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https://github.com/comfyanonymous/ComfyUI.git
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mm: wrap the raw stream in context manager
The documentation of torch.foo.Stream being usable with with: suggests it starts at version 2.7. Use the old API for backwards compatibility.
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@ -1052,7 +1052,9 @@ def get_offload_stream(device):
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elif is_device_cuda(device):
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ss = []
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for k in range(NUM_STREAMS):
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ss.append(torch.cuda.Stream(device=device, priority=0))
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s1 = torch.cuda.Stream(device=device, priority=0)
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s1.as_context = torch.cuda.stream
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ss.append(s1)
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STREAMS[device] = ss
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s = ss[stream_counter]
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stream_counters[device] = stream_counter
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@ -1060,7 +1062,9 @@ def get_offload_stream(device):
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elif is_device_xpu(device):
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ss = []
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for k in range(NUM_STREAMS):
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ss.append(torch.xpu.Stream(device=device, priority=0))
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s1 = torch.xpu.Stream(device=device, priority=0)
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s1.as_context = torch.xpu.stream
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ss.append(s1)
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STREAMS[device] = ss
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s = ss[stream_counter]
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stream_counters[device] = stream_counter
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@ -1078,12 +1082,19 @@ def cast_to(weight, dtype=None, device=None, non_blocking=False, copy=False, str
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if dtype is None or weight.dtype == dtype:
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return weight
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if stream is not None:
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with stream:
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wf_context = stream
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if hasattr(wf_context, "as_context"):
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wf_context = wf_context.as_context(stream)
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with wf_context:
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return weight.to(dtype=dtype, copy=copy)
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return weight.to(dtype=dtype, copy=copy)
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if stream is not None:
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with stream:
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wf_context = stream
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if hasattr(wf_context, "as_context"):
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wf_context = wf_context.as_context(stream)
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with wf_context:
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r = torch.empty_like(weight, dtype=dtype, device=device)
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r.copy_(weight, non_blocking=non_blocking)
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else:
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@ -95,6 +95,8 @@ def cast_bias_weight(s, input=None, dtype=None, device=None, bias_dtype=None, of
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if offload_stream is not None:
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wf_context = offload_stream
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if hasattr(wf_context, "as_context"):
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wf_context = wf_context.as_context(offload_stream)
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else:
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wf_context = contextlib.nullcontext()
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