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#!/usr/bin/env python
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# Copyright (c) ModelScope Contributors. All rights reserved.
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import argparse
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import datetime
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import math
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import os
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import pandas
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import subprocess
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import sys
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import tempfile
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import time
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import torch
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import unittest
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import yaml
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from fnmatch import fnmatch
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from model_tag import ModelTag, commit_model_ut_result
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from pathlib import Path
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from test_utils import get_case_model_info
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from unittest import TextTestResult
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from swift.utils import get_logger
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logger = get_logger()
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def deduplicate_preserve_order(items):
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return list(dict.fromkeys(items))
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def get_available_npu_devices(visible_npus):
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npu_devices = [device.strip() for device in visible_npus.split(',') if device.strip()]
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if not npu_devices:
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return []
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try:
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import torch_npu # noqa: F401
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npu_count = torch.npu.device_count() if hasattr(torch, 'npu') and torch.npu.is_available() else 0
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except Exception as e:
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logger.warning('Failed to query torch.npu.device_count(): %s' % e)
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return []
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if npu_count <= 0:
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logger.warning('ASCEND_RT_VISIBLE_DEVICES=%s, but torch.npu.device_count()=%s' % (visible_npus, npu_count))
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return []
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if npu_count < len(npu_devices):
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logger.warning('ASCEND_RT_VISIBLE_DEVICES=%s, but torch.npu.device_count()=%s; using %s' %
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(visible_npus, npu_count, ','.join(npu_devices[:npu_count])))
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return npu_devices[:npu_count]
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def test_cases_result_to_df(result_list):
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table_header = ['Name', 'Result', 'Info', 'Start time', 'Stop time', 'Time cost(seconds)']
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df = pandas.DataFrame(result_list, columns=table_header).sort_values(by=['Start time'], ascending=True)
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return df
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def statistics_test_result(df):
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total_cases = df.shape[0]
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# yapf: disable
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success_cases = df.loc[df['Result'] == 'Success'].shape[0]
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error_cases = df.loc[df['Result'] == 'Error'].shape[0]
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failures_cases = df.loc[df['Result'] == 'Failures'].shape[0]
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expected_failure_cases = df.loc[df['Result'] == 'ExpectedFailures'].shape[0]
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unexpected_success_cases = df.loc[df['Result'] == 'UnexpectedSuccesses'].shape[0]
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skipped_cases = df.loc[df['Result'] == 'Skipped'].shape[0]
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# yapf: enable
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if failures_cases > 0 or \
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error_cases > 0 or \
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unexpected_success_cases > 0:
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final_result = 'FAILED'
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else:
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final_result = 'SUCCESS'
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result_msg = '%s (Runs=%s,success=%s,failures=%s,errors=%s,\
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skipped=%s,expected failures=%s,unexpected successes=%s)' % (final_result, total_cases, success_cases,
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failures_cases, error_cases, skipped_cases,
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expected_failure_cases, unexpected_success_cases)
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model_cases = get_case_model_info()
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for model_name, case_info in model_cases.items():
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cases = df.loc[df['Name'].str.contains('|'.join(list(case_info)))]
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results = cases['Result']
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result = None
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if any(results == 'Error') or any(results == 'Failures') or any(results == 'UnexpectedSuccesses'):
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result = ModelTag.MODEL_FAIL
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elif any(results == 'Success'):
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result = ModelTag.MODEL_PASS
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elif all(results == 'Skipped'):
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result = ModelTag.MODEL_SKIP
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else:
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print(f'invalid results for {model_name} \n{result}')
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if result is not None:
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commit_model_ut_result(model_name, result)
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print('Testing result summary.')
