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# Copyright 2020-2025 The HuggingFace Team. All rights reserved. | |
# | |
# 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 sys | |
import tempfile | |
import unittest | |
from io import StringIO | |
from unittest.mock import patch | |
import yaml | |
class TestCLI(unittest.TestCase): | |
def test_dpo(self): | |
from trl.cli import main | |
with tempfile.TemporaryDirectory() as tmp_dir: # Create a temporary directory | |
command = f"trl dpo --output_dir {tmp_dir} --model_name_or_path trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 --dataset_name trl-internal-testing/zen --dataset_config standard_preference --report_to none" | |
with patch("sys.argv", command.split(" ")): | |
main() | |
def test_env(self, mock_stdout): | |
from trl.cli import main | |
command = "trl env" | |
with patch("sys.argv", command.split(" ")): | |
main() | |
self.assertIn("TRL version: ", mock_stdout.getvalue().strip()) | |
def test_grpo(self): | |
from trl.cli import main | |
with tempfile.TemporaryDirectory() as tmp_dir: # Create a temporary directory | |
command = f"trl grpo --output_dir {tmp_dir} --model_name_or_path trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 --reward_model_name_or_path trl-internal-testing/tiny-Qwen2ForSequenceClassification-2.5 --dataset_name trl-internal-testing/zen --dataset_config standard_prompt_only --num_generations 4 --max_completion_length 32 --report_to none" | |
with patch("sys.argv", command.split(" ")): | |
main() | |
def test_kto(self): | |
from trl.cli import main | |
with tempfile.TemporaryDirectory() as tmp_dir: # Create a temporary directory | |
command = f"trl kto --output_dir {tmp_dir} --model_name_or_path trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 --dataset_name trl-internal-testing/zen --dataset_config standard_unpaired_preference --report_to none" | |
with patch("sys.argv", command.split(" ")): | |
main() | |
def test_sft(self): | |
from trl.cli import main | |
with tempfile.TemporaryDirectory() as tmp_dir: # Create a temporary directory | |
command = f"trl sft --output_dir {tmp_dir} --model_name_or_path trl-internal-testing/tiny-Qwen2ForCausalLM-2.5 --dataset_name trl-internal-testing/zen --dataset_config standard_language_modeling --report_to none" | |
with patch("sys.argv", command.split(" ")): | |
main() | |
def test_sft_config_file(self): | |
from trl.cli import main | |
with tempfile.TemporaryDirectory() as tmp_dir: # Create a temporary directory | |
output_dir = os.path.join(tmp_dir, "output") | |
# Create a temporary config file | |
config_path = os.path.join(tmp_dir, "config.yaml") | |
config_content = { | |
"model_name_or_path": "trl-internal-testing/tiny-Qwen2ForCausalLM-2.5", | |
"dataset_name": "trl-internal-testing/zen", | |
"dataset_config": "standard_language_modeling", | |
"report_to": "none", | |
"output_dir": output_dir, | |
"lr_scheduler_type": "cosine_with_restarts", | |
} | |
with open(config_path, "w") as config_file: | |
yaml.dump(config_content, config_file) | |
# Test the CLI with config file | |
command = f"trl sft --config {config_path}" | |
with patch("sys.argv", command.split(" ")): | |
main() | |
# Verify that output directory was created | |
self.assertTrue(os.path.exists(output_dir)) | |
if __name__ == "__main__": | |
unittest.main() | |