from contextlib import contextmanager import torch from vllm.logger import logger @contextmanager def torch_cuda_wrapper(): try: torch.cuda.Event = torch.npu.Event torch.cuda.Stream = torch.npu.Stream torch.cuda.stream = torch.npu.stream torch.cuda.default_stream = torch.npu.default_stream torch.cuda.current_stream = torch.npu.current_stream torch.cuda.graph_pool_handle = torch.npu.graph_pool_handle torch.cuda.CUDAGraph = torch.npu.NPUGraph torch.cuda.graph = torch.npu.graph torch.cuda.synchronize = torch.npu.synchronize torch.cuda.set_stream = torch.npu.set_stream torch.cuda.current_device = torch.npu.current_device torch.cuda.mem_get_info = torch.npu.mem_get_info logger.info_once("Wrapping torch.cuda with torch.npu.") yield finally: pass