 80
@@ -289,14 +293,14 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.use_compressive_ipagnn': True,
   #     'config.compressive_max_skip': 3,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'CD', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'CD', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 90
   # overrides = {
   #     'config.use_compressive_ipagnn': True,
   #     'config.compressive_max_skip': 3,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'CN', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'CN', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH, skip_create, dry_run)
 
   # # Bias
   # offset = 100
@@ -304,36 +308,36 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.raise_in_ipagnn': True,
   #     # Using config.raise_decision_offset.
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'EO', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'EO', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH, skip_create, dry_run)
 
   # offset = 0
   # overrides = {
   #     'config.raise_in_ipagnn': True,
   #     # Using config.raise_decision_offset.
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'EOD', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'EOD', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 20
   # overrides = {
   #     'config.raise_in_ipagnn': False,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'I', 'IPAGNN', overrides, codenet_paths.SMALL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'I', 'IPAGNN', overrides, codenet_paths.SMALL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 10
   # overrides = {
   #     'config.raise_in_ipagnn': True,
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'E', 'IPAGNN', overrides, codenet_paths.SMALL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'E', 'IPAGNN', overrides, codenet_paths.SMALL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 60
   # overrides = {
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'T', 'Transformer', overrides, codenet_paths.SMALL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'T', 'Transformer', overrides, codenet_paths.SMALL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 70
   # overrides = {
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'L', 'LSTM', overrides, codenet_paths.SMALL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'L', 'LSTM', overrides, codenet_paths.SMALL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 30
   # overrides = {
@@ -341,7 +345,7 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.use_cross_attention': True,
   #     'config.modulate_mode': 'add',
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'IC', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'IC', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # offset = 40
   # overrides = {
@@ -349,16 +353,133 @@ def main(experiment_id=None, study_id=None, dataset_path=None, skip_create=False
   #     'config.use_cross_attention': True,
   #     'config.modulate_mode': 'add',
   # }
-  # run_sweep(n, offset, experiment_id, study_id, 'EC', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  # run_sweep(n, offset, experiment_id, study_id, 'EC', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
 
   # Exception IPA-GNN FiLM
-  offset = 50
+  # offset = 50
+  # overrides = {
+  #     'config.raise_in_ipagnn': True,
+  #     'config.use_film': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'EF', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
+
+  # IPA-GNN FiLM
+  # offset = 70
+  # overrides = {
+  #     'config.raise_in_ipagnn': False,
+  #     'config.use_film': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'IF', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH, skip_create, dry_run)
+
+  # # Exception IPA-GNN FiLM
+  # offset = 60
+  # overrides = {
+  #     'config.raise_in_ipagnn': True,
+  #     'config.use_film': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'EF', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH, skip_create, dry_run)
+
+  # IPA-GNN FiLM
+  # offset = 70
+  # overrides = {
+  #     'config.raise_in_ipagnn': False,
+  #     'config.use_film': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'IF', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH, skip_create, dry_run)
+
+  # # Exception IPA-GNN FiLM
+  # offset = 60
+  # overrides = {
+  #     'config.raise_in_ipagnn': True,
+  #     'config.use_film': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'EF', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH, skip_create, dry_run)
+
+  # IPA-GNN Cross-attention
+  # offset = 60
+  # overrides = {
+  #     'config.raise_in_ipagnn': False,
+  #     'config.use_cross_attention': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'IC', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
+
+  # # Exception IPA-GNN Cross-attention
+  # offset = 70
+  # overrides = {
+  #     'config.raise_in_ipagnn': True,
+  #     'config.use_cross_attention': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'EC', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
+
+  # IPA-GNN FiLM Concat with Docstrings
+  # offset = 10
+  # overrides = {
+  #     'config.raise_in_ipagnn': False,
+  #     'config.use_film': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'IC', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
+
+  # GGNN with docstring input
+  # offset = 70
+  # overrides = {
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'GI', 'GGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
+
+  # # GGNN with docstring input
+  # offset = 10
+  # overrides = {
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'G', 'GGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
+
+  # # GGNN without input
+  # offset = 40
+  # overrides = {
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'GN', 'GGNN', overrides, codenet_paths.FULL_DATASET_PATH, skip_create, dry_run)
+
+  # IPA-GNN Cross-attention (no bias)
+  # offset = 50
+  # overrides = {
+  #     'config.raise_in_ipagnn': False,
+  #     'config.use_cross_attention': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'IC', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
+
+  # # Exception IPA-GNN Cross-attention (no bias)
+  # offset = 60
+  # overrides = {
+  #     'config.raise_in_ipagnn': True,
+  #     'config.use_cross_attention': True,
+  #     'config.modulate_mode': 'concat',
+  # }
+  # run_sweep(n, offset, experiment_id, study_id, 'EC', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
+
+  # Fine-tuning Exception IPA-GNN from pre-trained LSTM
+  offset = 80
   overrides = {
       'config.raise_in_ipagnn': True,
-      'config.use_film': True,
-      'config.modulate_mode': 'concat',
+      # 'config.use_film': True,
+      # 'config.modulate_mode': 'concat',
+      'config.finetune': 'LSTM',
+      'config.hidden_size': 64,
+      'transformer_size': 'default',
+      'config.span_encoding_method': 'sum',
+      'config.transformer_dropout_rate': 0.1,
+      'config.transformer_attention_dropout_rate': 0,
+      'config.permissive_node_embeddings': False,
+      'config.restore_checkpoint_dir': '/mnt/runtime-error-problems-experiments/experiments/2021-12-23-lstm/105/L6311,o=sgd,bs=32,lr=0.03,gc=2,hs=64,span=sum,tdr=0.1,tadr=0,pe=False,canh=2,mp=max,T=default/top-checkpoints',
   }
-  run_sweep(n, offset, experiment_id, study_id, 'EF', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create)
+  run_sweep(n, offset, experiment_id, study_id, 'EFL', 'IPAGNN', overrides, codenet_paths.FULL_DATASET_PATH_WITH_DOCSTRINGS, skip_create, dry_run)
+
 
 # # To kill the runner processes:
 # # python -m core.distributed.gcp tpu_run_command 'pkill runner.py && pkill tmux' --n=60 --offset=0
diff --git a/core/lib/finetune.py b/core/lib/finetune.py
index 8c7ce155..80d5aee1 100644
--- a/core/lib/finetune.py
+++ b/core/lib/finetune.py
@@ -2,6 +2,32 @@
 from flax.training import checkpoints
 
