pytorch/test/test_typing.py

239 lines
7.1 KiB
Python

# Owner(s): ["module: typing"]
# based on NumPy numpy/typing/tests/test_typing.py
import itertools
import os
import re
import shutil
from collections import defaultdict
from typing import IO, Dict, List, Optional
import pytest
from torch.testing._internal.common_utils import run_tests
try:
from mypy import api
except ImportError:
NO_MYPY = True
else:
NO_MYPY = False
DATA_DIR = os.path.join(os.path.dirname(__file__), "typing")
REVEAL_DIR = os.path.join(DATA_DIR, "reveal")
PASS_DIR = os.path.join(DATA_DIR, "pass")
FAIL_DIR = os.path.join(DATA_DIR, "fail")
MYPY_INI = os.path.join(DATA_DIR, os.pardir, os.pardir, "mypy.ini")
CACHE_DIR = os.path.join(DATA_DIR, ".mypy_cache")
#: A dictionary with file names as keys and lists of the mypy stdout as values.
#: To-be populated by `run_mypy`.
OUTPUT_MYPY: Dict[str, List[str]] = {}
def _key_func(key: str) -> str:
"""Split at the first occurance of the ``:`` character.
Windows drive-letters (*e.g.* ``C:``) are ignored herein.
"""
drive, tail = os.path.splitdrive(key)
return os.path.join(drive, tail.split(":", 1)[0])
def _strip_filename(msg: str) -> str:
"""Strip the filename from a mypy message."""
_, tail = os.path.splitdrive(msg)
return tail.split(":", 1)[-1]
@pytest.mark.skipif(NO_MYPY, reason="Mypy is not installed")
@pytest.fixture(scope="module", autouse=True)
def run_mypy() -> None:
"""Clears the cache and run mypy before running any of the typing tests.
The mypy results are cached in `OUTPUT_MYPY` for further use.
"""
if os.path.isdir(CACHE_DIR):
shutil.rmtree(CACHE_DIR)
for directory in (REVEAL_DIR, PASS_DIR, FAIL_DIR):
# Run mypy
stdout, stderr, _ = api.run(
[
"--show-absolute-path",
"--config-file",
MYPY_INI,
"--cache-dir",
CACHE_DIR,
directory,
]
)
assert not stderr, directory
stdout = stdout.replace("*", "")
# Parse the output
iterator = itertools.groupby(stdout.split("\n"), key=_key_func)
OUTPUT_MYPY.update((k, list(v)) for k, v in iterator if k)
def get_test_cases(directory):
for root, _, files in os.walk(directory):
for fname in files:
if os.path.splitext(fname)[-1] == ".py":
fullpath = os.path.join(root, fname)
# Use relative path for nice py.test name
relpath = os.path.relpath(fullpath, start=directory)
yield pytest.param(
fullpath,
# Manually specify a name for the test
id=relpath,
)
@pytest.mark.skipif(NO_MYPY, reason="Mypy is not installed")
@pytest.mark.parametrize("path", get_test_cases(PASS_DIR))
def test_success(path):
# Alias `OUTPUT_MYPY` so that it appears in the local namespace
output_mypy = OUTPUT_MYPY
if path in output_mypy:
msg = "Unexpected mypy output\n\n"
msg += "\n".join(_strip_filename(v) for v in output_mypy[path])
raise AssertionError(msg)
@pytest.mark.skipif(NO_MYPY, reason="Mypy is not installed")
@pytest.mark.parametrize("path", get_test_cases(FAIL_DIR))
def test_fail(path):
__tracebackhide__ = True
with open(path) as fin:
lines = fin.readlines()
errors = defaultdict(lambda: "")
output_mypy = OUTPUT_MYPY
assert path in output_mypy
for error_line in output_mypy[path]:
error_line = _strip_filename(error_line)
match = re.match(
r"(?P<lineno>\d+): (error|note): .+$",
error_line,
)
