# 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 subprocess import sys import time import traceback from utils import get_yml_content, dump_yml_content, setup_experiment, fetch_nni_log_path, is_experiment_done GREEN = '\33[32m' RED = '\33[31m' CLEAR = '\33[0m' TUNER_LIST = ['GridSearch', 'BatchTuner', 'TPE', 'Random', 'Anneal', 'Evolution'] ASSESSOR_LIST = ['Medianstop'] EXPERIMENT_URL = 'http://localhost:8080/api/v1/nni/experiment' def switch(dispatch_type, dispatch_name): '''Change dispatch in config.yml''' config_path = 'tuner_test/local.yml' experiment_config = get_yml_content(config_path) if dispatch_name in ['GridSearch', 'BatchTuner']: 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' } } 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', 'tuner_test/local.yml']) assert proc.returncode == 0, '`nnictl create` failed with code %d' % proc.returncode nnimanager_log_path = fetch_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')