 
+def finetune_from_lstm(state, restore_checkpoint_dir, config):
+  """Updates the current state for fine-tuning from a pre-trained LSTM.
+
+  It updates state using some of the values from the restore_checkpoint_dir.
+
+  The Transformer node_span_encoder, as well as the IPA-GNN lstm weights.
+
+  Branch decisions and raise decisions weights are not going to be loaded.
+  """
+  old_state = checkpoints.restore_checkpoint(config.restore_checkpoint_dir, None)
+  old_params = old_state['params']
+
+  state = state.replace(step=int(old_state['step']))
+  state = state.replace(rng=old_state['rng'])
+
+  params = state.params
+  params_copy = params.unfreeze()
+  params_copy['node_span_encoder'] = old_params['input_embedder']
+
+  for n in range(config.rnn_layers):
+    params_copy['ipagnn']['ipagnn_layer_scan'][f'lstm_{n}'] = old_params['encoder'][f'lstm_{n}']['OptimizedLSTMCell_0']
+
+  state = state.replace(params=frozen_dict.FrozenDict(params_copy))
+  return state
+
+
 def finetune_from_ipagnn(state, restore_checkpoint_dir, config):
   """Updates the current state for fine-tuning from a pre-trained IPAGNN.
 
diff --git a/core/lib/models.py b/core/lib/models.py
index 61ccfece..d16c9fc4 100644
--- a/core/lib/models.py
+++ b/core/lib/models.py
@@ -1,6 +1,7 @@
 """Models library."""
 
 from core.models import ipagnn
+from core.models import ggnn
 from core.models import mlp
 from core.models import rnn
 from core.models import transformer
@@ -16,6 +17,12 @@ def make_model(config, info, deterministic):
       vocab_size,
       deterministic,
   )
+  docstring_transformer_config = transformer_config_lib.make_transformer_config_num_layers(
+      config.docstring_transformer_num_layers,
+      config,
+      vocab_size,
+      deterministic,
+  )
 
   if model_class == 'MlpModel':
     return mlp.MlpModel(info=info)
@@ -32,18 +39,19 @@ def make_model(config, info, deterministic):
         transformer_config=transformer_config,
     )
   elif model_class == 'IPAGNN':
-    docstring_transformer_config = transformer_config_lib.make_transformer_config_num_layers(
-        config.docstring_transformer_num_layers,
-        config,
-        vocab_size,
-        deterministic,
-    )
     return ipagnn.IPAGNN(
         config=config,
         info=info,
         transformer_config=transformer_config,
         docstring_transformer_config=docstring_transformer_config,
     )
+  elif model_class == 'GGNN':
+    return ggnn.GGNN(
+        config=config,
+        info=info,
+        transformer_config=transformer_config,
+        docstring_transformer_config=docstring_transformer_config,
+    )
   elif model_class == 'LSTM':
     return rnn.LSTM(
         config=config,
diff --git a/core/lib/test_trainer.py b/core/lib/test_trainer.py
index dbdffea8..9b2d8f40 100644
--- a/core/lib/test_trainer.py
+++ b/core/lib/test_trainer.py
@@ -31,6 +31,31 @@ def test_ipagnn(self):
     config.max_tokens = 512
     validate_single_step(config)
 
+  # Disabled for timeout.
+  # @pytest.mark.slow
+  def test_ggnn(self):
+    config = config_lib.get_test_config()
+    config.model_class = 'GGNN'
+    config.batch_size = 16
+    config.max_tokens = 512
+    validate_single_step(config)
+
+  def test_finetune_from_lstm(self):
+    config = config_lib.get_test_config()
+    config.model_class = 'LSTM'
+    config.batch_size = 16
+    config.max_tokens = 512
+    config.experiment_id = 'tests-lstm'
+    validate_single_step(config)
+
+    config = config_lib.get_test_config()
+    config.model_class = 'IPAGNN'
+    config.batch_size = 16
+    config.max_tokens = 512
+    config.finetune = 'LSTM'
+    config.restore_checkpoint_dir = 'out/experiments/tests-lstm/checkpoints'
+    validate_single_step(config)
+
   @pytest.mark.slow
   def test_film_ipagnn(self):
     config = config_lib.get_test_config()
diff --git a/core/lib/trainer.py b/core/lib/trainer.py
index 04f40ca2..27e5aab7 100644
--- a/core/lib/trainer.py
+++ b/core/lib/trainer.py
@@ -4,6 +4,7 @@
 import functools
 import itertools
 import os
+import shutil
 import sys
 
 from typing import Any
@@ -50,8 +51,11 @@ class Trainer:
 
   def load_dataset(
       self, dataset_path=DEFAULT_DATASET_PATH, split='train', epochs=None,
-      include_strings=False,
+      include_strings=False, class_subsample_values='default',
   ):
+    if class_subsample_values == 'default':
+      class_subsample_values = {1: 0.0660801055}
+
     config = self.config
     batch_size = config.batch_size
     if epochs is None:
@@ -65,7 +69,7 @@ def load_dataset(
       allowlist = error_kinds.TIER1_ERROR_IDS
     filter_fn = data_io.make_filter(
         config.max_tokens, config.max_num_nodes, config.max_num_edges,
-        config.max_steps, allowlist=allowlist, class_subsample_values={1: 0.0660801055},
+        config.max_steps, allowlist=allowlist, class_subsample_values=class_subsample_values,
         use_in_dataset_field=config.use_in_dataset_field)
 
     if config.binary_targets:
@@ -120,6 +124,33 @@ def create_train_state(self, rng, model):
     return TrainState.create(
         apply_fn=model.apply, params=params, tx=tx, rng=rng)
 
+  def create_train_state_from_params(self, rng, model, params, step):
+    """Creates initial TrainState. Skips init and uses params."""
+    config = self.config
+    rng, params_rng, dropout_rng = jax.random.split(rng, 3)
+    learning_rate = config.learning_rate
+    if config.optimizer == 'sgd':
+      tx = optax.sgd(learning_rate)
+    elif config.optimizer == 'adam':
+      tx = optax.adam(learning_rate)
+    else:
+      raise ValueError('Unexpected optimizer', config.optimizer)
+    # TODO(dbieber): I don't think model.apply is used from here.
+    # Instead, it's used from make_loss_fn.
+    opt_state = tx.init(params)
+    return TrainState(
+        step=step,
+        apply_fn=model.apply,
+        params=params,
+        tx=tx,
+        opt_state=opt_state,
+        rng=rng,
+    )
+
+  def restore_checkpoint(self, restore_checkpoint_dir, init_rng, model):
+    state_dict = checkpoints.restore_checkpoint(restore_checkpoint_dir, None)
+    return self.create_train_state_from_params(init_rng, model, state_dict['params'], state_dict['step'])
+
   def make_loss_fn(self, deterministic):
     model = self.make_model(deterministic)
     num_classes = self.info.num_classes
@@ -292,6 +323,93 @@ def run_eval(self, dataset, state, evaluate_batch):
         self.info)
     return eval_loss, eval_metrics, num_examples
 