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print(result_msg)
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if final_result == 'FAILED':
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sys.exit(1)
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def gather_test_suites_in_files(test_dir, case_file_list, list_tests):
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test_suite = unittest.TestSuite()
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for case in deduplicate_preserve_order(case_file_list):
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test_case = unittest.defaultTestLoader.discover(start_dir=test_dir, pattern=case)
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test_suite.addTest(test_case)
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if hasattr(test_case, '__iter__'):
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for subcase in test_case:
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if list_tests:
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print(subcase)
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else:
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if list_tests:
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print(test_case)
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return test_suite
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def gather_test_suites_files(test_dir, pattern):
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case_file_list = []
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for dirpath, dirnames, filenames in os.walk(test_dir):
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for file in filenames:
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if fnmatch(file, pattern):
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case_file_list.append(file)
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return deduplicate_preserve_order(case_file_list)
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def collect_test_results(case_results):
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result_list = [] # each item is Case, Result, Start time, Stop time, Time cost
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for case_result in case_results.successes:
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result_list.append((case_result.test_full_name, 'Success', '', case_result.start_time, case_result.stop_time,
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case_result.time_cost))
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for case_result in case_results.errors:
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result_list.append((case_result[0].test_full_name, 'Error', case_result[1], case_result[0].start_time,
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case_result[0].stop_time, case_result[0].time_cost))
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for case_result in case_results.skipped:
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result_list.append((case_result[0].test_full_name, 'Skipped', case_result[1], case_result[0].start_time,
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case_result[0].stop_time, case_result[0].time_cost))
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for case_result in case_results.expectedFailures:
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result_list.append((case_result[0].test_full_name, 'ExpectedFailures', case_result[1],
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case_result[0].start_time, case_result[0].stop_time, case_result[0].time_cost))
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for case_result in case_results.failures:
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result_list.append((case_result[0].test_full_name, 'Failures', case_result[1], case_result[0].start_time,
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case_result[0].stop_time, case_result[0].time_cost))
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for case_result in case_results.unexpectedSuccesses:
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result_list.append((case_result.test_full_name, 'UnexpectedSuccesses', '', case_result.start_time,
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case_result.stop_time, case_result.time_cost))
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return result_list
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def run_command_with_popen(cmd):
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with subprocess.Popen(
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cmd, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, bufsize=1, encoding='utf8') as sub_process:
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for line in iter(sub_process.stdout.readline, ''):
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sys.stdout.write(line)
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def async_run_command_with_popen(cmd, device_id):
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logger.info('Worker id: %s args: %s' % (device_id, cmd))
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env = os.environ.copy()
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visible_npus = env.get('ASCEND_RT_VISIBLE_DEVICES')
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if visible_npus:
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npu_devices = get_available_npu_devices(visible_npus)
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if npu_devices:
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env['ASCEND_RT_VISIBLE_DEVICES'] = npu_devices[device_id % len(npu_devices)]
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logger.info('Worker id: %s ASCEND_RT_VISIBLE_DEVICES: %s' % (device_id, env['ASCEND_RT_VISIBLE_DEVICES']))
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else:
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env['CUDA_VISIBLE_DEVICES'] = '%s' % device_id
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sub_process = subprocess.Popen(
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cmd,
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stdout=subprocess.PIPE,
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stderr=subprocess.STDOUT,
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bufsize=1,
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universal_newlines=True,
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env=env,
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encoding='utf8')
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return sub_process
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def save_test_result(df, args):
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if args.result_dir is not None:
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file_name = str(int(datetime.datetime.now().timestamp() * 1000))
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os.umask(0)
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Path(args.result_dir).mkdir(mode=0o777, parents=True, exist_ok=True)
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Path(os.path.join(args.result_dir, file_name)).touch(mode=0o666, exist_ok=True)
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df.to_pickle(os.path.join(args.result_dir, file_name))
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def run_command(cmd):
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logger.info('Running command: %s' % ' '.join(cmd))
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response = subprocess.run(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
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try:
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response.check_returncode()
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logger.info(response.stdout.decode('utf8'))
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except subprocess.CalledProcessError as error:
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logger.error('stdout: %s, stderr: %s' % (response.stdout.decode('utf8'), error.stderr.decode('utf8')))
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def install_packages(pkgs):
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if pkgs is None:
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return
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cmd = [sys.executable, '-m', 'pip', 'install']
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for pkg in pkgs:
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cmd.append(pkg)
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run_command(cmd)
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def install_requirements(requirements):
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for req in requirements:
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cmd = [
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sys.executable, '-m', 'pip', 'install', '-r',
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'requirements/%s' % req, '-f', 'https://modelscope.oss-cn-beijing.aliyuncs.com/releases/repo.html'
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]
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run_command(cmd)
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def wait_for_free_worker(workers):
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while True:
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for idx, worker in enumerate(workers):
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if worker is None:
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logger.info('return free worker: %s' % (idx))
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return idx
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if worker.poll() is None: # running, get output
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for line in iter(worker.stdout.readline, ''):
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if line != '':
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sys.stdout.write(line)
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else:
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break
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else: # worker process completed.
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logger.info('Process end: %s' % (idx))
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workers[idx] = None
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return idx
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time.sleep(0.001)
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def wait_for_workers(workers):
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while True:
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for idx, worker in enumerate(workers):
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if worker is None:
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continue
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# check worker is completed.
