# Copyright (c) Microsoft Corporation # All rights reserved. # # MIT License # # Permission is hereby granted, free of charge, # to any person obtaining a copy of this software and associated # documentation files (the "Software"), to deal in the Software without restriction, # including without limitation the rights to use, copy, modify, merge, publish, # distribute, sublicense, and/or sell copies of the Software, and # to permit persons to whom the Software is furnished to do so, subject to the following conditions: # The above copyright notice and this permission notice shall be included # in all copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING # BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND # NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, # DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. import sys import os.path as osp import subprocess import sys import time import traceback from utils import get_yml_content, dump_yml_content, setup_experiment, get_nni_log_path, is_experiment_done from utils import GREEN, RED, CLEAR, EXPERIMENT_URL TUNER_LIST = ['GridSearch', 'BatchTuner', 'TPE', 'Random', 'Anneal', 'Evolution'] ASSESSOR_LIST = ['Medianstop'] def get_config_file_path(): if sys.platform == 'win32': config_file = osp.join('tuner_test', 'local_win32.yml') else: config_file = osp.join('tuner_test', 'local.yml') return config_file def switch(dispatch_type, dispatch_name): '''Change dispatch in config.yml''' config_path = get_config_file_path() experiment_config = get_yml_content(config_path) if dispatch_name in ['GridSearch', 'BatchTuner', 'Random']: experiment_config[dispatch_type.lower()] = { 'builtin' + dispatch_type + 'Name': dispatch_name } else: experiment_config[dispatch_type.lower()] = { 'builtin' + dispatch_type + 'Name': dispatch_name, 'classArgs': { 'optimize_mode': 'maximize' } } if dispatch_name == 'BatchTuner': experiment_config['searchSpacePath'] = 'batchtuner_search_space.json' else: experiment_config['searchSpacePath'] = 'search_space.json' dump_yml_content(config_path, experiment_config) def test_builtin_dispatcher(dispatch_type, dispatch_name): '''test a dispatcher whose type is dispatch_type and name is dispatch_name''' switch(dispatch_type, dispatch_name) print('Testing %s...' % dispatch_name) proc = subprocess.run(['nnictl', 'create', '--config', get_config_file_path()]) assert proc.returncode == 0, '`nnictl create` failed with code %d' % proc.returncode nnimanager_log_path = get_nni_log_path(EXPERIMENT_URL) for _ in range(20): time.sleep(3) # check if experiment is done experiment_status = is_experiment_done(nnimanager_log_path) if experiment_status: break assert experiment_status, 'Failed to finish in 1 min' def run(dispatch_type): '''test all dispatchers whose type is dispatch_type''' assert dispatch_type in ['Tuner', 'Assessor'], 'Unsupported dispatcher type: %s' % (dispatch_type) dipsatcher_list = TUNER_LIST if dispatch_type == 'Tuner' else ASSESSOR_LIST for dispatcher_name in dipsatcher_list: try: # Sleep here to make sure previous stopped exp has enough time to exit to avoid port conflict time.sleep(6) test_builtin_dispatcher(dispatch_type, dispatcher_name) print(GREEN + 'Test %s %s: TEST PASS' % (dispatcher_name, dispatch_type) + CLEAR) except Exception as error: print(RED + 'Test %s %s: TEST FAIL' % (dispatcher_name, dispatch_type) + CLEAR) print('%r' % error) traceback.print_exc() raise error finally: subprocess.run(['nnictl', 'stop']) if __name__ == '__main__': installed = (sys.argv[-1] != '--preinstall') setup_experiment(installed) run('Tuner') run('Assessor')