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feature/cu
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image-hist
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bea22ba97a |
@@ -1,5 +1,7 @@
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from __future__ import annotations
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import numpy as np
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from comfy_api.latest import ComfyExtension, io
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from comfy_api.input import CurveInput
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from typing_extensions import override
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@@ -32,10 +34,58 @@ class CurveEditor(io.ComfyNode):
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return io.NodeOutput(result, ui=ui) if ui else io.NodeOutput(result)
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class ImageHistogram(io.ComfyNode):
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@classmethod
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def define_schema(cls):
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return io.Schema(
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node_id="ImageHistogram",
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display_name="Image Histogram",
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category="utils",
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inputs=[
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io.Image.Input("image"),
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],
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outputs=[
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io.Histogram.Output("rgb"),
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io.Histogram.Output("luminance"),
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io.Histogram.Output("red"),
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io.Histogram.Output("green"),
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io.Histogram.Output("blue"),
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],
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)
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@classmethod
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def execute(cls, image) -> io.NodeOutput:
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img = image[0].cpu().numpy()
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img_uint8 = np.clip(img * 255, 0, 255).astype(np.uint8)
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def bincount(data):
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return np.bincount(data.ravel(), minlength=256)[:256]
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hist_r = bincount(img_uint8[:, :, 0])
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hist_g = bincount(img_uint8[:, :, 1])
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hist_b = bincount(img_uint8[:, :, 2])
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# Average of R, G, B histograms (same as Photoshop's RGB composite)
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rgb = ((hist_r + hist_g + hist_b) // 3).tolist()
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# ITU-R BT.709-6, Item 3.2 (p.6) — Derivation of luminance signal
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# https://www.itu.int/rec/R-REC-BT.709-6-201506-I/en
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lum = 0.2126 * img[:, :, 0] + 0.7152 * img[:, :, 1] + 0.0722 * img[:, :, 2]
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luminance = bincount(np.clip(lum * 255, 0, 255).astype(np.uint8)).tolist()
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return io.NodeOutput(
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rgb,
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luminance,
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hist_r.tolist(),
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hist_g.tolist(),
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hist_b.tolist(),
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)
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class CurveExtension(ComfyExtension):
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@override
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async def get_node_list(self):
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return [CurveEditor]
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return [CurveEditor, ImageHistogram]
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async def comfy_entrypoint():
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