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if worker.poll() is None:
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for line in iter(worker.stdout.readline, ''):
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if line != '':
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sys.stdout.write(line)
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else:
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break
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else:
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logger.info('Process idx: %s end!' % (idx))
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workers[idx] = None
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is_all_completed = True
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for idx, worker in enumerate(workers):
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if worker is not None:
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is_all_completed = False
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break
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if is_all_completed:
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logger.info('All sub process is completed!')
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break
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time.sleep(0.001)
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def parallel_run_case_in_env(env_name, env, test_suite_env_map, isolated_cases, result_dir, parallel):
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logger.info('Running case in env: %s' % env_name)
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# install requirements and deps # run_config['envs'][env]
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if 'requirements' in env:
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install_requirements(env['requirements'])
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if 'dependencies' in env:
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install_packages(env['dependencies'])
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# case worker processes
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worker_processes = [None] * parallel
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for test_suite_file in isolated_cases: # run case in subprocess
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if test_suite_file in test_suite_env_map and test_suite_env_map[test_suite_file] == env_name:
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cmd = [
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'python',
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'tests/run.py',
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'--pattern',
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test_suite_file,
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'--result_dir',
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result_dir,
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]
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worker_idx = wait_for_free_worker(worker_processes)
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worker_process = async_run_command_with_popen(cmd, worker_idx)
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os.set_blocking(worker_process.stdout.fileno(), False)
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worker_processes[worker_idx] = worker_process
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else:
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pass # case not in run list.
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# run remain cases in a process.
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remain_suite_files = []
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for k, v in test_suite_env_map.items():
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if k not in isolated_cases and v == env_name:
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remain_suite_files.append(k)
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if len(remain_suite_files) == 0:
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wait_for_workers(worker_processes)
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return
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# roughly split case in parallel
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part_count = math.ceil(len(remain_suite_files) / parallel)
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suites_chunks = [remain_suite_files[x:x + part_count] for x in range(0, len(remain_suite_files), part_count)]
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for suites_chunk in suites_chunks:
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worker_idx = wait_for_free_worker(worker_processes)
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cmd = ['python', 'tests/run.py', '--result_dir', result_dir, '--suites']
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for suite in suites_chunk:
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cmd.append(suite)
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worker_process = async_run_command_with_popen(cmd, worker_idx)
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os.set_blocking(worker_process.stdout.fileno(), False)
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worker_processes[worker_idx] = worker_process
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wait_for_workers(worker_processes)
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def run_case_in_env(env_name, env, test_suite_env_map, isolated_cases, result_dir):
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# install requirements and deps # run_config['envs'][env]
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if 'requirements' in env:
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install_requirements(env['requirements'])
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if 'dependencies' in env:
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install_packages(env['dependencies'])
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for test_suite_file in isolated_cases: # run case in subprocess
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if test_suite_file in test_suite_env_map and test_suite_env_map[test_suite_file] == env_name:
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cmd = [
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'python',
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'tests/run.py',
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'--pattern',
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test_suite_file,
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'--result_dir',
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result_dir,
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]
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run_command_with_popen(cmd)
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else:
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pass # case not in run list.
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# run remain cases in a process.
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remain_suite_files = []
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for k, v in test_suite_env_map.items():
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if k not in isolated_cases and v == env_name:
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remain_suite_files.append(k)
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if len(remain_suite_files) == 0:
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return
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cmd = ['python', 'tests/run.py', '--result_dir', result_dir, '--suites']
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for suite in remain_suite_files:
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cmd.append(suite)
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run_command_with_popen(cmd)
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def run_non_parallelizable_test_suites(suites, result_dir):
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if len(suites) == 0:
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return
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cmd = ['python', 'tests/run.py', '--result_dir', result_dir, '--suites']
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for suite in suites:
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cmd.append(suite)
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run_command_with_popen(cmd)
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# Selected cases:
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def get_selected_cases():
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cmd = ['python', '-u', 'tests/run_analysis.py']
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selected_cases = []
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with subprocess.Popen(
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cmd, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, bufsize=1, encoding='utf8') as sub_process:
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for line in iter(sub_process.stdout.readline, ''):
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sys.stdout.write(line)
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if line.startswith('Selected cases:'):
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line = line.replace('Selected cases:', '').strip()
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selected_cases = line.split(',')
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sub_process.wait()
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if sub_process.returncode != 0:
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msg = 'Run analysis exception, returncode: %s!' % sub_process.returncode
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logger.error(msg)
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raise Exception(msg)
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return selected_cases
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def run_in_subprocess(args):
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# only case args.isolated_cases run in subprocess, all other run in a subprocess
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if not args.no_diff: # run based on git diff
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try:
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||||
test_suite_files = get_selected_cases()
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||||
logger.info('Tests suite to run: ')
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for f in test_suite_files:
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||||
logger.info(f)
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||||
except Exception:
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||||
logger.error('Get test suite based diff exception!, will run all cases.')