+  def run_test(self, dataset_path=DEFAULT_DATASET_PATH, split='test', steps=None):
+    config = self.config
+    # Ensure eval_subsample==1 and eval_max_batches==-1 are set to test on the full split.
+    assert config.eval_subsample == 1
+    assert config.eval_max_batches == -1
+
+    print(f'Testing on data: {dataset_path}')
+    print(f'Using model: {config.model_class}')
+    dataset = self.load_dataset(dataset_path, split=split, epochs=1, class_subsample_values='default')
+    num_classes = self.info.num_classes
+    all_error_kinds = self.info.all_error_kinds
+    evaluate_batch = self.make_evaluate_batch()
+
+    study_id = config.study_id
+    exp_id = config.experiment_id or codenet_paths.make_experiment_id()
+    run_id = config.run_id or codenet_paths.make_run_id()
+    run_dir = codenet_paths.make_run_dir(study_id, exp_id, run_id)
+
+    os.makedirs(run_dir, exist_ok=True)
+    metadata_path = codenet_paths.make_metadata_path(run_dir)
+    metadata.write_metadata(metadata_path)
+    
+    test_dir = codenet_paths.make_log_dir(run_dir, 'test')
+
+    rng = jax.random.PRNGKey(0)
+    rng, init_rng = jax.random.split(rng)
+    model = self.make_model(deterministic=False)
+
+    checkpoint_dir = codenet_paths.make_checkpoints_path(run_dir)
+    assert config.restore_checkpoint_dir
+    # shutil.copytree(config.restore_checkpoint_dir, checkpoint_dir)
+    state = self.restore_checkpoint(config.restore_checkpoint_dir, init_rng, model)
+    # Copy the restored checkpoint into the checkpoint_dir.
+    step = state.step
+    print(f'Step: {step}')
+
+    test_writer = tensorboard.SummaryWriter(test_dir)
+
+    # Determine the file descriptors for the summary writer.
+    pid = os.getpid()
+    test_writer_fd = None
+    if os.path.exists(f'/proc/{pid}/fd'):
+      for fd in os.listdir(f'/proc/{pid}/fd'):
+        if test_dir in os.path.realpath(f'/proc/{pid}/fd/{fd}'):
+          test_writer_fd = int(fd)
+
+    test_writer.hparams(config.to_dict())
+    test_writer.flush()
+    if test_writer_fd:
+      os.fsync(test_writer_fd)
+    sys.stdout.flush()
+
+    test_loss, test_metrics, num_examples = self.run_eval(dataset, state, evaluate_batch)
+
+    test_writer.scalar('loss', test_loss, step)
+    test_writer.scalar('num_examples', num_examples, step)
+    metrics.write_metric(EvaluationMetric.ACCURACY.value, test_metrics,
+                         test_writer.scalar, step)
+    metrics.write_metric(EvaluationMetric.WEIGHTED_F1_SCORE.value, test_metrics,
+                         test_writer.scalar, step)
+    metrics.write_metric(EvaluationMetric.MACRO_F1_SCORE.value, test_metrics,
+                         test_writer.scalar, step)
+    metrics.write_metric(EvaluationMetric.BINARY_F1_SCORE.value, test_metrics,
+                         test_writer.scalar, step)
+    metrics.write_metric(EvaluationMetric.BINARY_AUC.value, test_metrics,
+                         test_writer.scalar, step)
+    metrics.write_metric(EvaluationMetric.BINARY_RECALL_AT_90.value, test_metrics,
+                         test_writer.scalar, step)
+    metrics.write_metric(EvaluationMetric.WEIGHTED_F1_SCORE_ERROR_ONLY.value, test_metrics,
+                         test_writer.scalar, step)
+    metrics.write_metric(
+        EvaluationMetric.CONFUSION_MATRIX.value,
+        test_metrics,
+        test_writer.image,
+        step,
+        transform_fn=functools.partial(
+            metrics.confusion_matrix_to_image, class_names=all_error_kinds))
+    metrics.write_metric(
+        EvaluationMetric.LOCALIZATION_ACCURACY.value,
+        test_metrics, test_writer.scalar, step)
+
+    sys.stdout.flush()
+    test_writer.flush()
+    if test_writer_fd:
+      os.fsync(test_writer_fd)
+
+
   def run_train(self, dataset_path=DEFAULT_DATASET_PATH, split='train', steps=None):
     config = self.config
     print(f'Training on data: {dataset_path}')
@@ -306,6 +424,9 @@ def run_train(self, dataset_path=DEFAULT_DATASET_PATH, split='train', steps=None
     exp_id = config.experiment_id or codenet_paths.make_experiment_id()
     run_id = config.run_id or codenet_paths.make_run_id()
     run_dir = codenet_paths.make_run_dir(study_id, exp_id, run_id)
+    print(run_dir)
+    if steps == 0:
+      steps = None  # Run forever.
 
     os.makedirs(run_dir, exist_ok=True)
     metadata_path = codenet_paths.make_metadata_path(run_dir)
@@ -317,7 +438,7 @@ def run_train(self, dataset_path=DEFAULT_DATASET_PATH, split='train', steps=None
     valid_dir = codenet_paths.make_log_dir(run_dir, 'valid')
     print(f'Checkpoints: {checkpoint_dir}')
 
-    rng = jax.random.PRNGKey(0)
+    rng = jax.random.PRNGKey(config.seed)
     rng, init_rng = jax.random.split(rng)
     model = self.make_model(deterministic=False)
 
@@ -330,11 +451,20 @@ def run_train(self, dataset_path=DEFAULT_DATASET_PATH, split='train', steps=None
       if config.finetune == 'IPAGNN':
         # The checkpoint we're loading from will have different parameters.
         state = finetune.finetune_from_ipagnn(state, config.restore_checkpoint_dir, config)
+      elif config.finetune == 'LSTM':
+        # The checkpoint we're loading from will have different parameters.
+        state = finetune.finetune_from_lstm(state, config.restore_checkpoint_dir, config)
       else:
         assert config.finetune == 'ALL'
         state = checkpoints.restore_checkpoint(config.restore_checkpoint_dir, state)
     train_step = self.make_train_step()
 
+    if config.save_freq >= 50000:
+      keep_num = 100
+    else:
+      # If saving very frequently, don't keep as many checkpoints on disk.
+      keep_num = 10
+
     # TODO(rishab): Store the state of the early stopping.
     es = early_stopping.EarlyStopping(
         min_delta=config.early_stopping_delta,
@@ -396,7 +526,7 @@ def run_train(self, dataset_path=DEFAULT_DATASET_PATH, split='train', steps=None
 
       # Save checkpoints.
       if step % config.save_freq == 0:
-        checkpoints.save_checkpoint(checkpoint_dir, state, step, keep=3)
+        checkpoints.save_checkpoint(checkpoint_dir, state, step, keep=keep_num)
 
