feat: generate dynamic schemes

src/caelestia/utils/material/score.py

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+#!/usr/bin/env python
+
+import sys
+
+from materialyoucolor.dislike.dislike_analyzer import DislikeAnalyzer
+from materialyoucolor.hct import Hct
+from materialyoucolor.quantize import ImageQuantizeCelebi
+from materialyoucolor.utils.math_utils import difference_degrees, sanitize_degrees_int
+
+
+class Score:
+    TARGET_CHROMA = 48.0
+    WEIGHT_PROPORTION = 0.7
+    WEIGHT_CHROMA_ABOVE = 0.3
+    WEIGHT_CHROMA_BELOW = 0.1
+    CUTOFF_CHROMA = 5.0
+    CUTOFF_EXCITED_PROPORTION = 0.01
+
+    def __init__(self):
+        pass
+
+    @staticmethod
+    def score(colors_to_population: dict) -> tuple[list[Hct], list[Hct]]:
+        desired = 14
+        filter_enabled = True
+        dislike_filter = True
+
+        colors_hct = []
+        hue_population = [0] * 360
+        population_sum = 0
+
+        for rgb, population in colors_to_population.items():
+            hct = Hct.from_int(rgb)
+            colors_hct.append(hct)
+            hue = int(hct.hue)
+            hue_population[hue] += population
+            population_sum += population
+
+        hue_excited_proportions = [0.0] * 360
+
+        for hue in range(360):
+            proportion = hue_population[hue] / population_sum
+            for i in range(hue - 14, hue + 16):
+                neighbor_hue = int(sanitize_degrees_int(i))
+                hue_excited_proportions[neighbor_hue] += proportion
+
+        # Score colours
+        scored_hct = []
+        for hct in colors_hct:
+            hue = int(sanitize_degrees_int(round(hct.hue)))
+            proportion = hue_excited_proportions[hue]
+
+            if filter_enabled and (hct.chroma < Score.CUTOFF_CHROMA or proportion <= Score.CUTOFF_EXCITED_PROPORTION):
+                continue
+
+            proportion_score = proportion * 100.0 * Score.WEIGHT_PROPORTION
+            chroma_weight = Score.WEIGHT_CHROMA_BELOW if hct.chroma < Score.TARGET_CHROMA else Score.WEIGHT_CHROMA_ABOVE
+            chroma_score = (hct.chroma - Score.TARGET_CHROMA) * chroma_weight
+            score = proportion_score + chroma_score
+            scored_hct.append({"hct": hct, "score": score})
+
+        scored_hct.sort(key=lambda x: x["score"], reverse=True)
+
+        # Choose distinct colours
+        chosen_colors = []
+        for difference_degrees_ in range(90, 0, -1):
+            chosen_colors.clear()
+            for item in scored_hct:
+                hct = item["hct"]
+                duplicate_hue = any(
+                    difference_degrees(hct.hue, chosen_hct.hue) < difference_degrees_ for chosen_hct in chosen_colors
+                )
+                if not duplicate_hue:
+                    chosen_colors.append(hct)
+                if len(chosen_colors) >= desired:
+                    break
+            if len(chosen_colors) >= desired:
+                break
+
+        # Get primary colour
+        primary = None
+        for cutoff in range(20, 0, -1):
+            for item in scored_hct:
+                if item["hct"].chroma > cutoff and item["hct"].tone > cutoff * 3:
+                    primary = item["hct"]
+                    break
+            if primary:
+                break
+
+        # Choose distinct primaries
+        chosen_primaries = [primary]
+        for difference_degrees_ in range(90, 14, -1):
+            chosen_primaries = [primary]
+            for item in scored_hct:
+                hct = item["hct"]
+                duplicate_hue = any(
+                    difference_degrees(hct.hue, chosen_hct.hue) < difference_degrees_ for chosen_hct in chosen_primaries
+                )
+                if not duplicate_hue:
+                    chosen_primaries.append(hct)
+                if len(chosen_primaries) >= 3:
+                    break
+            if len(chosen_primaries) >= 3:
+                break
+
+        # Fix disliked colours
+        if dislike_filter:
+            for i, chosen_hct in enumerate(chosen_primaries):
+                chosen_primaries[i] = DislikeAnalyzer.fix_if_disliked(chosen_hct)
+            for i, chosen_hct in enumerate(chosen_colors):
+                chosen_colors[i] = DislikeAnalyzer.fix_if_disliked(chosen_hct)
+
+        return chosen_primaries, chosen_colors
+
+
+def score(image: str) -> tuple[list[Hct], list[Hct]]:
+    return Score.score(ImageQuantizeCelebi(image, 1, 128))
+
+
+if __name__ == "__main__":
+    img = sys.argv[1]
+    mode = sys.argv[2] if len(sys.argv) > 2 else "hex"
+
+    colours = Score.score(ImageQuantizeCelebi(img, 1, 128))
+    for t in colours:
+        if mode != "hex":
+            print("".join(["\x1b[48;2;{};{};{}m   \x1b[0m".format(*c.to_rgba()[:3]) for c in t]))
+        if mode != "swatch":
+            print(" ".join(["{:02X}{:02X}{:02X}".format(*c.to_rgba()[:3]) for c in t]))