Source code for nemo_automodel.components._transformers.utils

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from typing import Any

from transformers import AutoConfig




def sliding_window_overwrite(model_name: str) -> dict[str, Any]:
    """Returns configuration overrides to handle sliding window settings based on model rules.

    Args:
        model_name: The HuggingFace model name or path to load configuration from

    Returns:
        dict: Dictionary with overwrite values, or empty dict if no overwrites needed
    """
    hf_config = AutoConfig.from_pretrained(model_name, trust_remote_code=True)
    overwrite_dict = {}

    # Override sliding_window setting to address a HF mismatch relevant to use_sliding_window
    # TODO(@zhiyul): remove this once the bug is fixed https://github.com/huggingface/transformers/issues/38002
    if hasattr(hf_config, "use_sliding_window") and hf_config.use_sliding_window == False:
        assert hasattr(hf_config, "sliding_window")
        overwrite_dict = {
            "sliding_window": None,
        }
        print(f"use_sliding_window=False in config - overriding sliding_window parameter to None: {overwrite_dict}")

    return overwrite_dict