       # Do batch evaluation.
       if step % config.eval_freq == 0:
@@ -543,7 +673,7 @@ def run_train(self, dataset_path=DEFAULT_DATASET_PATH, split='train', steps=None
 
         did_improve, es = es.update(-1 * primary_metric_value_pos)
         if did_improve:
-          checkpoints.save_checkpoint(top_checkpoint_dir, state, state.step, keep=3)
+          checkpoints.save_checkpoint(top_checkpoint_dir, state, state.step, keep=3, overwrite=True)
 
         if es.should_stop and config.early_stopping_on:
           logging.info('Early stopping triggered.')
@@ -567,4 +697,4 @@ def run_train(self, dataset_path=DEFAULT_DATASET_PATH, split='train', steps=None
         train_localization_predictions.clear()
 
     # Save final state.
-    checkpoints.save_checkpoint(checkpoint_dir, state, state.step, keep=3)
+    checkpoints.save_checkpoint(checkpoint_dir, state, state.step, keep=keep_num)
diff --git a/core/models/ggnn.py b/core/models/ggnn.py
new file mode 100644
index 00000000..aaae1df7
--- /dev/null
+++ b/core/models/ggnn.py
@@ -0,0 +1,296 @@
+"""Gated Graph Neural Network."""
+
+from typing import Any
+
+from absl import logging  # pylint: disable=unused-import
+from flax import linen as nn
+import jax
+from jax import lax
+import jax.numpy as jnp
+
+from core.modules.ipagnn import encoder
+from core.modules.ipagnn import rnn
+from core.modules.ipagnn import spans
+from third_party.flax_examples import transformer_modules
+
+Embed = nn.Embed
+StackedRNNCell = rnn.StackedRNNCell
+
+
+def create_lstm_cells(n):
+  """Creates a list of n LSTM cells."""
+  cells = []
+  for i in range(n):
+    cell = nn.LSTMCell(
+        gate_fn=nn.sigmoid,
+        activation_fn=nn.tanh,
+        kernel_init=nn.initializers.xavier_uniform(),
+        recurrent_kernel_init=nn.initializers.orthogonal(),
+        bias_init=nn.initializers.zeros,
+        name=f'lstm_{i}',
+    )
+    cells.append(cell)
+  return cells
+
+
+class GGNNLayer(nn.Module):
+  """A single layer of GGNN message passing."""
+
+  info: Any
+  config: Any
+  num_nodes: Any
+  hidden_size: Any
+
+  @nn.compact
+  def __call__(
+      self,
+      node_embeddings,
+      source_indices,
+      dest_indices,
+      edge_types,
+      num_edges):
+    """Apply GGNN layer."""
+    config = self.config
+    num_nodes = self.num_nodes
+    hidden_size = self.hidden_size
+
+    gru_cell = nn.recurrent.GRUCell(name='gru_cell')
+
+    num_edge_types = 6
+    max_num_edges = edge_types.shape[0]
+    # num_edges.shape: scalar
+    assert num_edges.shape == ()
+    edge_dense = nn.Dense(  # Used for creating key/query/values.
+        name='edge_dense',
+        features=num_edge_types * hidden_size,
+        kernel_init=nn.initializers.xavier_uniform(),
+        bias_init=nn.initializers.normal(stddev=1e-6))
+
+    # node_embeddings.shape: num_nodes, hidden_size
+    source_embeddings = node_embeddings[source_indices]
+    # source_embeddings.shape: max_num_edges, hidden_size
+
+    new_source_embeddings_all_types = edge_dense(source_embeddings)
+    # new_source_embeddings_all_types.shape:
+    #   max_num_edges, (num_edge_types*hidden_size)
+    new_source_embeddings_by_type = (
+        new_source_embeddings_all_types.reshape(
+            (-1, num_edge_types, hidden_size)))
+    # new_source_embeddings_by_type.shape:
+    #    max_num_edges, num_edge_types, hidden_size
+    new_source_embeddings = (
+        new_source_embeddings_by_type[jnp.arange(max_num_edges), edge_types, :])
+    # new_source_embeddings.shape: max_num_edges, hidden_size
+
+    # Set new_source_embeddings to zero for all edges beyond the last edge.
+    new_source_embeddings = jnp.where(
+        (jnp.arange(max_num_edges) < num_edges)[:, None],
+        new_source_embeddings,
+        0
+    )
+
+    proposed_node_embeddings = jax.ops.segment_sum(
+        data=new_source_embeddings,
+        segment_ids=dest_indices,
+        num_segments=num_nodes,
+    )
+    # proposed_node_embeddings.shape: num_nodes, hidden_state
+
+    _, outputs = gru_cell(proposed_node_embeddings, node_embeddings)
+    return outputs
+
+
+class GGNNModule(nn.Module):
+  """GGNN model. Operates on batches of batch_size."""
+
+  config: Any
+  info: Any
+
+  @nn.compact
+  def __call__(
+      self,
+      node_embeddings,
+      docstring_embeddings,
+      docstring_mask,
+      edge_sources,
+      edge_dests,
+      edge_types,
+      num_edges,
+      true_indexes,
+      false_indexes,
+      raise_indexes,
+      start_node_indexes,
+      exit_node_indexes,
+      step_limits):
+    config = self.config
+    info = self.info
+
+    # start_node_indexes.shape: batch_size, 1
+    # exit_node_indexes.shape: batch_size, 1
+    start_node_indexes = jnp.squeeze(start_node_indexes, axis=-1)
+    exit_node_indexes = jnp.squeeze(exit_node_indexes, axis=-1)
+    # start_node_indexes.shape: batch_size
+    # exit_node_indexes.shape: batch_size
+    # num_edges.shape: batch_size
+    batch_size = node_embeddings.shape[0]
+    num_edges = jnp.squeeze(num_edges, axis=-1)
+    assert num_edges.shape == (batch_size,)
+
+    start_indexes = start_node_indexes
+    exit_indexes = exit_node_indexes
+    steps_all = jnp.squeeze(step_limits, axis=-1)
+    # steps_all.shape: batch_size
+    # edge_types = edge_types
+    source_indices = edge_sources
+    dest_indices = edge_dests
+    vocab_size = info.vocab_size
+    output_token_vocabulary_size = info.num_classes
+    hidden_size = config.hidden_size
+    num_nodes = node_embeddings.shape[1]
+
+    max_steps = config.max_steps
+
+    output_dense = nn.Dense(
+        name='output_dense',
+        features=output_token_vocabulary_size,
+        kernel_init=nn.initializers.xavier_uniform(),
+        bias_init=nn.initializers.normal(stddev=1e-6))
+
+    # node_embeddings.shape:
+    #     batch_size, num_nodes, statement_length, hidden_size
+
+    gnn_layer_single_example = GGNNLayer(
+        info=info,
+        config=config,
+        num_nodes=num_nodes,
+        hidden_size=hidden_size,
+    )
+    gnn_layer = jax.vmap(gnn_layer_single_example)
+
+    # node_embeddings.shape: batch_size, num_nodes, hidden_size
+    if config.ggnn_use_fixed_num_layers:
+      for step in range(config.ggnn_layers):
+        node_embeddings = gnn_layer(
+            node_embeddings,
+            source_indices,
+            dest_indices,
+            edge_types,
+            num_edges)
+    else:
+      # Run one layer per allowed step of execution.
+      for step in range(max_steps):
+        new_node_embeddings = gnn_layer(
+            node_embeddings,
+            source_indices,
+            dest_indices,
+            edge_types,
+            num_edges)
+        # steps_all.shape: batch_size
+        valid = jnp.expand_dims(step < steps_all, axis=(1, 2))
+        # valid.shape: batch_size, 1, 1
+        node_embeddings = jnp.where(
+            valid,
+            new_node_embeddings,
+            node_embeddings)
+
+    def get_final_state(node_embeddings, exit_index):
+      if config.ggnn_use_exit_node_embedding:
+        return node_embeddings[exit_index]
+      else:
+        # Mean Pool over num_nodes (only up to the actual num nodes, given by exit_index + 1)
+        is_node = jnp.arange(num_nodes) < exit_index
+        print(is_node.shape)
+        print(node_embeddings.shape)
+        node_embeddings = jnp.where(is_node[:, None], node_embeddings, 0)
+        # set to 0 anything beyond exit_index
+        # sum and divide.
+        global_embedding = jnp.sum(node_embeddings, axis=0) / (exit_index + 1)
+        assert global_embedding.shape == (hidden_size,)
+        return global_embedding
+    # node_embeddings.shape: batch_size, num_nodes, hidden_size
+    final_states = jax.vmap(get_final_state)(node_embeddings, exit_indexes)
+    # final_states.shape: batch_size, hidden_size
+
+    logits = output_dense(final_states)
+    # logits.shape: batch_size, output_token_vocabulary_size
+    return logits
+
+
+class GGNN(nn.Module):
+
+  config: Any
+  info: Any
+  transformer_config: transformer_modules.TransformerConfig
+  docstring_transformer_config: transformer_modules.TransformerConfig
+
+  def setup(self):
+    config = self.config
+    vocab_size = self.info.vocab_size
+    max_tokens = config.max_tokens
+    max_num_nodes = config.max_num_nodes
+    max_num_edges = config.max_num_edges
+    max_steps = config.max_steps
+    self.node_span_encoder = spans.NodeSpanEncoder(
+        info=self.info,
+        config=config,
+        transformer_config=self.transformer_config,
+        max_tokens=max_tokens,
+        max_num_nodes=max_num_nodes,
+        use_span_index_encoder=False,
+        use_span_start_indicators=False,
+    )
+    if config.use_film or config.use_cross_attention:
+      self.docstring_token_encoder = encoder.TokenEncoder(
+          transformer_config=self.docstring_transformer_config,
+          num_embeddings=vocab_size,
+          features=config.hidden_size,
+      )
+      self.docstring_encoder = encoder.TransformerEncoder(
+          config=self.docstring_transformer_config)
+
+    self.ggnn = GGNNModule(
+        info=self.info,
+        config=config,
+    )
+
+  @nn.compact
+  def __call__(self, x):
+    config = self.config
+    info = self.info
+    tokens = x['tokens']
+    docstring_tokens = x['docstring_tokens']
+    # tokens.shape: batch_size, max_tokens
+    batch_size = tokens.shape[0]
+    encoded_inputs = self.node_span_encoder(
+        tokens, x['node_token_span_starts'], x['node_token_span_ends'],
+        x['num_nodes'])
+    # encoded_inputs.shape: batch_size, max_num_nodes, hidden_size
+    if config.use_film or config.use_cross_attention:
+      docstring_token_embeddings = self.docstring_token_encoder(
+          docstring_tokens)
+      docstring_mask = docstring_tokens > 0
+      docstring_encoder_mask = nn.make_attention_mask(
+          docstring_mask, docstring_mask, dtype=jnp.float32)
+      # docstring_token_embeddings.shape: batch_size, max_tokens, hidden_size
+      docstring_embeddings = self.docstring_encoder(
+          docstring_token_embeddings,
+          encoder_mask=docstring_encoder_mask)
+    else:
+      docstring_embeddings = None
+      docstring_mask = None
+    logits = self.ggnn(
+        node_embeddings=encoded_inputs,
+        docstring_embeddings=docstring_embeddings,
+        docstring_mask=docstring_mask,
+        edge_sources=x['edge_sources'],
+        edge_dests=x['edge_dests'],
+        edge_types=x['edge_types'],
+        num_edges=x['edge_sources_shape'],
+        true_indexes=x['true_branch_nodes'],
+        false_indexes=x['false_branch_nodes'],
+        raise_indexes=x['raise_nodes'],
+        start_node_indexes=x['start_index'],
+        exit_node_indexes=x['exit_index'],
+        step_limits=x['step_limit'],
+    )
+    return logits, {}
diff --git a/core/models/test_models.py b/core/models/test_models.py
index 6df2a561..5e6edbac 100644
--- a/core/models/test_models.py
+++ b/core/models/test_models.py
@@ -60,6 +60,14 @@ def test_film_ipagnn(self):
     config.raise_in_ipagnn = False
     validate_forward_pass(config, info)
 
