Small refactor and cleanup of trainer.py.

PiperOrigin-RevId: 752362747

Author: Scenic Authors

scenic/train_lib/tests/test_train_utils.py

@@ -0,0 +1,76 @@
+# Copyright 2024 The Scenic Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for training utility functions in train_lib.train_utils.
+
+This file covers tests for the Chrono context manager.
+"""
+
+from unittest import mock
+
+from absl.testing import absltest
+from scenic.train_lib import train_utils
+
+
+class ChronoPausedTest(absltest.TestCase):
+  """Tests the Chrono.paused context manager for correct behavior."""
+
+  @mock.patch("jax.block_until_ready", autospec=True)
+  @mock.patch("time.monotonic")
+  def test_paused_context_manager_waits_executes_the_code_block_and_resumes(
+      self, mock_monotonic, mock_block_until_ready
+  ):
+    """Tests the Chrono.paused context manager in a normal flow."""
+    chrono = train_utils.Chrono()
+    before_pause, after_pause, after_resume = 100.0, 101.1, 105.5
+    mock_monotonic.side_effect = [before_pause, after_pause, after_resume]
+    wait_for_ops = [mock.MagicMock()]  # Dummy operations to await.
+
+    with chrono.paused(wait_for=wait_for_ops):
+      mock_block_until_ready.assert_called_once_with(wait_for_ops)
+      self.assertEqual(chrono.pause_start, before_pause)
+
+    self.assertIsNone(chrono.pause_start)  # Should be reset by resume
+    self.assertEqual(chrono.paused_time, after_pause - before_pause)
+    self.assertEqual(mock_monotonic.call_count, 3)  # init, pause, and resume
+
+  @mock.patch("jax.block_until_ready", autospec=True)
+  @mock.patch("time.monotonic")
+  def test_paused_context_manager_with_exception_calls_resume(
+      self, mock_monotonic, mock_block_until_ready
+  ):
+    """Tests that Chrono.resume is called even if an exception occurs."""
+    chrono = train_utils.Chrono()
+    before_pause, after_pause, after_resume = 100.0, 101.1, 105.5
+    mock_monotonic.side_effect = [before_pause, after_pause, after_resume]
+    wait_for_ops = ("dummy_op",)
+    custom_exception = ValueError("Test exception inside context")
+
+    # Disable linting since the assertion against the exception must be done
+    # within the context manager. The assertions below the context blocks are
+    # not affected by the exception, despite the highlighting (or dimming).
+    with self.assertRaises(ValueError) as context:  # pylint: disable=g-error-prone-assert-raises
+      with chrono.paused(wait_for=wait_for_ops):
+        mock_block_until_ready.assert_called_once_with(wait_for_ops)
+        self.assertEqual(chrono.pause_start, before_pause)
+        raise custom_exception
+      self.assertEqual(context.exception, custom_exception)
+
+    self.assertIsNone(chrono.pause_start)  # Should be reset by resume
+    self.assertEqual(chrono.paused_time, after_pause - before_pause)
+    self.assertEqual(mock_monotonic.call_count, 3)  # init, pause, and resume
+
+
+if __name__ == "__main__":
+  absltest.main()

scenic/train_lib/train_utils.py

@@ -15,12 +15,13 @@
 """Utility functions for Training."""
 
 import collections.abc as collections
+import contextlib
 import copy
 import functools
 import os
 import re
 import time
-from typing import Any, Callable, Dict, Mapping, Optional, Sequence, Tuple, Union
+from typing import Any, Callable, Dict, Iterable, Mapping, Optional, Sequence, Tuple, Union
 
 from absl import logging
 from clu import metric_writers
@@ -280,7 +281,7 @@ def _initialize_model(rngs):
                     **dummy_input,
                     train=False,
                     debug=False,
-                    **model_kwargs
+                    **model_kwargs,
                 )
             ),
             'params',
@@ -486,7 +487,8 @@ def _initialize_model(rngs):
     with jax.default_device(jax.local_devices(backend='cpu')[0]):
       init_model_state, init_params = flax.core.pop(
           flax.core.freeze(nn.init(fn=init_fn, module=model_def)(rngs)),
-          'params')
+          'params',
+      )
       # Set bias in the head to low value, such that loss is small initially.
       if (
           config.get('init_head_bias', None) is not None
@@ -1261,6 +1263,27 @@ def load(self, ckpt={}):  # pylint: disable=dangerous-default-value
     self.accum_pause_time = ckpt.get('accum_pause_time', 0.0)
     self.accum_examples_seen = ckpt.get('accum_examples_seen', 0)
 
+  @contextlib.contextmanager
+  def paused(self, wait_for: Iterable[Any] = ()):
+    """A context manager for temporarily pausing to await arguments.
+
+    Example:
+        with chrono.paused(wait_for=some_jax_operations):
+            # Operations to perform while chrono is paused
+            ...
+
+    Args:
+      wait_for: An iterable of JAX operations to wait for before pausing.
+
+    Yields:
+      The Chrono object.
+    """
+    self.pause(wait_for=wait_for)
+    try:
+      yield self
+    finally:
+      self.resume()
+
 
 def barrier_across_hosts():
   """Ensure all hosts stay up until the end, otherwise the program may hang."""