code: def _filter_kwargs(func, kwargs):
      sig = inspect.signature(func)
      return {k: v for k, v in kwargs.items() if k in sig.parameters}
  
imports: import inspect
  import titans.model.gpt.gpt
  import torch
  import torch.nn
  from colossalai import kernel
  from colossalai import nn
  from colossalai.legacy.context.parallel_mode import ParallelMode
  from colossalai.legacy.core import global_context
  from colossalai.legacy.nn.layer.wrapper import PipelineSharedModuleWrapper
  from colossalai.legacy.pipeline.utils import partition_uniform
  from colossalai.logging import get_dist_logger
  from .embed import HiddenParallelEmbedding, HiddenParallelGPTLMHead1D, VocabParallelEmbedding, VocabParallelGPTLMHead1D
  from .gpt1d import FusedGPTTransformerLayer1D, GPTTransformerLayer1D
label_desc: Use image node_id 1 for calling a global function with example usage: _filter_kwargs(func, kwargs) and returns: unknown