+  # Disabled for timeout.
+  # @pytest.mark.slow
+  # def test_ggnn(self):
+  #   info = info_lib.get_test_info()
+  #   config = config_lib.get_test_config()
+  #   config.model_class = 'GGNN'
+  #   validate_forward_pass(config, info)
+
   def test_cross_attention_ipagnn(self):
     info = info_lib.get_test_info()
     config = config_lib.get_test_config()
diff --git a/core/modules/ipagnn/ipagnn.py b/core/modules/ipagnn/ipagnn.py
index f946a27e..4fb1ae9b 100644
--- a/core/modules/ipagnn/ipagnn.py
+++ b/core/modules/ipagnn/ipagnn.py
@@ -330,11 +330,11 @@ def attend_to_docstring(
     # Take a full step of IPAGNN
     if config.use_film:
       node_embeddings = film_modulate(node_embeddings, hidden_states, docstring_embeddings, docstring_mask)
-      # node_embeddings.shape: batch_size, num_nodes, hidden_size
+      # node_embeddings.shape: batch_size, num_nodes, n * hidden_size
     elif config.use_cross_attention:
       # node_embeddings.shape: batch_size, num_nodes, hidden_size
       node_embeddings = cross_attention(node_embeddings, hidden_states, docstring_embeddings, docstring_mask)
-      # node_embeddings.shape: batch_size, num_nodes, 2 * hidden_size
+      # node_embeddings.shape: batch_size, num_nodes, n * hidden_size
     hidden_state_contributions = execute(hidden_states, node_embeddings)
     # leaves(hidden_state_contributions).shape: batch_size, num_nodes, hidden_size
 
