+ QV-j\Rt^RIHt^RIHt^RIHtHt]P!] 4t Rt R#)z Liger Kernel integration for applying optimized Triton kernels to transformer models. See https://github.com/linkedin/Liger-Kernel for details. )PreTrainedModel)unwrap_peft_model)is_liger_kernel_availableloggingc\4'g \R4h^RIHpT;'g/p\ V4p\ V\ 4'd V!RRV/VBR#\PR4R#)aP Apply Liger Kernel optimizations to a model instance. Liger Kernel provides optimized Triton kernels for common transformer operations. This function patches the model in-place with those kernels. Args: model: The model to patch. Must be a `PreTrainedModel` or a PEFT wrapper around one. kernel_config: Kernel configuration. zYou have set `use_liger_kernel` to `True` but liger-kernel >= 0.3.0 is not available. Please install it with `pip install liger-kernel`)_apply_liger_kernel_to_instancemodelzRThe model is not an instance of PreTrainedModel. No liger kernels will be applied.N) r ImportErrorliger_kernel.transformersrr isinstancerloggerwarning)r kernel_configr base_models&& p/Volumes/fast/ai/experiments/ui-tars-smoke/.venv/lib/python3.14/site-packages/transformers/integrations/liger.pyapply_liger_kernelrsg % & & @  J!''RM"5)J*o..'JjJMJklN) __doc__modeling_utilsr trainer_utilsrutilsrr get_logger__name__r rr rrrs- --6   H %mr