if match is None:
raise ValueError(f"Unexpected error line format: {error_line}")
lineno = int(match.group('lineno'))
errors[lineno] += f'{error_line}\n'
for i, line in enumerate(lines):
lineno = i + 1
if line.startswith('#') or (" E:" not in line and lineno not in errors):
continue
target_line = lines[lineno - 1]
if "# E:" in target_line:
marker = target_line.split("# E:")[-1].strip()
expected_error = errors.get(lineno)
_test_fail(path, marker, expected_error, lineno)
else:
pytest.fail(f"Unexpected mypy output\n\n{errors[lineno]}")
_FAIL_MSG1 = """Extra error at line {}
Extra error: {!r}
"""
_FAIL_MSG2 = """Error mismatch at line {}
Expected error: {!r}
Observed error: {!r}
"""
def _test_fail(path: str, error: str, expected_error: Optional[str], lineno: int) -> None:
if expected_error is None:
raise AssertionError(_FAIL_MSG1.format(lineno, error))
elif error not in expected_error:
raise AssertionError(_FAIL_MSG2.format(lineno, expected_error, error))
def _construct_format_dict():
dct = {
'ModuleList': 'torch.nn.modules.container.ModuleList',
'AdaptiveAvgPool2d': 'torch.nn.modules.pooling.AdaptiveAvgPool2d',
'AdaptiveMaxPool2d': 'torch.nn.modules.pooling.AdaptiveMaxPool2d',
'Tensor': 'torch._tensor.Tensor',
'Adagrad': 'torch.optim.adagrad.Adagrad',
'Adam': 'torch.optim.adam.Adam',
}
return dct
#: A dictionary with all supported format keys (as keys)
#: and matching values
FORMAT_DICT: Dict[str, str] = _construct_format_dict()
def _parse_reveals(file: IO[str]) -> List[str]:
"""Extract and parse all ``" # E: "`` comments from the passed file-like object.
All format keys will be substituted for their respective value from `FORMAT_DICT`,
*e.g.* ``"{Tensor}"`` becomes ``"torch.tensor.Tensor"``.
"""
string = file.read().replace("*", "")
# Grab all `# E:`-based comments
comments_array = [str.partition(" # E: ")[2] for str in string.split("\n")]
comments = "/n".join(comments_array)
# Only search for the `{*}` pattern within comments,
# otherwise there is the risk of accidently grabbing dictionaries and sets
key_set = set(re.findall(r"\{(.*?)\}", comments))
kwargs = {
k: FORMAT_DICT.get(k, f"<UNRECOGNIZED FORMAT KEY {k!r}>") for k in key_set
}
fmt_str = comments.format(**kwargs)
return fmt_str.split("/n")
@pytest.mark.skipif(NO_MYPY, reason="Mypy is not installed")
@pytest.mark.parametrize("path", get_test_cases(REVEAL_DIR))
def test_reveal(path):
__tracebackhide__ = True
with open(path) as fin:
lines = _parse_reveals(fin)
output_mypy = OUTPUT_MYPY
assert path in output_mypy
for error_line in output_mypy[path]:
match = re.match(
r"^.+\.py:(?P<lineno>\d+): note: .+$",
error_line,
)
if match is None:
raise ValueError(f"Unexpected reveal line format: {error_line}")
lineno = int(match.group("lineno")) - 1
assert "Revealed type is" in error_line
marker = lines[lineno]
_test_reveal(path, marker, error_line, 1 + lineno)
_REVEAL_MSG = """Reveal mismatch at line {}
Expected reveal: {!r}
Observed reveal: {!r}
"""
def _test_reveal(path: str, reveal: str, expected_reveal: str, lineno: int) -> None:
if reveal not in expected_reveal:
raise AssertionError(_REVEAL_MSG.format(lineno, expected_reveal, reveal))
if __name__ == "__main__":
run_tests()