pytorch/scripts/compile_tests/failures_histogram.py
rzou 41dfd0e063 Update Dynamo passrate/histogram scripts (#118752)
Changelog:
- Don't count running PYTORCH_TEST_WITH_DYNAMO=1 on dynamo/ tests in the pass
rate. This was a bug (we were counting all of these as failing, but in
reality, most of these pass). The net effect is that the passrate is (artifically)
6% higher.
- Have the histogram script filter out skips based on the passrate metric.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/118752
Approved by: https://github.com/jamesjwu
2024-01-31 19:15:17 +00:00

88 lines
2.6 KiB
Python

import argparse
import re
from common import get_testcases, key, open_test_results, skipped_test
from passrate import compute_pass_rate
"""
python failures_histogram.py eager_logs_for_py311/ dynamo_logs_for_py311/
Analyzes skip reasons for Dynamo tests and prints a histogram with repro
commands. You'll need to download the test reports for the Dynamo shards
and put them under the specified directory; ditto for the eager shards.
"""
def skip_reason(testcase):
for child in testcase.iter():
if child.tag != "skipped":
continue
return child.attrib["message"]
raise AssertionError("no message?")
def skip_reason_normalized(testcase):
for child in testcase.iter():
if child.tag != "skipped":
continue
result = child.attrib["message"].split("\n")[0]
result = result.split(">")[0]
result = re.sub(r"0x\w+", "0xDEADBEEF", result)
result = re.sub(r"MagicMock id='\d+'", "MagicMock id='0000000000'", result)
result = re.sub(r"issues/\d+", "issues/XXX", result)
return result
raise AssertionError("no message?")
def get_failures(testcases):
skipped = [t for t in testcases if skipped_test(t)]
skipped_dict = {}
for s in skipped:
reason = skip_reason_normalized(s)
if reason not in skipped_dict:
skipped_dict[reason] = []
skipped_dict[reason].append(s)
result = []
for s, v in skipped_dict.items():
result.append((len(v), s, v))
result.sort(reverse=True)
return result
def repro(testcase):
return f"PYTORCH_TEST_WITH_DYNAMO=1 pytest {testcase.attrib['file']} -v -k {testcase.attrib['name']}"
# e.g. "17c5f69852/eager", "17c5f69852/dynamo"
def failures_histogram(eager_dir, dynamo_dir):
fail_keys = compute_pass_rate(eager_dir, dynamo_dir)
xmls = open_test_results(dynamo_dir)
testcases = get_testcases(xmls)
testcases = [t for t in testcases if key(t) in fail_keys]
dct = get_failures(testcases)
a = [(x, y, repro(z[0])) for x, y, z in dct]
counts, _, _ = zip(*a)
print("(num_failed_tests, error_msg, sample_test)")
for row in a:
print(row)
print("[counts]", sum(counts))
if __name__ == "__main__":
parser = argparse.ArgumentParser(
prog="failures_histogram",
description="See statistics about skipped Dynamo tests",
)
# linux-focal-py3.11-clang10 (default) Test Reports (xml) directory
parser.add_argument("eager_dir")
# linux-focal-py3.11-clang10 (dynamo) Test Reports (xml) directory
parser.add_argument("dynamo_dir")
args = parser.parse_args()
failures_histogram(args.eager_dir, args.dynamo_dir)