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test_suite_files = gather_test_suites_files(os.path.abspath(args.test_dir), args.pattern)
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||||
if len(test_suite_files) == 0:
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||||
logger.error('Get no test suite based on diff, run all the cases.')
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||||
test_suite_files = gather_test_suites_files(os.path.abspath(args.test_dir), args.pattern)
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else:
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||||
test_suite_files = gather_test_suites_files(os.path.abspath(args.test_dir), args.pattern)
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test_suite_files = deduplicate_preserve_order(test_suite_files)
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||||
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||||
non_parallelizable_suites = []
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test_suite_files = [x for x in test_suite_files if x not in non_parallelizable_suites]
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||||
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||||
run_config = None
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||||
isolated_cases = []
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||||
test_suite_env_map = {}
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||||
# put all the case in default env.
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||||
for test_suite_file in test_suite_files:
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||||
test_suite_env_map[test_suite_file] = 'default'
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||||
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||||
if args.run_config is not None and Path(args.run_config).exists():
|
||||
with open(args.run_config, encoding='utf-8') as f:
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run_config = yaml.safe_load(f)
|
||||
if 'isolated' in run_config:
|
||||
isolated_cases = run_config['isolated']
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||||
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||||
if 'envs' in run_config:
|
||||
for env in run_config['envs']:
|
||||
if env != 'default':
|
||||
for test_suite in run_config['envs'][env]['tests']:
|
||||
if test_suite in test_suite_env_map:
|
||||
test_suite_env_map[test_suite] = env
|
||||
|
||||
if args.subprocess: # run all case in subprocess
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||||
isolated_cases = test_suite_files
|
||||
|
||||
with tempfile.TemporaryDirectory() as temp_result_dir:
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||||
# first run cases that nonparallelizable
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||||
run_non_parallelizable_test_suites(non_parallelizable_suites, temp_result_dir)
|
||||
|
||||
# run case parallel in envs
|
||||
for env in set(test_suite_env_map.values()):
|
||||
parallel_run_case_in_env(env, run_config['envs'][env], test_suite_env_map, isolated_cases, temp_result_dir,
|
||||
args.parallel)
|
||||
|
||||
result_dfs = []
|
||||
result_path = Path(temp_result_dir)
|
||||
for result in result_path.iterdir():
|
||||
if Path.is_file(result):
|
||||
df = pandas.read_pickle(result)
|
||||
result_dfs.append(df)
|
||||
result_pd = pandas.concat(result_dfs) # merge result of every test suite.
|
||||
print_table_result(result_pd)
|
||||
print_abnormal_case_info(result_pd)
|
||||
statistics_test_result(result_pd)
|
||||
|
||||
|
||||
def get_object_full_name(obj):
|
||||
klass = obj.__class__
|
||||
module = klass.__module__
|
||||
if module == 'builtins':
|
||||
return klass.__qualname__
|
||||
return module + '.' + klass.__qualname__
|
||||
|
||||
|
||||
class TimeCostTextTestResult(TextTestResult):
|
||||
"""Record test case time used!"""
|
||||
|
||||
def __init__(self, stream, descriptions, verbosity):
|
||||
self.successes = []
|
||||
super(TimeCostTextTestResult, self).__init__(stream, descriptions, verbosity)
|
||||
|
||||
def startTest(self, test):
|
||||
test.start_time = datetime.datetime.now()
|
||||
test.test_full_name = get_object_full_name(test) + '.' + test._testMethodName
|
||||
self.stream.writeln('Test case: %s start at: %s' % (test.test_full_name, test.start_time))
|
||||
|
||||
return super(TimeCostTextTestResult, self).startTest(test)
|
||||
|
||||
def stopTest(self, test):
|
||||
TextTestResult.stopTest(self, test)
|
||||
test.stop_time = datetime.datetime.now()
