9f73127a23
* Cleanup Python GPU tests. - Remove the use of `gpu_hist` and `gpu_id` in cudf/cupy tests. - Move base margin test into the testing directory.
276 lines
8.2 KiB
Python
276 lines
8.2 KiB
Python
import argparse
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import os
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import pathlib
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import subprocess
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import sys
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from collections import Counter
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from multiprocessing import Pool, cpu_count
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from typing import Dict, List, Tuple
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from test_utils import PY_PACKAGE, ROOT, cd, print_time, record_time
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class LintersPaths:
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"""The paths each linter run on."""
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BLACK = (
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# core
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"python-package/",
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# tests
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"tests/python/test_config.py",
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"tests/python/test_data_iterator.py",
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"tests/python/test_dmatrix.py",
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"tests/python/test_dt.py",
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"tests/python/test_demos.py",
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"tests/python/test_predict.py",
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"tests/python/test_quantile_dmatrix.py",
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"tests/python/test_tree_regularization.py",
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"tests/python/test_shap.py",
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"tests/python/test_with_pandas.py",
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"tests/python-gpu/",
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"tests/python-sycl/",
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"tests/test_distributed/test_with_spark/",
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"tests/test_distributed/test_gpu_with_spark/",
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# demo
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"demo/dask/",
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"demo/rmm_plugin",
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"demo/json-model/json_parser.py",
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"demo/guide-python/cat_in_the_dat.py",
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"demo/guide-python/callbacks.py",
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"demo/guide-python/categorical.py",
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"demo/guide-python/cat_pipeline.py",
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"demo/guide-python/feature_weights.py",
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"demo/guide-python/sklearn_parallel.py",
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"demo/guide-python/spark_estimator_examples.py",
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"demo/guide-python/external_memory.py",
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"demo/guide-python/individual_trees.py",
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"demo/guide-python/quantile_regression.py",
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"demo/guide-python/multioutput_regression.py",
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"demo/guide-python/learning_to_rank.py",
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"demo/guide-python/quantile_data_iterator.py",
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"demo/guide-python/update_process.py",
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"demo/aft_survival/aft_survival_viz_demo.py",
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# CI
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"tests/ci_build/lint_python.py",
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"tests/ci_build/test_r_package.py",
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"tests/ci_build/test_utils.py",
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"tests/ci_build/change_version.py",
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)
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ISORT = (
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# core
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"python-package/",
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# tests
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"tests/test_distributed/",
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"tests/python/",
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"tests/python-gpu/",
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"tests/ci_build/",
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# demo
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"demo/",
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# misc
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"dev/",
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"doc/",
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)
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MYPY = (
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# core
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"python-package/",
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# tests
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"tests/python/test_dt.py",
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"tests/python/test_demos.py",
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"tests/python/test_data_iterator.py",
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"tests/python-gpu/test_gpu_data_iterator.py",
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"tests/python-gpu/load_pickle.py",
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"tests/test_distributed/test_with_spark/test_data.py",
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"tests/test_distributed/test_gpu_with_spark/test_data.py",
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"tests/test_distributed/test_gpu_with_dask/test_gpu_with_dask.py",
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# demo
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"demo/json-model/json_parser.py",
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"demo/guide-python/external_memory.py",
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"demo/guide-python/cat_in_the_dat.py",
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"demo/guide-python/categorical.py",
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"demo/guide-python/cat_pipeline.py",
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"demo/guide-python/feature_weights.py",
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"demo/guide-python/individual_trees.py",
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"demo/guide-python/quantile_regression.py",
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"demo/guide-python/multioutput_regression.py",
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"demo/guide-python/learning_to_rank.py",
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"demo/aft_survival/aft_survival_viz_demo.py",
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# CI
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"tests/ci_build/lint_python.py",
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"tests/ci_build/test_r_package.py",
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"tests/ci_build/test_utils.py",
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"tests/ci_build/change_version.py",
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)
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def check_cmd_print_failure_assistance(cmd: List[str]) -> bool:
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if subprocess.run(cmd).returncode == 0:
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return True
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subprocess.run([cmd[0], "--version"])
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msg = """
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Please run the following command on your machine to address the error:
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"""
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msg += " ".join(cmd)
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print(msg, file=sys.stderr)
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return False
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@record_time
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@cd(PY_PACKAGE)
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def run_black(rel_path: str, fix: bool) -> bool:
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cmd = ["black", "-q", os.path.join(ROOT, rel_path)]
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if not fix:
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cmd += ["--check"]
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return check_cmd_print_failure_assistance(cmd)
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@record_time
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@cd(PY_PACKAGE)
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def run_isort(rel_path: str, fix: bool) -> bool:
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# Isort gets confused when trying to find the config file, so specified explicitly.
