#!/usr/bin/env python3 import json import subprocess import sys import time import traceback from utils import check_experiment_status, fetch_experiment_config, read_last_line, remove_files, setup_experiment GREEN = '\33[32m' RED = '\33[31m' CLEAR = '\33[0m' EXPERIMENT_URL = 'http://localhost:8080/api/v1/nni/experiment' def run(installed = True): to_remove = ['tuner_search_space.json', 'tuner_result.txt', 'assessor_result.txt'] to_remove = list(map(lambda file: 'naive_test/' + file, to_remove)) remove_files(to_remove) proc = subprocess.run(['nnictl', 'create', '--config', 'naive_test/local.yml']) assert proc.returncode == 0, '`nnictl create` failed with code %d' % proc.returncode print('Spawning trials...') nnimanager_log_path = fetch_experiment_config(EXPERIMENT_URL) current_trial = 0 for _ in range(60): time.sleep(1) tuner_status = read_last_line('naive_test/tuner_result.txt') assessor_status = read_last_line('naive_test/assessor_result.txt') experiment_status = check_experiment_status(nnimanager_log_path) assert tuner_status != 'ERROR', 'Tuner exited with error' assert assessor_status != 'ERROR', 'Assessor exited with error' if experiment_status: break if tuner_status is not None: for line in open('naive_test/tuner_result.txt'): if line.strip() == 'ERROR': break trial = int(line.split(' ')[0]) if trial > current_trial: current_trial = trial print('Trial #%d done' % trial) assert experiment_status, 'Failed to finish in 1 min' ss1 = json.load(open('naive_test/search_space.json')) ss2 = json.load(open('naive_test/tuner_search_space.json')) assert ss1 == ss2, 'Tuner got wrong search space' tuner_result = set(open('naive_test/tuner_result.txt')) expected = set(open('naive_test/expected_tuner_result.txt')) # Trials may complete before NNI gets assessor's result, # so it is possible to have more final result than expected assert tuner_result.issuperset(expected), 'Bad tuner result' assessor_result = set(open('naive_test/assessor_result.txt')) expected = set(open('naive_test/expected_assessor_result.txt')) assert assessor_result == expected, 'Bad assessor result' if __name__ == '__main__': installed = (sys.argv[-1] != '--preinstall') setup_experiment(installed) try: run() # TODO: check the output of rest server print(GREEN + 'PASS' + CLEAR) except Exception as error: print(RED + 'FAIL' + CLEAR) print('%r' % error) traceback.print_exc() sys.exit(1) finally: subprocess.run(['nnictl', 'stop'])