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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
@unittest.skipIf(
sys.version_info < (3, 10),
"Transformers' generation codebase uses a Python >3.10 syntax (`str | None`), which seems to cause the CLI tests "
"to fail on Python <3.10.", # let's say it's a known issue, but not expected to be fixed, because too niche
)
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()
@patch("sys.stdout", new_callable=StringIO)
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()
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