diff --git a/datasets/codenet/2021-12-29-f=0.01/test-ids.json b/datasets/codenet/2021-12-29-f=0.01/test-ids.json
new file mode 100644
index 00000000..290a87fa
--- /dev/null
+++ b/datasets/codenet/2021-12-29-f=0.01/test-ids.json
@@ -0,0 +1,8594 @@
+[
+  [
+    "p00013",
+    "s609758274"
+  ],
+  [
+    "p00013",
+    "s382675037"
+  ],
+  [
+    "p00013",
+    "s782969790"
+  ],
+  [
+    "p00023",
+    "s929062194"
+  ],
+  [
+    "p00023",
+    "s306795269"
+  ],
+  [
+    "p00023",
+    "s531158254"
+  ],
+  [
+    "p00028",
+    "s335373401"
+  ],
+  [
+    "p00088",
+    "s606208106"
+  ],
+  [
+    "p00094",
+    "s541242712"
+  ],
+  [
+    "p00094",
+    "s632620732"
+  ],
+  [
+    "p00105",
+    "s628294792"
+  ],
+  [
+    "p00105",
+    "s612489829"
+  ],
+  [
+    "p00141",
+    "s324201741"
+  ],
+  [
+    "p00217",
+    "s997004592"
+  ],
+  [
+    "p00311",
+    "s691299137"
+  ],
+  [
+    "p00330",
+    "s520862288"
+  ],
+  [
+    "p00330",
+    "s407108996"
+  ],
+  [
+    "p00376",
+    "s910335062"
+  ],
+  [
+    "p00376",
+    "s562857664"
+  ],
+  [
+    "p00376",
+    "s633691144"
+  ],
+  [
+    "p00743",
+    "s091288342"
+  ],
+  [
+    "p01388",
+    "s110526581"
+  ],
+  [
+    "p01388",
+    "s231370064"
+  ],
+  [
+    "p02216",
+    "s323464108"
+  ],
+  [
+    "p02239",
+    "s583393586"
+  ],
+  [
+    "p02239",
+    "s213453868"
+  ],
+  [
+    "p02239",
+    "s807857536"
+  ],
+  [
+    "p02255",
+    "s043981726"
+  ],
+  [
+    "p02255",
+    "s385332576"
+  ],
+  [
+    "p02255",
+    "s993839468"
+  ],
+  [
+    "p02255",
+    "s399684683"
+  ],
+  [
+    "p02255",
+    "s570957434"
+  ],
+  [
+    "p02255",
+    "s193488950"
+  ],
+  [
+    "p02257",
+    "s183779464"
+  ],
+  [
+    "p02257",
+    "s763423797"
+  ],
+  [
+    "p02257",
+    "s671545830"
+  ],
+  [
+    "p02257",
+    "s195442458"
+  ],
+  [
+    "p02257",
+    "s508927956"
+  ],
+  [
+    "p02257",
+    "s507009288"
+  ],
+  [
+    "p02257",
+    "s617195882"
+  ],
+  [
+    "p02257",
+    "s296748523"
+  ],
+  [
+    "p02262",
+    "s358258039"
+  ],
+  [
+    "p02266",
+    "s791208546"
+  ],
+  [
+    "p02266",
+    "s570077935"
+  ],
+  [
+    "p02270",
+    "s246115675"
+  ],
+  [
+    "p02270",
+    "s211537222"
+  ],
+  [
+    "p02315",
+    "s988928006"
+  ],
+  [
+    "p02315",
+    "s348180528"
+  ],
+  [
+    "p02315",
+    "s375420153"
+  ],
+  [
+    "p02315",
+    "s185433549"
+  ],
+  [
+    "p02315",
+    "s638584980"
+  ],
+  [
+    "p02315",
+    "s999195648"
+  ],
+  [
+    "p02315",
+    "s198350898"
+  ],
+  [
+    "p02315",
+    "s559384301"
+  ],
+  [
+    "p02405",
+    "s818343986"
+  ],
+  [
+    "p02405",
+    "s420364451"
+  ],
+  [
+    "p02405",
+    "s271673528"
+  ],
+  [
+    "p02405",
+    "s533742172"
+  ],
+  [
+    "p02405",
+    "s998917060"
+  ],
+  [
+    "p02405",
+    "s114514403"
+  ],
+  [
+    "p02405",
+    "s753091955"
+  ],
+  [
+    "p02405",
+    "s965928801"
+  ],
+  [
+    "p02405",
+    "s531961834"
+  ],
+  [
+    "p02405",
+    "s482585191"
+  ],
+  [
+    "p02405",
+    "s629552252"
+  ],
+  [
+    "p02405",
+    "s722855426"
+  ],
+  [
+    "p02405",
+    "s105765374"
+  ],
+  [
+    "p02405",
+    "s501548407"
+  ],
+  [
+    "p02405",
+    "s810409480"
+  ],
+  [
+    "p02405",
+    "s340202342"
+  ],
+  [
+    "p02405",
+    "s175166083"
+  ],
+  [
+    "p02405",
+    "s611478379"
+  ],
+  [
+    "p02405",
+    "s346094137"
+  ],
+  [
+    "p02405",
+    "s092564640"
+  ],
+  [
+    "p02405",
+    "s929286295"
+  ],
+  [
+    "p02405",
+    "s414641635"
+  ],
+  [
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\ No newline at end of file
diff --git a/datasets/codenet/2021-12-29-f=0.01/test.tfrecord b/datasets/codenet/2021-12-29-f=0.01/test.tfrecord
new file mode 100644
index 00000000..272b7dba
Binary files /dev/null and b/datasets/codenet/2021-12-29-f=0.01/test.tfrecord differ
diff --git a/datasets/codenet/2021-12-29-f=0.01/train-ids.json b/datasets/codenet/2021-12-29-f=0.01/train-ids.json
new file mode 100644
index 00000000..b204da62
--- /dev/null
+++ b/datasets/codenet/2021-12-29-f=0.01/train-ids.json
@@ -0,0 +1,80290 @@
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\ No newline at end of file
diff --git a/datasets/codenet/2021-12-29-f=0.01/train.tfrecord b/datasets/codenet/2021-12-29-f=0.01/train.tfrecord
new file mode 100644
index 00000000..c0291f7f
Binary files /dev/null and b/datasets/codenet/2021-12-29-f=0.01/train.tfrecord differ
diff --git a/datasets/codenet/2021-12-29-f=0.01/valid-ids.json b/datasets/codenet/2021-12-29-f=0.01/valid-ids.json
new file mode 100644
index 00000000..3ae28fa6
--- /dev/null
+++ b/datasets/codenet/2021-12-29-f=0.01/valid-ids.json
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+    "p04043",
+    "s521152027"
+  ],
+  [
+    "p04043",
+    "s207654453"
+  ],
+  [
+    "p04043",
+    "s306194038"
+  ],
+  [
+    "p04043",
+    "s289254276"
+  ],
+  [
+    "p04043",
+    "s877335597"
+  ],
+  [
+    "p04043",
+    "s246380310"
+  ],
+  [
+    "p04043",
+    "s396774364"
+  ],
+  [
+    "p04043",
+    "s965721357"
+  ],
+  [
+    "p04043",
+    "s995264028"
+  ],
+  [
+    "p04043",
+    "s846593417"
+  ],
+  [
+    "p04043",
+    "s301163854"
+  ],
+  [
+    "p04043",
+    "s454529086"
+  ],
+  [
+    "p04043",
+    "s795816084"
+  ],
+  [
+    "p04043",
+    "s664389824"
+  ],
+  [
+    "p04043",
+    "s155057658"
+  ],
+  [
+    "p04043",
+    "s805953029"
+  ],
+  [
+    "p04043",
+    "s976201489"
+  ],
+  [
+    "p04043",
+    "s094237403"
+  ],
+  [
+    "p04043",
+    "s546201369"
+  ],
+  [
+    "p04043",
+    "s612330449"
+  ],
+  [
+    "p04043",
+    "s177507040"
+  ],
+  [
+    "p04043",
+    "s731070228"
+  ],
+  [
+    "p04043",
+    "s489943932"
+  ],
+  [
+    "p04043",
+    "s026757829"
+  ],
+  [
+    "p04043",
+    "s004766349"
+  ],
+  [
+    "p04043",
+    "s434580420"
+  ],
+  [
+    "p04043",
+    "s162257343"
+  ],
+  [
+    "p04043",
+    "s924159545"
+  ],
+  [
+    "p04043",
+    "s871293419"
+  ],
+  [
+    "p04043",
+    "s214236713"
+  ],
+  [
+    "p04043",
+    "s175514380"
+  ],
+  [
+    "p04043",
+    "s029074857"
+  ],
+  [
+    "p04043",
+    "s890626128"
+  ],
+  [
+    "p04043",
+    "s462269492"
+  ],
+  [
+    "p04043",
+    "s448771020"
+  ],
+  [
+    "p04043",
+    "s426183558"
+  ],
+  [
+    "p04043",
+    "s594207390"
+  ],
+  [
+    "p04043",
+    "s975528624"
+  ],
+  [
+    "p04043",
+    "s084036492"
+  ],
+  [
+    "p04043",
+    "s092185861"
+  ],
+  [
+    "p04043",
+    "s831302168"
+  ],
+  [
+    "p04043",
+    "s333843654"
+  ],
+  [
+    "p04043",
+    "s734722221"
+  ],
+  [
+    "p04043",
+    "s664837204"
+  ],
+  [
+    "p04043",
+    "s848850401"
+  ],
+  [
+    "p04043",
+    "s076847912"
+  ],
+  [
+    "p04043",
+    "s338340971"
+  ],
+  [
+    "p04043",
+    "s800224370"
+  ],
+  [
+    "p04043",
+    "s980264942"
+  ],
+  [
+    "p04043",
+    "s834675936"
+  ],
+  [
+    "p04043",
+    "s599152438"
+  ],
+  [
+    "p04043",
+    "s236577986"
+  ],
+  [
+    "p04043",
+    "s848741702"
+  ],
+  [
+    "p04043",
+    "s025370341"
+  ],
+  [
+    "p04043",
+    "s682664017"
+  ]
+]
\ No newline at end of file
diff --git a/datasets/codenet/2021-12-29-f=0.01/valid.tfrecord b/datasets/codenet/2021-12-29-f=0.01/valid.tfrecord
new file mode 100644
index 00000000..de5be4c1
Binary files /dev/null and b/datasets/codenet/2021-12-29-f=0.01/valid.tfrecord differ
diff --git a/scripts/analyze_data.py b/scripts/analyze_data.py
index 2e90d2bc..e9c9736c 100644
--- a/scripts/analyze_data.py
+++ b/scripts/analyze_data.py
@@ -105,6 +105,34 @@ def inspect_spans(
       for i, (span_start, span_end, true_node, false_node, raise_node) in enumerate(zip(span_starts, span_ends, true_branch_nodes, false_branch_nodes, raise_nodes)):
         print(f"""Span {i} (--> {true_node},{false_node},{raise_node}): {' '.join(tokens[span_start:span_end + 1])}""")
 
