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Expect {self.inputs[i].dtype}, got {contiguous_inputs[i].dtype}." - if need_cudagraphs_record: - # If cudagraphs is enabled, this memory is reserved for future cudagraph runs - # Clone is required to avoid re-using user-provided GPU memory - self._input_buffers[i] = contiguous_inputs[i].clone() - else: - self._input_buffers[i].copy_(contiguous_inputs[i]) + if need_cudagraphs_record: + # If cudagraphs is enabled, this memory is reserved for future cudagraph runs + # Clone is required to avoid re-using user-provided GPU memory + self._input_buffers[i] = contiguous_inputs[i].clone() + else: + self._input_buffers[i].copy_(contiguous_inputs[i]) self._caller_stream = torch.cuda.current_stream() if ( From 92767bdcab7a732a0694f8609b5143317f6d5a1b Mon Sep 17 00:00:00 2001 From: kee hyun an Date: Thu, 16 Jan 2025 02:03:24 +0000 Subject: [PATCH 2/2] chore: update doc --- examples/dynamo/torch_export_cudagraphs.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/dynamo/torch_export_cudagraphs.py b/examples/dynamo/torch_export_cudagraphs.py index 9b1cfaf3d1..e316dffc58 100644 --- a/examples/dynamo/torch_export_cudagraphs.py +++ b/examples/dynamo/torch_export_cudagraphs.py @@ -4,7 +4,7 @@ Torch Export with Cudagraphs ====================================================== -CUDA Graphs allow multiple GPU operations to be launched through a single CPU operation, reducing launch overheads and improving GPU utilization. PyTorch-TensorRT provides a simple interface to enable CUDA graphs. This feature allows users to easily leverage the performance benefits of CUDA graphs without managing the complexities of capture and replay manually. +CUDA Graphs allow multiple GPU operations to be launched through a single CPU operation, reducing launch overheads and improving GPU utilization. Torch-TensorRT provides a simple interface to enable CUDA graphs. This feature allows users to easily leverage the performance benefits of CUDA graphs without managing the complexities of capture and replay manually. .. image:: /tutorials/images/cuda_graphs.png