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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 unittest | |
from dataclasses import dataclass | |
from unittest.mock import mock_open, patch | |
from trl import TrlParser | |
class MyDataclass: | |
arg1: int | |
arg2: str = "default" | |
class InvalidDataclass: | |
config: str # This should raise an error in the TrlParser | |
class TestTrlParser(unittest.TestCase): | |
def test_init_without_config_field(self): | |
"""Test initialization without 'config' field in the dataclasses.""" | |
parser = TrlParser(dataclass_types=[MyDataclass]) | |
self.assertIsInstance(parser, TrlParser) | |
def test_init_with_config_field(self): | |
"""Test initialization with a 'config' field in the dataclass (should raise ValueError).""" | |
with self.assertRaises(ValueError) as context: | |
TrlParser(dataclass_types=[InvalidDataclass]) | |
self.assertTrue("has a field named 'config'" in str(context.exception)) | |
# Mock os.environ as a dictionary | |
def test_parse_args_and_config_with_valid_config(self, mock_environ, mock_yaml_load): | |
"""Test parse_args_and_config method with valid arguments and config.""" | |
mock_yaml_load.return_value = {"env": {"VAR1": "value1", "VAR2": "value2"}, "arg1": 2} | |
parser = TrlParser(dataclass_types=[MyDataclass]) | |
args = ["--arg2", "value", "--config", "config.yaml"] # don't set arg1 to test default value | |
# Simulate the config being loaded and environment variables being set | |
result_args = parser.parse_args_and_config(args) | |
# Set the environment variables using the mock | |
mock_environ["VAR1"] = "value1" | |
mock_environ["VAR2"] = "value2" | |
# Ensure that the environment variables were set correctly | |
self.assertEqual(mock_environ.get("VAR1"), "value1") | |
self.assertEqual(mock_environ.get("VAR2"), "value2") | |
# Check the parsed arguments | |
self.assertEqual(len(result_args), 1) | |
self.assertIsInstance(result_args[0], MyDataclass) | |
self.assertEqual(result_args[0].arg1, 2) | |
self.assertEqual(result_args[0].arg2, "value") | |
def test_parse_args_and_arg_override_config(self, mock_yaml_load): | |
"""Test parse_args_and_config method and check that arguments override the config.""" | |
mock_yaml_load.return_value = {"arg1": 2} # this arg is meant to be overridden | |
parser = TrlParser(dataclass_types=[MyDataclass]) | |
args = ["--arg1", "3", "--config", "config.yaml"] # override arg1 default with 3 | |
# Simulate the config being loaded and arguments being passed | |
result_args = parser.parse_args_and_config(args) | |
# Check the parsed arguments | |
self.assertEqual(len(result_args), 1) | |
self.assertIsInstance(result_args[0], MyDataclass) | |
self.assertEqual(result_args[0].arg1, 3) | |
def test_parse_args_and_config_with_invalid_env(self, mock_yaml_load): | |
"""Test parse_args_and_config method when the 'env' field is not a dictionary.""" | |
mock_yaml_load.return_value = {"env": "not_a_dict"} | |
parser = TrlParser(dataclass_types=[MyDataclass]) | |
args = ["--arg1", "2", "--arg2", "value", "--config", "config.yaml"] | |
with self.assertRaises(ValueError) as context: | |
parser.parse_args_and_config(args) | |
self.assertEqual(str(context.exception), "`env` field should be a dict in the YAML file.") | |
def test_parse_args_and_config_without_config(self): | |
"""Test parse_args_and_config without the `--config` argument.""" | |
parser = TrlParser(dataclass_types=[MyDataclass]) | |
args = ["--arg1", "2", "--arg2", "value"] | |
# Simulate no config, just parse args normally | |
result_args = parser.parse_args_and_config(args) | |
# Check that the arguments are parsed as is | |
self.assertEqual(len(result_args), 1) | |
self.assertIsInstance(result_args[0], MyDataclass) | |
self.assertEqual(result_args[0].arg1, 2) | |
self.assertEqual(result_args[0].arg2, "value") | |
def test_set_defaults_with_config(self): | |
"""Test set_defaults_with_config updates the defaults.""" | |
parser = TrlParser(dataclass_types=[MyDataclass]) | |
# Update defaults | |
parser.set_defaults_with_config(arg1=42) | |
# Ensure the default value is updated | |
result_args = parser.parse_args_and_config([]) | |
self.assertEqual(len(result_args), 1) | |
self.assertIsInstance(result_args[0], MyDataclass) | |
self.assertEqual(result_args[0].arg1, 42) | |
def test_parse_args_and_config_with_remaining_strings(self): | |
parser = TrlParser(dataclass_types=[MyDataclass]) | |
args = ["--arg1", "2", "--arg2", "value", "remaining"] | |
# Simulate no config, just parse args normally | |
result_args = parser.parse_args_and_config(args, return_remaining_strings=True) | |