+  def inspect_edges(
+      self, dataset_path=DEFAULT_DATASET_PATH, tokenizer_path=DEFAULT_TOKENIZER_PATH,
+      split='train', steps=None):
+    tokenizer = tokenization.load_tokenizer(path=tokenizer_path)
+    dataset = self.load_dataset(dataset_path, split=split)
+    max_shape = (0,)
+    all_edge_shapes = []
+    for step, example in itertools.islice(enumerate(tfds.as_numpy(dataset)), steps):
+      edge_dests = example['edge_dests']
+      edge_sources = example['edge_sources']
+      edge_types = example['edge_types']
+      if edge_sources.shape > max_shape:
+        print(example['num_edges'])
+        print(edge_sources.shape)
+        if example['num_edges'] <= 128:
+          max_shape = edge_sources.shape
+          print('max', max_shape)
+      all_edge_shapes.append(edge_sources.shape)
+
+      submission_id = example['submission_id'][0].decode('utf-8')
+      problem_id = example['problem_id'][0].decode('utf-8')
+      source, target = explore.get_source_and_target_for_submission(problem_id, submission_id)
+#       print(f"""Submission ID: {submission_id} {problem_id}
+# Source: {source}""")
+#       for i, (dest, src, t) in enumerate(zip(edge_dests, edge_sources, edge_types)):
+#         print(i, ':', dest, src, t)
+    print(max_shape)
+
   def inspect_targets(
       self, dataset_path=DEFAULT_DATASET_PATH, tokenizer_path=DEFAULT_TOKENIZER_PATH,
       split='train', steps=None):
diff --git a/scripts/process_cfp_raise.py b/scripts/process_cfp_raise.py
index 0b0cf3a7..564fef34 100644
--- a/scripts/process_cfp_raise.py
+++ b/scripts/process_cfp_raise.py
@@ -20,7 +20,8 @@ def generate_dataset(
     tfrecord_pattern=RAW_CFP_RAISE_DATA_PATH,
     tokenizer_path=DEFAULT_TOKENIZER_PATH,
     dataset_path=DEFAULT_CFP_RAISE_DATASET_PATH,
-    fraction=1.0):
+    fraction=1.0,
+    keep_errors_only=True):
   """Generates a TFRecord dataset from the control flow programs data.
 
