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Comfy Kitchen Attention｜ComfyUI 官方原生 INT8 注意力加速方案详解
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(APIServer pid=3720) Traceback (most recent call last):
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/bin/vllm", line 8, in
(APIServer pid=3720) sys.exit(main())
(APIServer pid=3720) ~~~~^^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/entrypoints/cli/main.py", line 92, in main
(APIServer pid=3720) args.dispatch_function(args)
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~~~^^^^^^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/entrypoints/cli/serve.py", line 148, in cmd
(APIServer pid=3720) uvloop.run(run_server(args))
(APIServer pid=3720) ~~~~~~~~~~^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/uvloop/__init__.py", line 96, in run
(APIServer pid=3720) return __asyncio.run(
(APIServer pid=3720) ~~~~~~~~~~~~~^
(APIServer pid=3720) wrapper(),
(APIServer pid=3720) ^^^^^^^^^^
(APIServer pid=3720) ......
(APIServer pid=3720) **run_kwargs
(APIServer pid=3720) ^^^^^^^^^^^^
(APIServer pid=3720) )
(APIServer pid=3720) ^
(APIServer pid=3720) File "/usr/lib/python3.14/asyncio/runners.py", line 204, in run
(APIServer pid=3720) return runner.run(main)
(APIServer pid=3720) ~~~~~~~~~~^^^^^^
(APIServer pid=3720) File "/usr/lib/python3.14/asyncio/runners.py", line 127, in run
(APIServer pid=3720) return self._loop.run_until_complete(task)
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^
(APIServer pid=3720) File "uvloop/loop.pyx", line 1512, in uvloop.loop.Loop.run_until_complete
(APIServer pid=3720) File "uvloop/loop.pyx", line 1505, in uvloop.loop.Loop.run_until_complete
(APIServer pid=3720) self.run_forever()
(APIServer pid=3720) File "uvloop/loop.pyx", line 1379, in uvloop.loop.Loop.run_forever
(APIServer pid=3720) self._run(mode)
(APIServer pid=3720) File "uvloop/loop.pyx", line 557, in uvloop.loop.Loop._run
(APIServer pid=3720) raise self._last_error
(APIServer pid=3720) File "uvloop/loop.pyx", line 476, in uvloop.loop.Loop._on_idle
(APIServer pid=3720) handler._run()
(APIServer pid=3720) File "uvloop/cbhandles.pyx", line 83, in uvloop.loop.Handle._run
(APIServer pid=3720) File "uvloop/cbhandles.pyx", line 63, in uvloop.loop.Handle._run
(APIServer pid=3720) callback(*args)
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/uvloop/__init__.py", line 48, in wrapper
(APIServer pid=3720) return await main
(APIServer pid=3720) ^^^^^^^^^^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/entrypoints/openai/api_server.py", line 678, in run_server
(APIServer pid=3720) await run_server_worker(listen_address, sock, args, **uvicorn_kwargs)
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/entrypoints/openai/api_server.py", line 696, in run_server_worker
(APIServer pid=3720) shutdown_task = await build_and_serve(
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) engine_client, listen_address, sock, args, **uvicorn_kwargs
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) )
(APIServer pid=3720) ^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/entrypoints/openai/api_server.py", line 594, in build_and_serve
(APIServer pid=3720) await init_app_state(engine_client, app.state, args, supported_tasks)
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/entrypoints/openai/api_server.py", line 407, in init_app_state
(APIServer pid=3720) await init_generate_state(
(APIServer pid=3720) engine_client, state, args, request_logger, supported_tasks
(APIServer pid=3720) )
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/entrypoints/openai/generate/api_router.py", line 140, in init_generate_state
(APIServer pid=3720) state.openai_serving_chat.warmup()
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/entrypoints/openai/chat_completion/serving.py", line 181, in warmup
(APIServer pid=3720) self.renderer.warmup(
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~^
(APIServer pid=3720) ChatParams(
(APIServer pid=3720) ^^^^^^^^^^^
(APIServer pid=3720) ......