# Check that the arguments are parsed as is | |
self.assertEqual(len(result_args), 2) | |
self.assertIsInstance(result_args[0], MyDataclass) | |
self.assertEqual(result_args[0].arg1, 2) | |
self.assertEqual(result_args[0].arg2, "value") | |
self.assertEqual(result_args[1], ["remaining"]) | |
def test_parse_args_and_config_with_remaining_strings_in_config_and_args(self, mock_yaml_load): | |
mock_yaml_load.return_value = {"remaining_string_in_config": "abc"} | |
parser = TrlParser(dataclass_types=[MyDataclass]) | |
args = ["--arg1", "2", "--remaining_string_in_args", "def", "--config", "config.yaml"] | |
# Simulate the config being loaded and arguments being passed | |
result_args = parser.parse_args_and_config(args, return_remaining_strings=True) | |
# Check that the arguments are parsed as is | |
self.assertEqual(len(result_args), 2) | |
self.assertIsInstance(result_args[0], MyDataclass) | |
self.assertEqual(result_args[0].arg1, 2) | |
self.assertEqual(result_args[1], ["--remaining_string_in_config", "abc", "--remaining_string_in_args", "def"]) | |
def test_subparsers_with_config_defaults(self, mock_yaml_load): | |
"""Test that config defaults are applied to all subparsers.""" | |
mock_yaml_load.return_value = {"arg1": 2, "arg2": "config_value"} | |
# Create the main parser | |
parser = TrlParser() | |
# Add subparsers | |
subparsers = parser.add_subparsers(dest="command", parser_class=TrlParser) | |
# Create a subparser for a specific command | |
subparsers.add_parser("subcommand", dataclass_types=[MyDataclass]) | |
# Parse with config file | |
args = ["subcommand", "--config", "config.yaml"] | |
result_args = parser.parse_args_and_config(args) | |
# Check main parser arguments | |
self.assertEqual(len(result_args), 1) | |
# Check that config values were applied to the subparser | |
self.assertEqual(result_args[0].arg1, 2) # Default from config | |
self.assertEqual(result_args[0].arg2, "config_value") # Default from config | |
def test_subparsers_with_config_defaults_and_arg_override(self, mock_yaml_load): | |
"""Test that config defaults are applied to all subparsers.""" | |
mock_yaml_load.return_value = {"arg1": 2, "arg2": "config_value"} | |
# Create the main parser | |
parser = TrlParser() | |
# Add subparsers | |
subparsers = parser.add_subparsers(dest="command", parser_class=TrlParser) | |
# Create a subparser for a specific command | |
subparsers.add_parser("subcommand", dataclass_types=[MyDataclass]) | |
# Test with command line arguments overriding config | |
args = ["subcommand", "--arg1", "3", "--config", "config.yaml"] | |
result_args = parser.parse_args_and_config(args) | |
# Command line arguments should override config | |
self.assertEqual(result_args[0].arg1, 3) | |
self.assertEqual(result_args[0].arg2, "config_value") # Still from config | |
def test_subparsers_with_config_defaults_and_arg_override_wrong_name(self, mock_yaml_load): | |
"""Test that config defaults are applied to all subparsers.""" | |
mock_yaml_load.return_value = {"arg1": 2, "this_arg_does_not_exist": "config_value"} | |
# Create the main parser | |
parser = TrlParser() | |
# Add subparsers | |
subparsers = parser.add_subparsers(dest="command", parser_class=TrlParser) | |
# Create a subparser for a specific command | |
subparsers.add_parser("subcommand", dataclass_types=[MyDataclass]) | |
# Test with command line arguments overriding config | |
args = ["subcommand", "--arg1", "3", "--config", "config.yaml"] | |
with self.assertRaises(ValueError): | |
parser.parse_args_and_config(args) | |
parser.parse_args_and_config(args, fail_with_unknown_args=False) | |
def test_subparsers_multiple_with_config_defaults(self, mock_yaml_load): | |
"""Test that config defaults are applied to all subparsers.""" | |
mock_yaml_load.return_value = {"arg1": 2, "arg2": "config_value"} | |
# Create the main parser | |
parser = TrlParser() | |
# Add subparsers | |
subparsers = parser.add_subparsers(dest="command", parser_class=TrlParser) | |
# Create a subparser for a specific command | |
subparsers.add_parser("subcommand0", dataclass_types=[MyDataclass]) | |
subparsers.add_parser("subcommand1", dataclass_types=[MyDataclass]) | |
for idx in range(2): | |
# Parse with config file | |
args = [f"subcommand{idx}", "--config", "config.yaml"] | |
result_args = parser.parse_args_and_config(args) | |
# Check main parser arguments | |
self.assertEqual(len(result_args), 1) | |
# Check that config values were applied to the subparser | |
self.assertEqual(result_args[0].arg1, 2) # Default from config | |
self.assertEqual(result_args[0].arg2, "config_value") # Default from config | |