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dee9fba | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 | # Copyright 2022 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 platform
import subprocess
from transformers.testing_utils import require_peft
def test():
command = """\
python examples/scripts/ppo/ppo.py \
--dataset_name trl-internal-testing/descriptiveness-sentiment-trl-style \
--dataset_train_split descriptiveness \
--learning_rate 3e-6 \
--output_dir models/minimal/ppo \
--per_device_train_batch_size 4 \
--gradient_accumulation_steps 1 \
--total_episodes 10 \
--model_name_or_path EleutherAI/pythia-14m \
--missing_eos_penalty 1.0 \
--save_strategy no \
--stop_token eos
"""
if platform.system() == "Windows":
# windows CI does not work with subprocesses for some reason
# e.g., https://github.com/huggingface/trl/actions/runs/9600036224/job/26475286210?pr=1743
return
subprocess.run(
command,
shell=True,
check=True,
)
def test_num_train_epochs():
command = """\
python examples/scripts/ppo/ppo.py \
--dataset_name trl-internal-testing/descriptiveness-sentiment-trl-style \
--dataset_train_split descriptiveness \
--learning_rate 3e-6 \
--output_dir models/minimal/ppo \
--per_device_train_batch_size 4 \
--gradient_accumulation_steps 1 \
--num_train_epochs 0.003 \
--model_name_or_path EleutherAI/pythia-14m \
--missing_eos_penalty 1.0 \
--save_strategy no \
--stop_token eos
"""
if platform.system() == "Windows":
# windows CI does not work with subprocesses for some reason
# e.g., https://github.com/huggingface/trl/actions/runs/9600036224/job/26475286210?pr=1743
return
subprocess.run(
command,
shell=True,
check=True,
)
@require_peft
def test_peft_support():
command = """\
python examples/scripts/ppo/ppo.py \
--dataset_name trl-internal-testing/descriptiveness-sentiment-trl-style \
--dataset_train_split descriptiveness \
--learning_rate 3e-6 \
--output_dir models/minimal/ppo \
--per_device_train_batch_size 4 \
--gradient_accumulation_steps 1 \
--total_episodes 10 \
--model_name_or_path EleutherAI/pythia-14m \
--missing_eos_penalty 1.0 \
--save_strategy no \
--stop_token eos \
--use_peft \
--lora_r 32 \
--lora_alpha 16 \
--lora_target_modules query_key_value dense
"""
if platform.system() == "Windows":
# windows CI does not work with subprocesses for some reason
# e.g., https://github.com/huggingface/trl/actions/runs/9600036224/job/26475286210?pr=1743
return
subprocess.run(
command,
shell=True,
check=True,
)
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