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patching LigerRMSNorm with partial arguments given would cause error in _init_weights() #739

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Description

@Tcc0403

🐛 Describe the bug

huggingface/transformers#37070 brought a clean solution to correctly init weights for most composite models.

However, it took a isintance(module, XXXRMSNorm) to fill initial values into RMSNorm modules, which can lead to a TypeError if we patch RMSNorm with partial(LigerRMSNorm, ...).

Take gemma for example:
If we make a partial object to match the default arguments for GemmaRMSNorm

LigerRMSNormForGemma = partial(LigerRMSNorm, offset=1.0, init_fn="zeros", casting_mode="gemma")
_patch_rms_norm_module_for_gemma = partial(_patch_rms_norm_module, casting_mode="gemma", offset=1.0)
if rope:
modeling_gemma.apply_rotary_pos_emb = liger_rotary_pos_emb
if rms_norm:
modeling_gemma.GemmaRMSNorm = LigerRMSNormForGemma

, it will break isinstance(module, GemmaRMSNorm)

TypeError: isinstance() arg 2 must be a type, a tuple of types, or a union

Solution

Instead of creating a partial object, we can make a module with desired default arguments like gemma3 did.

class LigerRMSNormForGemma3(LigerRMSNorm):
"""Gemma3RMSNorm has a dim argument not hidden_size used in q_norm and k_norm."""
def __init__(self, dim, eps=0.000001, offset=1.0, casting_mode="gemma", init_fn="zeros", in_place=False):
super().__init__(dim, eps, offset, casting_mode, init_fn, in_place)

By the way, we probably want to move these modules under transformers/rms_norm.py instead of a new module.

Reproduce

No response

Versions

liger_kernel==cd6ec32
transformers==4.52.4

Activity

  1. added a commit that references this issue on Jun 2, 2025
    4a2da99
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