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https://git.datalinker.icu/comfyanonymous/ComfyUI
synced 2026-08-15 23:50:05 +08:00
Adjusted default values for context_length and context_overlap, made schema.inputs definition for WAN Context Windows less annoying
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@ -14,16 +14,16 @@ class ContextWindowsManualNode(io.ComfyNode):
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description="Manually set context windows.",
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inputs=[
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io.Model.Input("model", tooltip="The model to apply context windows to during sampling."),
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io.Int.Input("context_length", min=1, default=1, tooltip="The length of the context window."),
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io.Int.Input("context_overlap", min=0, default=0, tooltip="The overlap of the context window."),
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io.Int.Input("context_length", min=1, default=16, tooltip="The length of the context window."),
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io.Int.Input("context_overlap", min=0, default=4, tooltip="The overlap of the context window."),
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io.Combo.Input("context_schedule", options=[
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comfy.context_windows.ContextSchedules.STATIC_STANDARD,
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comfy.context_windows.ContextSchedules.UNIFORM_STANDARD,
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comfy.context_windows.ContextSchedules.UNIFORM_LOOPED,
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comfy.context_windows.ContextSchedules.BATCHED,
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], tooltip="The stride of the context window."),
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io.Int.Input("context_stride", min=1, default=1, tooltip="The stride of the context window."),
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io.Boolean.Input("closed_loop", default=False, tooltip="Whether to close the context window loop."),
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io.Int.Input("context_stride", min=1, default=1, tooltip="The stride of the context window; only applicable to uniform schedules."),
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io.Boolean.Input("closed_loop", default=False, tooltip="Whether to close the context window loop; only applicable to looped schedules."),
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io.Combo.Input("fuse_method", options=comfy.context_windows.ContextFuseMethods.LIST_STATIC, default=comfy.context_windows.ContextFuseMethods.PYRAMID, tooltip="The method to use to fuse the context windows."),
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io.Int.Input("dim", min=0, max=5, default=0, tooltip="The dimension to apply the context windows to."),
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],
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@ -55,24 +55,27 @@ class WanContextWindowsManualNode(ContextWindowsManualNode):
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schema.node_id = "WanContextWindowsManual"
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schema.display_name = "WAN Context Windows (Manual)"
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schema.description = "Manually set context windows for WAN-like models (dim=2)."
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# remove dim input; will always be 2
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schema.inputs = [x for x in schema.inputs if x.id != "dim"]
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# replace context_length input; should be in steps of 4
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context_length_idx = -1
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for idx, x in enumerate(schema.inputs):
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if x.id == "context_length":
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context_length_idx = idx
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break
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if context_length_idx == -1:
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raise Exception("Context length input not found in schema; did something change?")
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schema.inputs[context_length_idx] = io.Int.Input("context_length", min=1, max=nodes.MAX_RESOLUTION, step=4, default=81, tooltip="The length of the context window.")
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schema.inputs = [
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io.Model.Input("model", tooltip="The model to apply context windows to during sampling."),
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io.Int.Input("context_length", min=1, max=nodes.MAX_RESOLUTION, step=4, default=81, tooltip="The length of the context window."),
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io.Int.Input("context_overlap", min=0, default=30, tooltip="The overlap of the context window."),
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io.Combo.Input("context_schedule", options=[
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comfy.context_windows.ContextSchedules.STATIC_STANDARD,
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comfy.context_windows.ContextSchedules.UNIFORM_STANDARD,
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comfy.context_windows.ContextSchedules.UNIFORM_LOOPED,
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comfy.context_windows.ContextSchedules.BATCHED,
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], tooltip="The stride of the context window."),
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io.Int.Input("context_stride", min=1, default=1, tooltip="The stride of the context window; only applicable to uniform schedules."),
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io.Boolean.Input("closed_loop", default=False, tooltip="Whether to close the context window loop; only applicable to looped schedules."),
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io.Combo.Input("fuse_method", options=comfy.context_windows.ContextFuseMethods.LIST_STATIC, default=comfy.context_windows.ContextFuseMethods.PYRAMID, tooltip="The method to use to fuse the context windows."),
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]
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return schema
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@classmethod
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def execute(cls, model: io.Model.Type, context_length: int, context_overlap: int, context_schedule: str, context_stride: int, closed_loop: bool, fuse_method: str) -> io.Model:
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context_length = max(((context_length - 1) // 4) + 1, 1) # at least length 1
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context_overlap = max(((context_overlap - 1) // 4) + 1, 0) # at least overlap 0
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return super().execute(model, context_length, context_overlap, context_schedule, context_stride, closed_loop, fuse_method, 2)
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return super().execute(model, context_length, context_overlap, context_schedule, context_stride, closed_loop, fuse_method, dim=2)
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class ContextWindowsExtension(ComfyExtension):
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