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tests: added new tests + utils code improved (#221)
* tests: added new tests + utils code improved * new tests: - test_preset_args_combination - test_preset_mxnet_framework * added more flags to test_preset_args * added validation for flags in utils * tests: added new tests + fixed utils * tests: added new checkpoint test * tests: added checkpoint test improve utils * tests: added tests + improve validations * bump integration CI run timeout. * tests: improve timerun + add functional test marker
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# | ||
# Copyright (c) 2019 Intel Corporation | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
import os | ||
import shutil | ||
import subprocess | ||
import time | ||
import pytest | ||
import signal | ||
import tempfile | ||
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import numpy as np | ||
import pandas as pd | ||
import rl_coach.tests.utils.args_utils as a_utils | ||
import rl_coach.tests.utils.test_utils as test_utils | ||
from rl_coach import checkpoint | ||
from rl_coach.tests.utils.definitions import Definitions as Def | ||
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@pytest.mark.unit_test | ||
def test_get_checkpoint_state(): | ||
files = ['4.test.ckpt.ext', '2.test.ckpt.ext', '3.test.ckpt.ext', '1.test.ckpt.ext', 'prefix.10.test.ckpt.ext'] | ||
files = ['4.test.ckpt.ext', '2.test.ckpt.ext', '3.test.ckpt.ext', | ||
'1.test.ckpt.ext', 'prefix.10.test.ckpt.ext'] | ||
with tempfile.TemporaryDirectory() as temp_dir: | ||
[open(os.path.join(temp_dir, fn), 'a').close() for fn in files] | ||
checkpoint_state = checkpoint.get_checkpoint_state(temp_dir, all_checkpoints=True) | ||
assert checkpoint_state.model_checkpoint_path == os.path.join(temp_dir, '4.test.ckpt') | ||
checkpoint_state = \ | ||
checkpoint.get_checkpoint_state(temp_dir, | ||
all_checkpoints=True) | ||
assert checkpoint_state.model_checkpoint_path == os.path.join( | ||
temp_dir, '4.test.ckpt') | ||
assert checkpoint_state.all_model_checkpoint_paths == \ | ||
[os.path.join(temp_dir, f[:-4]) for f in sorted(files[:-1])] | ||
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reader = checkpoint.CheckpointStateReader(temp_dir, checkpoint_state_optional=False) | ||
reader = \ | ||
checkpoint.CheckpointStateReader(temp_dir, | ||
checkpoint_state_optional=False) | ||
assert reader.get_latest() is None | ||
assert len(reader.get_all()) == 0 | ||
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reader = checkpoint.CheckpointStateReader(temp_dir) | ||
assert reader.get_latest().num == 4 | ||
assert [ckp.num for ckp in reader.get_all()] == [1, 2, 3, 4] | ||
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@pytest.mark.functional_test | ||
def test_restore_checkpoint(preset_args, clres, start_time=time.time()): | ||
""" Create checkpoint and restore them in second run.""" | ||
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def _create_cmd_and_run(flag): | ||
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run_cmd = [ | ||
'python3', 'rl_coach/coach.py', | ||
'-p', '{}'.format(preset_args), | ||
'-e', '{}'.format("ExpName_" + preset_args), | ||
] | ||
test_flag = a_utils.add_one_flag_value(flag=flag) | ||
run_cmd.extend(test_flag) | ||
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p = subprocess.Popen(run_cmd, stdout=clres.stdout, stderr=clres.stdout) | ||
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return p | ||
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create_cp_proc = _create_cmd_and_run(flag=['--checkpoint_save_secs', '5']) | ||
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# wait for checkpoint files | ||
csv_list = a_utils.get_csv_path(clres=clres) | ||
assert len(csv_list) > 0 | ||
exp_dir = os.path.dirname(csv_list[0]) | ||
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checkpoint_dir = os.path.join(exp_dir, Def.Path.checkpoint) | ||
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checkpoint_test_dir = os.path.join(Def.Path.experiments, Def.Path.test_dir) | ||
if os.path.exists(checkpoint_test_dir): | ||
shutil.rmtree(checkpoint_test_dir) | ||
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entities = a_utils.get_files_from_dir(checkpoint_dir) | ||
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while not any("10_Step" in file for file in entities) and time.time() - \ | ||
start_time < Def.TimeOuts.test_time_limit: | ||
entities = a_utils.get_files_from_dir(checkpoint_dir) | ||
time.sleep(1) | ||
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assert len(entities) > 0 | ||
assert "checkpoint" in entities | ||
assert any(".ckpt." in file for file in entities) | ||
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# send CTRL+C to close experiment | ||
create_cp_proc.send_signal(signal.SIGINT) | ||
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csv = pd.read_csv(csv_list[0]) | ||
rewards = csv['Evaluation Reward'].values | ||
rewards = rewards[~np.isnan(rewards)] | ||
min_reward = np.amin(rewards) | ||
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if os.path.isdir(checkpoint_dir): | ||
shutil.copytree(exp_dir, checkpoint_test_dir) | ||
shutil.rmtree(exp_dir) | ||
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create_cp_proc.kill() | ||
checkpoint_test_dir = "{}/{}".format(checkpoint_test_dir, | ||
Def.Path.checkpoint) | ||
# run second time with checkpoint folder (restore) | ||
restore_cp_proc = _create_cmd_and_run(flag=['-crd', checkpoint_test_dir, | ||
'--evaluate']) | ||
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new_csv_list = test_utils.get_csv_path(clres=clres) | ||
time.sleep(10) | ||
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csv = pd.read_csv(new_csv_list[0]) | ||
res = csv['Episode Length'].values[-1] | ||
assert res >= min_reward, \ | ||
Def.Consts.ASSERT_MSG.format(str(res) + ">=" + str(min_reward), | ||
str(res) + " < " + str(min_reward)) | ||
restore_cp_proc.kill() |
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