code: def test_triton_kernel_no_clones(self, grad, dynamic):
      from torch._inductor.utils import run_and_get_code
  
      def call_triton(
          x: torch.Tensor, y: torch.Tensor, output: torch.Tensor
      ):
          n_elements = output.numel()
  
          tmp = torch.add(x, 1)
          grid = (x.numel(),)
          add_kernel.run(
              x,
              y,
              output,
              n_elements,
              warmup=False,
              grid=grid,
              BLOCK_SIZE=16,
          )
  
          return output, tmp
  
      t1 = torch.rand(5, device="cuda", requires_grad=grad)
      t2 = torch.rand(5, device="cuda", requires_grad=grad)
      o1 = torch.zeros_like(t1, requires_grad=grad)
  
      torch_add = call_triton(t1, t2, o1)
      metrics.reset()
      o2 = torch.zeros_like(t1, requires_grad=grad)
      test, codes = run_and_get_code(
          torch.compile(call_triton, dynamic=dynamic), t1, t2, o2
      )
      if not grad:
          self.assertEqual(metrics.generated_kernel_count, 1)
      self.assertEqual(torch_add, test)
      # These two asserts are not optimal since it requires original aten
      # to be in the metadata, so there might be false negatives
      self.assertTrue("aten.copy" not in codes[0])
      self.assertTrue("aten.clone" not in codes[0])
      # The following checks that there are only the tensor output is in
      # the compiled graph
      if dynamic and grad:
          self.assertTrue("return (buf0, s0, )" in codes[0])
      else:
          self.assertTrue("return (buf0, )" in codes[0])
  
imports: from unittest.mock import patch
  import torch
  import torch._dynamo.test_case
  import torch._dynamo.testing
  from torch._higher_order_ops.triton_kernel_wrap import triton_kernel_wrapper_functional, triton_kernel_wrapper_mutation
  from torch._inductor import metrics
  from torch.testing._internal import common_utils
  from torch.testing._internal.common_utils import skipIfRocm
  from torch.testing._internal.triton_utils import *
label_desc: Use image node_id 8 for calling the KernelTests obj's underlying member method code with example usage: obj.test_triton_kernel_no_clones(grad, dynamic) and returns: output,  tmp