code: def triton_kernel_wrapper_functional_dense(
      *, kernel_idx, grid, kwargs, tensors_to_clone
  ):
      # TODO(oulgen): For performance reasons, we want to ensure that these
      # `clone_preserve_strides` calls are never executed at runtime
      # (inductor should always optimize them away).
      # Requires https://github.com/pytorch/pytorch/issues/109240
      kwargs = {
          key: (
              clone_preserve_strides(val)
              if key in tensors_to_clone
              else val
          )
          for key, val in kwargs.items()
      }
      triton_kernel_wrapper_mutation(
          kernel_idx=kernel_idx, grid=grid, kwargs=kwargs
      )
      return {
          key: val
          for key, val in kwargs.items()
          if key in tensors_to_clone
      }
  
imports: import ast
  import dataclasses
  import threading
  from typing import Any, Dict
  import torch.utils._pytree
  from torch import Tensor
  from torch._C import DispatchKey
  from torch._ops import HigherOrderOperator
  from torch._prims_common import clone_preserve_strides
  from torch._subclasses.fake_tensor import FakeTensorMode
  from torch.fx.experimental.proxy_tensor import disable_proxy_modes_tracing, ProxyTorchDispatchMode, track_tensor_tree
label_desc: Use image node_id 7 for calling a global function with example usage: triton_kernel_wrapper_functional_dense() and returns: unknown