|
||||
test.time_cost = (test.stop_time - test.start_time).total_seconds()
|
||||
self.stream.writeln('Test case: %s stop at: %s, cost time: %s(seconds)' %
|
||||
(test.test_full_name, test.stop_time, test.time_cost))
|
||||
if torch.cuda.is_available() and test.time_cost > 5.0: # print nvidia-smi
|
||||
cmd = ['nvidia-smi']
|
||||
run_command_with_popen(cmd)
|
||||
super(TimeCostTextTestResult, self).stopTest(test)
|
||||
|
||||
def addSuccess(self, test):
|
||||
self.successes.append(test)
|
||||
super(TextTestResult, self).addSuccess(test)
|
||||
|
||||
|
||||
class TimeCostTextTestRunner(unittest.runner.TextTestRunner):
|
||||
resultclass = TimeCostTextTestResult
|
||||
|
||||
def run(self, test):
|
||||
return super(TimeCostTextTestRunner, self).run(test)
|
||||
|
||||
def _makeResult(self):
|
||||
result = super(TimeCostTextTestRunner, self)._makeResult()
|
||||
return result
|
||||
|
||||
|
||||
def gather_test_cases(test_dir, pattern, list_tests):
|
||||
case_list = gather_test_suites_files(test_dir, pattern)
|
||||
|
||||
test_suite = unittest.TestSuite()
|
||||
|
||||
for case in case_list:
|
||||
test_case = unittest.defaultTestLoader.discover(start_dir=test_dir, pattern=case)
|
||||
test_suite.addTest(test_case)
|
||||
if hasattr(test_case, '__iter__'):
|
||||
for subcase in test_case:
|
||||
if list_tests:
|
||||
print(subcase)
|
||||
else:
|
||||
if list_tests:
|
||||
print(test_case)
|
||||
return test_suite
|
||||
|
||||
|
||||
def print_abnormal_case_info(df):
|
||||
df = df.loc[(df['Result'] == 'Error') | (df['Result'] == 'Failures')]
|
||||
for _, row in df.iterrows():
|
||||
print('Case %s run result: %s, msg:\n%s' % (row['Name'], row['Result'], row['Info']))
|
||||
|
||||
|
||||
def print_table_result(df):
|
||||
df = df.loc[df['Result'] != 'Skipped']
|
||||
df = df.drop('Info', axis=1)
|
||||
formatters = {
|
||||
'Name': '{{:<{}s}}'.format(df['Name'].str.len().max()).format,
|
||||
'Result': '{{:<{}s}}'.format(df['Result'].str.len().max()).format,
|
||||
}
|
||||
with pandas.option_context('display.max_rows', None, 'display.max_columns', None, 'display.width', None):
|
||||
print(df.to_string(justify='left', formatters=formatters, index=False))
|
||||
|
||||
|
||||
def main(args):
|
||||
runner = TimeCostTextTestRunner()
|
||||
if args.suites is not None and len(args.suites) > 0:
|
||||
logger.info('Running: %s' % ' '.join(args.suites))
|
||||
test_suite = gather_test_suites_in_files(args.test_dir, args.suites, args.list_tests)
|
||||
else:
|
||||
test_suite = gather_test_cases(os.path.abspath(args.test_dir), args.pattern, args.list_tests)
|
||||
if not args.list_tests:
|
||||
result = runner.run(test_suite)
|
||||
logger.info('Running case completed, pid: %s, suites: %s' % (os.getpid(), args.suites))
|
||||
result = collect_test_results(result)
|
||||
df = test_cases_result_to_df(result)
|
||||
if args.result_dir is not None:
|
||||
save_test_result(df, args)
|
||||
else:
|
||||
print_table_result(df)
|
||||
print_abnormal_case_info(df)
|
||||
statistics_test_result(df)
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
parser = argparse.ArgumentParser('test runner')
|
||||
parser.add_argument('--list_tests', action='store_true', help='list all tests')
|
||||
parser.add_argument('--pattern', default='test_*.py', help='test file pattern')
|
||||
parser.add_argument('--test_dir', default='tests', help='directory to be tested')
|
||||
parser.add_argument('--level', default=0, type=int, help='2 -- all, 1 -- p1, 0 -- p0')
|
||||
parser.add_argument('--profile', action='store_true', help='enable profiling')
|
||||
parser.add_argument('--run_config', default=None, help='specified case run config file(yaml file)')
|
||||
parser.add_argument('--subprocess', action='store_true', help='run all test suite in subprocess')
|
||||
parser.add_argument('--result_dir', default=None, help='Save result to directory, internal use only')
|
||||
parser.add_argument(
|
||||
'--parallel', default=1, type=int, help='Set case parallels, default single process, set with gpu number.')
|
||||
parser.add_argument(
|
||||
'--no-diff',
|
||||
action='store_true',
|
||||
help='Default running case based on git diff(with master), disable with --no-diff)')
|
||||
parser.add_argument('--suites', nargs='*', help='Run specified test suites(test suite files list split by space)')
|
||||
args = parser.parse_args()
|
||||
print(args)
|
||||
if args.run_config is not None or args.subprocess:
|
||||
run_in_subprocess(args)
|
||||
else:
|
||||
main(args)
|
||||
Reference in New Issue
Block a user