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cmd = [
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"isort",
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"--settings-path",
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PY_PACKAGE,
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f"--src={PY_PACKAGE}",
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os.path.join(ROOT, rel_path),
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]
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if not fix:
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cmd += ["--check"]
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return check_cmd_print_failure_assistance(cmd)
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@record_time
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@cd(PY_PACKAGE)
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def run_mypy(rel_path: str) -> bool:
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cmd = ["mypy", os.path.join(ROOT, rel_path)]
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return check_cmd_print_failure_assistance(cmd)
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class PyLint:
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"""A helper for running pylint, mostly copied from dmlc-core/scripts."""
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MESSAGE_CATEGORIES = {
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"Fatal",
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"Error",
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"Warning",
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"Convention",
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"Refactor",
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"Information",
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}
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MESSAGE_PREFIX_TO_CATEGORY = {
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category[0]: category for category in MESSAGE_CATEGORIES
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}
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@classmethod
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@cd(PY_PACKAGE)
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def get_summary(cls, path: str) -> Tuple[str, Dict[str, int], str, str, bool]:
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"""Get the summary of pylint's errors, warnings, etc."""
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ret = subprocess.run(["pylint", path], capture_output=True)
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stdout = ret.stdout.decode("utf-8")
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emap: Dict[str, int] = Counter()
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for line in stdout.splitlines():
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if ":" in line and (
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category := cls.MESSAGE_PREFIX_TO_CATEGORY.get(
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line.split(":")[-2].strip()[0]
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)
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):
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emap[category] += 1
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return path, emap, stdout, ret.stderr.decode("utf-8"), ret.returncode == 0
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@staticmethod
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def print_summary_map(result_map: Dict[str, Dict[str, int]]) -> int:
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"""Print summary of certain result map."""
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if len(result_map) == 0:
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return 0
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ftype = "Python"
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nfail = sum(map(bool, result_map.values()))
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print(
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f"====={len(result_map) - nfail}/{len(result_map)} {ftype} files passed check====="
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)
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for fname, emap in result_map.items():
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if emap:
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print(
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f"{fname}: {sum(emap.values())} Errors of {len(emap)} Categories map={emap}"
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)
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return nfail
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@classmethod
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def run(cls) -> bool:
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"""Run pylint with parallelization on a batch of paths."""
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all_errors: Dict[str, Dict[str, int]] = {}
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with Pool(cpu_count()) as pool:
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error_maps = pool.map(
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cls.get_summary,
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(os.fspath(file) for file in pathlib.Path(PY_PACKAGE).glob("**/*.py")),
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)
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for path, emap, out, err, succeeded in error_maps:
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all_errors[path] = emap
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if succeeded:
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continue
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print(out)
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if len(err) != 0:
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print(err)
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nerr = cls.print_summary_map(all_errors)
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return nerr == 0
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@record_time
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def run_pylint() -> bool:
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return PyLint.run()
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@record_time
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def main(args: argparse.Namespace) -> None:
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if args.format == 1:
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black_results = [run_black(path, args.fix) for path in LintersPaths.BLACK]
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if not all(black_results):
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sys.exit(-1)
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isort_results = [run_isort(path, args.fix) for path in LintersPaths.ISORT]
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if not all(isort_results):
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sys.exit(-1)
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if args.type_check == 1:
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mypy_results = [run_mypy(path) for path in LintersPaths.MYPY]
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if not all(mypy_results):
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sys.exit(-1)
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if args.pylint == 1:
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if not run_pylint():
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sys.exit(-1)
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if __name__ == "__main__":
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parser = argparse.ArgumentParser(
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description=(
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"Run static checkers for XGBoost, see `python_lint.yml' "
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"conda env file for a list of dependencies."
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)
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)
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parser.add_argument("--format", type=int, choices=[0, 1], default=1)
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parser.add_argument("--type-check", type=int, choices=[0, 1], default=1)
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parser.add_argument("--pylint", type=int, choices=[0, 1], default=1)
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parser.add_argument(
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"--fix",
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action="store_true",
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help="Fix the formatting issues instead of emitting an error.",
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)
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args = parser.parse_args()
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try:
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main(args)
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finally:
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print_time()
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