(APIServer pid=3720) )
(APIServer pid=3720) ^
(APIServer pid=3720) )
(APIServer pid=3720) ^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/renderers/base.py", line 251, in warmup
(APIServer pid=3720) self._warmup_mm_processor(
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~~~~~~^
(APIServer pid=3720) self.mm_processor,
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) log_prefix="Multi-modal",
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) )
(APIServer pid=3720) ^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/renderers/base.py", line 221, in _warmup_mm_processor
(APIServer pid=3720) _ = processor.apply(processor_inputs, timing_ctx=TimingContext(enabled=False))
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/multimodal/processing/processor.py", line 1685, in apply
(APIServer pid=3720) ) = self._cached_apply_hf_processor(inputs, timing_ctx)
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/multimodal/processing/processor.py", line 1474, in _cached_apply_hf_processor
(APIServer pid=3720) ) = self._apply_hf_processor_main(
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^
(APIServer pid=3720) prompt=inputs.prompt,
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) ......
(APIServer pid=3720) enable_hf_prompt_update=False,
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) )
(APIServer pid=3720) ^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/multimodal/processing/processor.py", line 1291, in _apply_hf_processor_main
(APIServer pid=3720) mm_processed_data = self._apply_hf_processor_mm_only(
(APIServer pid=3720) mm_items=mm_items,
(APIServer pid=3720) hf_processor_mm_kwargs=hf_processor_mm_kwargs,
(APIServer pid=3720) tokenization_kwargs=tokenization_kwargs,
(APIServer pid=3720) )
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/multimodal/processing/processor.py", line 1232, in _apply_hf_processor_mm_only
(APIServer pid=3720) _, mm_processed_data, _ = self._apply_hf_processor_text_mm(
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^
(APIServer pid=3720) prompt_text=self.dummy_inputs.get_dummy_text(mm_counts),
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) ......
(APIServer pid=3720) tokenization_kwargs=tokenization_kwargs,
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) )
(APIServer pid=3720) ^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/multimodal/processing/processor.py", line 1153, in _apply_hf_processor_text_mm
(APIServer pid=3720) processed_data = self._call_hf_processor(
(APIServer pid=3720) prompt=prompt_text,
(APIServer pid=3720) ......
(APIServer pid=3720) tok_kwargs=tokenization_kwargs,
(APIServer pid=3720) )
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/model_executor/models/qwen3_vl.py", line 1265, in _call_hf_processor
(APIServer pid=3720) video_outputs = super()._call_hf_processor(
(APIServer pid=3720) prompt="",
(APIServer pid=3720) ......
(APIServer pid=3720) tok_kwargs=tok_kwargs,
(APIServer pid=3720) )
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/multimodal/processing/processor.py", line 1110, in _call_hf_processor
(APIServer pid=3720) return self.info.ctx.call_hf_processor(
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^
(APIServer pid=3720) self.info.get_hf_processor(**mm_kwargs),
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) dict(text=prompt, **mm_data),
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) dict(**mm_kwargs, **tok_kwargs),
(APIServer pid=3720) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) )
(APIServer pid=3720) ^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/multimodal/processing/context.py", line 269, in call_hf_processor
(APIServer pid=3720) output = hf_processor(**data, **allowed_kwargs)
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/transformers/processing_utils.py", line 668, in __call__
(APIServer pid=3720) processed_videos, videos_replacements = self._process_videos(videos, **merged_kwargs["videos_kwargs"])
(APIServer pid=3720) ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/transformers/processing_utils.py", line 770, in _process_videos
(APIServer pid=3720) processed_videos = self.video_processor(videos, **kwargs)
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/transformers/video_processing_utils.py", line 178, in __call__
(APIServer pid=3720) return self.preprocess(videos, **kwargs)
(APIServer pid=3720) ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/transformers/video_processing_utils.py", line 369, in preprocess
(APIServer pid=3720) preprocessed_videos = self._preprocess(videos=videos, **kwargs)
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/transformers/models/qwen3_vl/video_processing_qwen3_vl.py", line 223, in _preprocess
(APIServer pid=3720) stacked_videos = self.rescale_and_normalize(
(APIServer pid=3720) stacked_videos, do_rescale, rescale_factor, do_normalize, image_mean, image_std
(APIServer pid=3720) )
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/transformers/image_processing_backends.py", line 346, in rescale_and_normalize
(APIServer pid=3720) images = self.normalize(images.to(dtype=torch.float32), image_mean, image_std)
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/transformers/image_processing_backends.py", line 300, in normalize
(APIServer pid=3720) def normalize(
(APIServer pid=3720)
(APIServer pid=3720) File "/mnt/c/Users/AI-Space001/venv-vllm/lib/python3.14/site-packages/vllm/entrypoints/openai/api_server.py", line 673, in _interrupt_init
(APIServer pid=3720) raise KeyboardInterrupt("terminated")
(APIServer pid=3720) KeyboardInterrupt: terminated
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