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continue to support scripts/finetune.py
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"""Prepare and train a model on a dataset. Can also infer from a model or merge lora""" | ||
import logging | ||
from pathlib import Path | ||
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import fire | ||
import transformers | ||
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||
from axolotl.cli import ( | ||
check_accelerate_default_config, | ||
do_inference, | ||
do_merge_lora, | ||
load_cfg, | ||
load_datasets, | ||
print_axolotl_text_art, | ||
) | ||
from axolotl.cli.shard import shard | ||
from axolotl.common.cli import TrainerCliArgs | ||
from axolotl.train import train | ||
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LOG = logging.getLogger("axolotl.scripts.finetune") | ||
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def do_cli(config: Path = Path("examples/"), **kwargs): | ||
print_axolotl_text_art() | ||
LOG.warning( | ||
str( | ||
PendingDeprecationWarning( | ||
"scripts/finetune.py will me replaced with calling axolotl.cli.train" | ||
) | ||
) | ||
) | ||
parsed_cfg = load_cfg(config, **kwargs) | ||
check_accelerate_default_config() | ||
parser = transformers.HfArgumentParser((TrainerCliArgs)) | ||
parsed_cli_args, _ = parser.parse_args_into_dataclasses( | ||
return_remaining_strings=True | ||
) | ||
if parsed_cli_args.inference: | ||
do_inference(cfg=parsed_cfg, cli_args=parsed_cli_args) | ||
elif parsed_cli_args.merge_lora: | ||
do_merge_lora(cfg=parsed_cfg, cli_args=parsed_cli_args) | ||
elif parsed_cli_args.shard: | ||
shard(cfg=parsed_cfg, cli_args=parsed_cli_args) | ||
else: | ||
dataset_meta = load_datasets(cfg=parsed_cfg, cli_args=parsed_cli_args) | ||
if parsed_cli_args.prepare_ds_only: | ||
return | ||
train(cfg=parsed_cfg, cli_args=parsed_cli_args, dataset_meta=dataset_meta) | ||
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if __name__ == "__main__": | ||
fire.Fire(do_cli) |
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