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This can be used to enable debug logging for specific files (e.g. `JAX_DEBUG_LOG_MODULES="jax._src.xla_bridge,jax._src.dispatch"`) or all jax (`JAX_DEBUG_LOG_MODULES="jax"`). Example output: ``` $ JAX_DEBUG_LOG_MODULES=jax python3 -c "import jax; jax.numpy.add(1,1)" DEBUG:2023-06-07 00:27:57,399:jax._src.xla_bridge:352: No jax_plugins namespace packages available DEBUG:2023-06-07 00:27:57,488:jax._src.path:29: etils.epath found. Using etils.epath for file I/O. DEBUG:2023-06-07 00:27:57,663:jax._src.dispatch:272: Finished tracing + transforming fn for pjit in 0.0005719661712646484 sec DEBUG:2023-06-07 00:27:57,664:jax._src.xla_bridge:590: Initializing backend 'tpu' DEBUG:2023-06-07 00:28:00,502:jax._src.xla_bridge:602: Backend 'tpu' initialized DEBUG:2023-06-07 00:28:00,502:jax._src.xla_bridge:590: Initializing backend 'cpu' DEBUG:2023-06-07 00:28:00,542:jax._src.xla_bridge:602: Backend 'cpu' initialized DEBUG:2023-06-07 00:28:00,544:jax._src.interpreters.pxla:1890: Compiling fn for with global shapes and types [ShapedArray(int32[], weak_type=True), ShapedArray(int32[], weak_type=True)]. Argument mapping: (GSPMDSharding({replicated}), GSPMDSharding({replicated})). DEBUG:2023-06-07 00:28:00,547:jax._src.dispatch:272: Finished jaxpr to MLIR module conversion jit(fn) in 0.0023522377014160156 sec DEBUG:2023-06-07 00:28:00,547:jax._src.xla_bridge:140: get_compile_options: num_replicas=1 num_partitions=1 device_assignment=[[TpuDevice(id=0, process_index=0, coords=(0,0,0), core_on_chip=0)]] DEBUG:2023-06-07 00:28:00,571:jax._src.dispatch:272: Finished XLA compilation of jit(fn) in 0.023587703704833984 sec ```
88 lines
2.8 KiB
Python
88 lines
2.8 KiB
Python
# Copyright 2023 The JAX Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import contextlib
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import io
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import logging
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import jax
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from jax import config
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import jax._src.test_util as jtu
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# Note: importing absltest causes an extra absl root log handler to be
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# registered, which causes extra debug log messages. We don't expect users to
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# import absl logging, so it should only affect this test. We need to use
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# absltest.main and config.parse_flags_with_absl() in order for jax_test flag
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# parsing to work correctly with bazel (otherwise we could avoid importing
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# absltest/absl logging altogether).
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from absl.testing import absltest
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jax.config.parse_flags_with_absl()
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@contextlib.contextmanager
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def capture_jax_logs():
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log_output = io.StringIO()
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handler = logging.StreamHandler(log_output)
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logger = logging.getLogger("jax")
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logger.addHandler(handler)
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try:
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yield log_output
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finally:
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logger.removeHandler(handler)
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class LoggingTest(jtu.JaxTestCase):
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def test_debug_logging(self):
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# Warmup so we don't get "No GPU/TPU" warning later.
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jax.jit(lambda x: x + 1)(1)
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# Nothing logged by default (except warning messages, which we don't expect
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# here).
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with capture_jax_logs() as log_output:
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jax.jit(lambda x: x + 1)(1)
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self.assertEmpty(log_output.getvalue())
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# Turn on all debug logging.
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config.update("jax_debug_log_modules", "jax")
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with capture_jax_logs() as log_output:
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jax.jit(lambda x: x + 1)(1)
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self.assertIn("Finished tracing + transforming", log_output.getvalue())
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self.assertIn("Compiling <lambda>", log_output.getvalue())
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# Turn off all debug logging.
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config.update("jax_debug_log_modules", None)
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with capture_jax_logs() as log_output:
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jax.jit(lambda x: x + 1)(1)
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self.assertEmpty(log_output.getvalue())
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# Turn on one module.
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config.update("jax_debug_log_modules", "jax._src.dispatch")
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with capture_jax_logs() as log_output:
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jax.jit(lambda x: x + 1)(1)
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self.assertIn("Finished tracing + transforming", log_output.getvalue())
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self.assertNotIn("Compiling <lambda>", log_output.getvalue())
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# Turn everything off again.
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config.update("jax_debug_log_modules", None)
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with capture_jax_logs() as log_output:
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jax.jit(lambda x: x + 1)(1)
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self.assertEmpty(log_output.getvalue())
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if __name__ == "__main__":
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absltest.main(testLoader=jtu.JaxTestLoader())
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