   Args:
@@ -34,9 +35,13 @@ def generate_dataset(
     problems_gen = process_programs(
         tfrecord_path=tfrecord_path,
         tokenizer_path=tokenizer_path,
-        fraction=fraction)
-    basename = os.path.basename(tfrecord_path)
-
+        fraction=fraction,
+        keep_errors_only=keep_errors_only)
+    if keep_errors_only:
+      dataset_path = os.path.join(dataset_path, 'errors-only')
+    else:
+      dataset_path = os.path.join(dataset_path, 'errors-L2E')
+    os.makedirs(dataset_path, exist_ok=True)
     train_path = codenet_paths.make_tfrecord_path(dataset_path, 'train')
     valid_path = codenet_paths.make_tfrecord_path(dataset_path, 'valid')
     test_path = codenet_paths.make_tfrecord_path(dataset_path, 'test')
@@ -53,19 +58,31 @@ def generate_dataset(
             else:
               test_file_writer.write(record_bytes)
 
+def get_target_index(target, keep_errors_only):
+  error_idx_offset = 1 if keep_errors_only else 1000
+
+  if target == 'RuntimeError':
+    return error_idx_offset
+  elif target == 'AssertionError':
+    return error_idx_offset + 1
+
+  if keep_errors_only:
+    return error_idx_offset - 1
+  else:
+    return int(target)
 
 def process_programs(
     tfrecord_path,
     tokenizer_path=DEFAULT_TOKENIZER_PATH,
     fraction=1.0,
-    start_at=0):
+    start_at=0,
+    keep_errors_only=False):
   """Makes RuntimeErrorProblem objects per program using the tokenizer."""
   tokenizer = tokenization.load_tokenizer(path=tokenizer_path)
 
   basename = os.path.basename(tfrecord_path)
   tfrecord_paths = [tfrecord_path]
   dataset = cfp_raise_data_io.load_dataset(tfrecord_paths)
-
   count = 0
   for index, example in enumerate(dataset):
     if random.random() > fraction:
@@ -79,10 +96,11 @@ def process_programs(
     target = example['target'][0].numpy().decode('utf-8')
     original_step_limit = example['steps'][0].numpy()
 
-    if target == 'RuntimeError':
-      target_index = 1000  # Error class.
-    else:
-      target_index = int(target)
+    # if target == 'RuntimeError':
+    #   target_index = 1000  # Error class.
+    # else:
+    #   target_index = int(target)
+    target_index = get_target_index(target, keep_errors_only)
 
     problem = process.make_runtimeerrorproblem(
         source, target_index, tokenizer=tokenizer,
diff --git a/scripts/process_codenet.py b/scripts/process_codenet.py
index 7655e591..4cac9cb0 100644
--- a/scripts/process_codenet.py
+++ b/scripts/process_codenet.py
@@ -148,6 +148,37 @@ def generate_codenet_dataset(
   save_codenet_tfrecord(test_path, test_problems_gen, max_files=max_files)
 
 
+def generate_codenet_test_dataset(
+    tokenizer_path=DEFAULT_TOKENIZER_PATH,
+    dataset_path=DEFAULT_DATASET_PATH,
+    splits_path=DEFAULT_SPLITS_PATH,
+    include_docstrings=True,
+    fraction=1.0,
+    max_files=None):
+  """Generates a TFRecord dataset from the CodeNet test data.
+
+  Args:
+    tokenizer_path: The tokenizer data to use when generating the dataset.
+    dataset_path: The path to write the dataset to.
+    splits_path: The path to the split data.
+    include_docstrings: If True, adds a synthetic docstring at the start of
+      each submission, generated from the problem statement.
+    fraction: The fraction of submissions to include in the dataset.
+    max_files: (optional) The maximum number of submissions to use for
+      generating the tokenizer.
+  """
+  random.seed(0)
+  splits_dict = splits.load_splits(path=splits_path)
+
+  test_path = codenet_paths.make_tfrecord_path(dataset_path, 'test')
+
+  test_problems_gen = process_codenet(
+      tokenizer_path=tokenizer_path, problem_ids=splits_dict['test'],
+      include_docstrings=include_docstrings, fraction=fraction,
+      class_subsample_values='default')
+  save_codenet_tfrecord(test_path, test_problems_gen, max_files=max_files)
+
+
 def save_codenet_tfrecord(tfrecord_path, problems_gen, max_files=None):
   ids = []
   with tf.io.TFRecordWriter(tfrecord_path) as file_writer:
@@ -174,10 +205,14 @@ def process_codenet(
     problem_ids=None,
     include_docstrings=True,
     fraction=1.0,
+    class_subsample_values=None,
     start_at=0):
   """Makes RuntimeErrorProblem objects per submission using the tokenizer."""
   tokenizer = tokenization.load_tokenizer(path=tokenizer_path)
 
+  if class_subsample_values == 'default':
+    class_subsample_values = {1: 0.0660801055}
+
   if problem_ids:
     problem_and_submission_ids = codenet.get_split_problem_and_submission_ids_with_evals(
         problem_ids)
@@ -188,6 +223,7 @@ def process_codenet(
   count = 0
   yielded = 0
   runtime_error_count = 0
+  sampled_out_count = 0
   udf_count = 0
   syntax_error_count = 0
   py2_skip = 0
@@ -234,6 +270,13 @@ def process_codenet(
       if target_lineno:  # 0 indicates no error, and should remain 0.
         target_lineno += len(docstring.split('\n')) + 1
 
+    if class_subsample_values:
+      if target in class_subsample_values:
+        subsample_value = class_subsample_values[target]
+        if random.random() > subsample_value:
+          sampled_out_count += 1
+          continue
+
     try:
       problem = process.make_runtimeerrorproblem(
           source, target,
@@ -293,6 +336,7 @@ def process_codenet(
   print(f'Final Syntax Error Count: {syntax_error_count}')
   print(f'Final UDF Count: {udf_count}')
   print(f'Final Runtime Error Count: {runtime_error_count}')
+  print(f'Final Sampled-out Count: {sampled_out_count}')
   print(f'Final Count: {count}')
   print(f'Final PY2 count: {py2_skip}')
   print(f'Final assertion_error_count: {assertion_error_count}')
diff --git a/scripts/runner.py b/scripts/runner.py
index bf09d0c5..ee36f13d 100644
--- a/scripts/runner.py
+++ b/scripts/runner.py
@@ -15,6 +15,7 @@
 
 flags.DEFINE_string('dataset_path', DEFAULT_DATASET_PATH, 'Dataset path.')
 flags.DEFINE_string('split', 'train', 'Split for training.')
+flags.DEFINE_string('mode', 'train', 'Runner mode')
 config_flags.DEFINE_config_file(
     name='config', default=DEFAULT_CONFIG_PATH, help_string='Config file.'
 )
@@ -29,8 +30,14 @@ def main(argv):
   config = FLAGS.config
   jnp.set_printoptions(threshold=config.printoptions_threshold)
   info = info_lib.get_dataset_info(dataset_path, config)
-  trainer.Trainer(config=config, info=info).run_train(
-      dataset_path=dataset_path, split=split)
+  if FLAGS.mode == 'train':
+    trainer.Trainer(config=config, info=info).run_train(
+        dataset_path=dataset_path, split=split, steps=config.train_steps)
+  elif FLAGS.mode == 'test':
+    trainer.Trainer(config=config, info=info).run_test(
+        dataset_path=dataset_path, split=split)
+  else:
+    raise ValueError('Unexpected mode', FLAGS.mode)
 
 
 if __name__ == '__main__':