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After all of the preparatory commits, this is a subset of the changes in https://github.com/pytorch/pytorch/pull/89392 that actually change us to propagating fake tensors to backends. Signed-off-by: Edward Z. Yang <ezyangfb.com> This is the merger of Ed's PR #89672, which is a rewrite of an older PR of mine (#89392), with CI Fixes on top of it (#89773) Pull Request resolved: https://github.com/pytorch/pytorch/pull/90039 Approved by: https://github.com/ezyang
130 lines
4.5 KiB
Python
130 lines
4.5 KiB
Python
import os
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import re
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import subprocess
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import tempfile
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import unittest
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import torch
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import torch._dynamo
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import torch._dynamo.test_case
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from torch._dynamo.debug_utils import TEST_REPLACEABLE_COMMENT
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class MinifierTestBase(torch._dynamo.test_case.TestCase):
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_debug_dir_obj = tempfile.TemporaryDirectory()
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DEBUG_DIR = _debug_dir_obj.name
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@classmethod
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def setUpClass(cls):
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super().setUpClass()
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cls._exit_stack.enter_context(
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unittest.mock.patch.object(
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torch._dynamo.config,
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"debug_dir_root",
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cls.DEBUG_DIR,
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)
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)
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os.makedirs(cls.DEBUG_DIR, exist_ok=True)
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@classmethod
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def tearDownClass(cls):
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cls._debug_dir_obj.cleanup()
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cls._exit_stack.close()
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def setUp(self):
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super().setUp()
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def tearDown(self):
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super().tearDown()
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# Search for the name of the first function defined in a code string.
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def _get_fn_name(self, code):
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fn_name_match = re.search(r"def (\w+)\(", code)
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if fn_name_match is not None:
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return fn_name_match.group(1)
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return None
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# Run `code` in a separate python process.
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# Returns the completed process state and the directory containing the
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# minifier launcher script, if `code` outputted it.
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def _run_test_code(self, code):
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proc = subprocess.run(
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["python3", "-c", code], capture_output=True, cwd=self.DEBUG_DIR
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)
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repro_dir_match = re.search(
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r"(\S+)minifier_launcher.py", proc.stderr.decode("utf-8")
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)
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if repro_dir_match is not None:
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# Print repro directory for debugging generated code.
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# Make sure to comment out `shutil.rmtree...` above as well.
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print("repro dir:", repro_dir_match.group(1))
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return proc, repro_dir_match.group(1)
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return proc, None
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# Patch generated files with testing patches
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def _inject_code(self, patch_code, filename):
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patch_code = f"""\
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{patch_code}
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torch._dynamo.config.debug_dir_root = "{self.DEBUG_DIR}"
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"""
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with open(filename, "r") as f:
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code = f.read()
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code = code.replace(TEST_REPLACEABLE_COMMENT, patch_code)
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with open(filename, "w") as f:
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f.write(code)
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return code
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# Runs the minifier launcher script in `repro_dir`, patched with `patch_code`.
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def _run_minifier_launcher(self, patch_code, repro_dir):
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self.assertIsNotNone(repro_dir)
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launch_file = os.path.join(repro_dir, "minifier_launcher.py")
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self.assertTrue(os.path.exists(launch_file))
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launch_code = self._inject_code(patch_code, launch_file)
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launch_proc = subprocess.run(
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["python3", launch_file],
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capture_output=True,
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cwd=repro_dir,
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)
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return launch_proc, launch_code
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# Runs the repro script in `repro_dir`, patched with `patch_code`
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def _run_repro(self, patch_code, repro_dir):
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self.assertIsNotNone(repro_dir)
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repro_file = os.path.join(repro_dir, "repro.py")
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self.assertTrue(os.path.exists(repro_file))
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repro_code = self._inject_code(patch_code, repro_file)
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repro_proc = subprocess.run(
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["python3", repro_file], capture_output=True, cwd=repro_dir
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)
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return repro_proc, repro_code
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# Template for testing code.
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# `run_code` is the code to run for the test case.
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# `patch_code` is the code to be patched in every generated file.
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def _gen_test_code(self, run_code, repro_after, repro_level, patch_code):
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return f"""\
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import torch
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import torch._dynamo
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{patch_code}
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torch._dynamo.config.repro_after = "{repro_after}"
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torch._dynamo.config.repro_level = {repro_level}
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torch._dynamo.config.debug_dir_root = "{self.DEBUG_DIR}"
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{run_code}
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"""
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# Runs a full minifier test.
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# Minifier tests generally consist of 3 stages:
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# 1. Run the problematic code (in a separate process since it could segfault)
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# 2. Run the generated minifier launcher script
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# 3. Run the generated repro script
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def _run_full_test(self, run_code, repro_after, repro_level, patch_code):
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test_code = self._gen_test_code(run_code, repro_after, repro_level, patch_code)
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test_proc, repro_dir = self._run_test_code(test_code)
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self.assertIsNotNone(repro_dir)
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launch_proc, launch_code = self._run_minifier_launcher(patch_code, repro_dir)
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repro_proc, repro_code = self._run_repro(patch_code, repro_dir)
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return ((test_proc, launch_proc, repro_proc), (launch_code, repro_code))
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