Source code for oumi.utils.peft_utils
# Copyright 2025 - Oumi
#
# 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,
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from pathlib import Path
from typing import Union
from oumi.utils.io_utils import load_json
_ADAPTER_CONFIG_RANK_KEY = "r"
[docs]
def get_lora_rank(adapter_dir: Union[str, Path]) -> int:
"""Gets the LoRA rank for a saved adapter model.
Example config:
https://github.com/huggingface/peft/blob/b5db9c935021a54fb5d1a479457ce63ad94e2fe5/docs/source/developer_guides/checkpoint.md?plain=1#L182
Args:
adapter_dir: The directory containing the adapter model.
Returns:
int: The LoRA rank.
Raises:
ValueError: If the LoRA rank is not found in the adapter config or isn't an int.
"""
adapter_config_path = Path(adapter_dir) / "adapter_config.json"
adapter_config = load_json(adapter_config_path)
if _ADAPTER_CONFIG_RANK_KEY not in adapter_config:
raise ValueError(
f"LoRA rank not found in adapter config: {adapter_config_path}"
)
if not isinstance(adapter_config[_ADAPTER_CONFIG_RANK_KEY], int):
raise ValueError(
f"LoRA rank in adapter config not an int: {adapter_config_path}"
)
return adapter_config[_ADAPTER_CONFIG_RANK_KEY]