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7 changed files with 97 additions and 98 deletions
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from .add_noise import add_noise
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from .change_temperature import change_temperature
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from .add_random_colour_spill import add_random_colour_spill
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from .gamma import adjust_gamma, get_random_gamma
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from .get_colour_lut import get_random_saturation_per_hue_lut, get_random_brightness_lut
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from .apply_pixel_shader import apply_pixel_shader
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14
src/editor/operations/apply_pixel_shader.py
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src/editor/operations/apply_pixel_shader.py
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from typing import Callable, Tuple
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from PIL import Image
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def apply_pixel_shader(
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img: Image, callback: Callable[[int, int, int], Tuple[int, int, int]]
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):
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width, height = img.size
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pixels = img.load()
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for x in range(width):
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for y in range(height):
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r, g, b = pixels[x, y]
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pixels[x, y] = callback(r, g, b)
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return img
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93
src/editor/operations/get_colour_lut.ipynb
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93
src/editor/operations/get_colour_lut.ipynb
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43
src/editor/operations/get_colour_lut.py
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src/editor/operations/get_colour_lut.py
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import numpy as np
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from typing import List
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from ..utils.random import random
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from .interpolate import interpolate, INTERPOLATION_TYPE
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def get_random_saturation_per_hue_lut(
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variance: float = 0.4, count: int = 12
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) -> List[int]:
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edit_points = [random(-variance, variance) + 1 for _ in range(count)]
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return [
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interpolate(edit_points, i / 255, type="cubic")
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for i in np.linspace(0, 255, 256)
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]
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def get_random_brightness_lut(
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variance: float = 0.2,
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count: int = 6,
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type: INTERPOLATION_TYPE = "linear",
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min_spectrum_size: float = 0.6,
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max_spectrum_size: float = 1.15,
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) -> List[int]:
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spectrum_size = np.random.uniform(min_spectrum_size, max_spectrum_size)
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spectrum_start = np.random.uniform(0, max(0, 1 - spectrum_size))
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edit_points = sorted(
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[
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spectrum_start,
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*[
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spectrum_start
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+ i * spectrum_size / (count - 2)
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+ np.random.uniform(-variance, variance)
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for i in range(1, count - 2)
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],
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spectrum_start + spectrum_size,
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]
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)
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return [
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round(interpolate(edit_points, i / 255, type=type) * 255)
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for i in np.linspace(0, 255, 256)
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]
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33
src/editor/operations/interpolate.py
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src/editor/operations/interpolate.py
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import numpy as np
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from scipy.interpolate import CubicSpline
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from typing import List, Literal
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INTERPOLATION_TYPE = Literal["cubic", "linear"]
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def interpolate(
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control_points: List[float], t: float, type: INTERPOLATION_TYPE
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) -> float:
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if type == "cubic":
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x = np.linspace(0, 1, len(control_points))
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cs = CubicSpline(x, control_points)
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return cs(t)
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if type == "linear":
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n = len(control_points) - 1
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segment_indices = np.linspace(0, 1, n + 1)
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index = np.searchsorted(segment_indices, t, side="right") - 1
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if t == 1:
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return control_points[-1]
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else:
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t_normalized = (t - segment_indices[index]) / (
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segment_indices[index + 1] - segment_indices[index]
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)
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return control_points[index] + t_normalized * (
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control_points[index + 1] - control_points[index]
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)
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raise ValueError("Invalid type")
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