import os.path as osp import shutil import time from click.testing import CliRunner from mim.commands.gridsearch import cli as gridsearch from mim.commands.install import cli as install from mim.utils import download_from_file, extract_tar, is_installed dataset_url = 'https://download.openmmlab.com/mim/dataset.tar' cfg_url = 'https://download.openmmlab.com/mim/resnet18_b16x8_custom.py' def setup_module(): runner = CliRunner() if not is_installed('mmcls'): result = runner.invoke(install, ['mmcls', '--yes']) assert result.exit_code == 0 def test_gridsearch(): runner = CliRunner() if not osp.exists('/tmp/dataset'): download_from_file(dataset_url, '/tmp/dataset.tar') extract_tar('/tmp/dataset.tar', '/tmp/') if not osp.exists('/tmp/config.py'): download_from_file(cfg_url, '/tmp/config.py') # wait for the download task to complete time.sleep(5) args1 = [ 'mmcls', '/tmp/config.py', '--gpus=0', '--work-dir=tmp', '--search-args', '--optimizer.lr 1e-3 1e-4' ] args2 = [ 'mmcls', '/tmp/config.py', '--gpus=0', '--work-dir=tmp', '--search-args', '--optimizer.weight_decay 1e-3 1e-4' ] args3 = [ 'mmcls', '/tmp/xxx.py', '--gpus=0', '--work-dir=tmp', '--search-args', '--optimizer.lr 1e-3 1e-4' ] args4 = [ 'mmcls', '/tmp/config.py', '--gpus=0', '--work-dir=tmp', '--search-args' ] result = runner.invoke(gridsearch, args1) assert result.exit_code == 0 result = runner.invoke(gridsearch, args2) assert result.exit_code == 0 result = runner.invoke(gridsearch, args3) assert result.exit_code != 0 result = runner.invoke(gridsearch, args4) assert result.exit_code != 0 shutil.rmtree('tmp_search_optimizer.lr_0.001') shutil.rmtree('tmp_search_optimizer.lr_0.0001') shutil.rmtree('tmp_search_optimizer.weight_decay_0.001') shutil.rmtree('tmp_search_optimizer.weight_decay_0.0001')