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- #!/usr/bin/env python
- # Copyright 2024 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.
- from accelerate.commands.utils import CustomArgumentParser
- from accelerate.utils import merge_fsdp_weights
- description = """Utility to merge the weights from multiple FSDP checkpoints into a single combined checkpoint. Should be used if
- `SHARDED_STATE_DICT` was used for the model. Weights will be saved to `{output_path}`.
- This is a CPU-bound process and requires enough RAM to load the entire model state dict."""
- def merge_command(args):
- merge_fsdp_weights(
- args.checkpoint_directory, args.output_path, not args.unsafe_serialization, args.remove_checkpoint_dir
- )
- def merge_command_parser(subparsers=None):
- if subparsers is not None:
- parser = subparsers.add_parser("merge-weights", description=description)
- else:
- parser = CustomArgumentParser(description=description)
- parser.add_argument("checkpoint_directory", type=str, help="A directory containing sharded weights saved by FSDP.")
- parser.add_argument(
- "output_path",
- type=str,
- help="The path to save the merged weights. Defaults to the current directory. ",
- )
- parser.add_argument(
- "--unsafe_serialization",
- action="store_true",
- default=False,
- help="Whether to save the merged weights as `.bin` rather than `.safetensors` (not recommended).",
- )
- parser.add_argument(
- "--remove_checkpoint_dir",
- action="store_true",
- help="Whether to remove the checkpoint directory after merging.",
- default=False,
- )
- if subparsers is not None:
- parser.set_defaults(func=merge_command)
- return parser
- def main():
- parser = merge_command_parser()
- args = parser.parse_args()
- merge_command(args)
- if __name__ == "__main__":
- main()
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