mastodon/lib/paperclip/color_extractor.rb

257 lines
8.3 KiB
Ruby
Raw Blame History

This file contains ambiguous Unicode characters!

This file contains ambiguous Unicode characters that may be confused with others in your current locale. If your use case is intentional and legitimate, you can safely ignore this warning. Use the Escape button to highlight these characters.

# frozen_string_literal: true
require 'mime/types/columnar'
module Paperclip
class ColorExtractor < Paperclip::Processor
MIN_CONTRAST = 3.0
ACCENT_MIN_CONTRAST = 2.0
FREQUENCY_THRESHOLD = 0.01
BINS = 10
def make
background_palette, foreground_palette = Rails.configuration.x.use_vips ? palettes_from_libvips : palettes_from_imagemagick
background_color = background_palette.first || foreground_palette.first
foreground_colors = []
return @file if background_color.nil?
max_distance = 0
max_distance_color = nil
foreground_palette.each do |color|
distance = ColorDiff.between(background_color, color)
contrast = w3c_contrast(background_color, color)
if distance > max_distance && contrast >= ACCENT_MIN_CONTRAST
max_distance = distance
max_distance_color = color
end
end
foreground_colors << max_distance_color unless max_distance_color.nil?
max_distance = 0
max_distance_color = nil
foreground_palette.each do |color|
distance = ColorDiff.between(background_color, color)
contrast = w3c_contrast(background_color, color)
if distance > max_distance && contrast >= MIN_CONTRAST && !foreground_colors.include?(color)
max_distance = distance
max_distance_color = color
end
end
foreground_colors << max_distance_color unless max_distance_color.nil?
# If we don't have enough colors for accent and foreground, generate
# new ones by manipulating the background color
(2 - foreground_colors.size).times do |i|
foreground_colors << lighten_or_darken(background_color, 35 + (i * 15))
end
# We want the color with the highest contrast to background to be the foreground one,
# and the one with the highest saturation to be the accent one
foreground_color = foreground_colors.max_by { |rgb| w3c_contrast(background_color, rgb) }
accent_color = foreground_colors.max_by { |rgb| rgb_to_hsl(rgb.r, rgb.g, rgb.b)[1] }
meta = {
colors: {
background: rgb_to_hex(background_color),
foreground: rgb_to_hex(foreground_color),
accent: rgb_to_hex(accent_color),
},
}
attachment.instance.file.instance_write(:meta, (attachment.instance.file.instance_read(:meta) || {}).merge(meta))
@file
rescue Vips::Error => e
raise Paperclip::Error, "Error while extracting colors for #{@basename}: #{e}"
end
private
def palettes_from_libvips
image = downscaled_image
block_edge_dim = (image.height * 0.25).floor
line_edge_dim = (image.width * 0.25).floor
edge_image = begin
top = image.crop(0, 0, image.width, block_edge_dim)
bottom = image.crop(0, image.height - block_edge_dim, image.width, block_edge_dim)
left = image.crop(0, block_edge_dim, line_edge_dim, image.height - (block_edge_dim * 2))
right = image.crop(image.width - line_edge_dim, block_edge_dim, line_edge_dim, image.height - (block_edge_dim * 2))
top.join(bottom, :vertical).join(left, :horizontal).join(right, :horizontal)
end
background_palette = palette_from_image(edge_image)
foreground_palette = palette_from_image(image)
[background_palette, foreground_palette]
end
def palettes_from_imagemagick
depth = 8
# Determine background palette by getting colors close to the image's edge only
background_palette = palette_from_im_histogram(convert(':source -alpha set -gravity Center -region 75%x75% -fill None -colorize 100% -alpha transparent +region -format %c -colors :quantity -depth :depth histogram:info:', source: File.expand_path(@file.path), quantity: 10, depth: depth), 10)
# Determine foreground palette from the whole image
foreground_palette = palette_from_im_histogram(convert(':source -format %c -colors :quantity -depth :depth histogram:info:', source: File.expand_path(@file.path), quantity: 10, depth: depth), 10)
[background_palette, foreground_palette]
end
def downscaled_image
image = Vips::Image.new_from_file(@file.path, access: :random).thumbnail_image(100)
image.colourspace(:srgb).extract_band(0, n: 3)
end
def palette_from_image(image)
# `hist_find_ndim` will create a BINS×BINS×BINS 3D histogram of the image
# represented as an image of size BINS×BINS with `BINS` bands.
# The number of occurrences of a color (r, g, b) is thus encoded in band `b` at pixel position `(r, g)`
histogram = image.hist_find_ndim(bins: BINS)
# `histogram.max` returns an array of maxima with their pixel positions, but we don't know in which
# band they are
_, colors = histogram.max(size: 10, out_array: true, x_array: true, y_array: true)
colors['out_array'].zip(colors['x_array'], colors['y_array']).map do |v, x, y|
rgb_from_xyv(histogram, x, y, v)
end.flatten.reverse.uniq
end
# rubocop:disable Naming/MethodParameterName
def rgb_from_xyv(image, x, y, v)
pixel = image.getpoint(x, y)
# As we only have the first 2 dimensions for this maximum, we
# can't distinguish with different maxima with the same `r` and `g`
# values but different `b` values.
#
# Therefore, we return an array of maxima, which is always non-empty,
# but may contain multiple colors with the same values.
pixel.filter_map.with_index do |pv, z|
next if pv != v
r = (x + 0.5) * 256 / BINS
g = (y + 0.5) * 256 / BINS
b = (z + 0.5) * 256 / BINS
ColorDiff::Color::RGB.new(r, g, b)
end
end
def w3c_contrast(color1, color2)
luminance1 = (color1.to_xyz.y * 0.01) + 0.05
luminance2 = (color2.to_xyz.y * 0.01) + 0.05
if luminance1 > luminance2
luminance1 / luminance2
else
luminance2 / luminance1
end
end
def rgb_to_hsl(r, g, b)
r /= 255.0
g /= 255.0
b /= 255.0
max = [r, g, b].max
min = [r, g, b].min
h = (max + min) / 2.0
s = (max + min) / 2.0
l = (max + min) / 2.0
if max == min
h = 0
s = 0 # achromatic
else
d = max - min
s = l >= 0.5 ? d / (2.0 - max - min) : d / (max + min)
case max
when r
h = ((g - b) / d) + (g < b ? 6.0 : 0)
when g
h = ((b - r) / d) + 2.0
when b
h = ((r - g) / d) + 4.0
end
h /= 6.0
end
[(h * 360).round, (s * 100).round, (l * 100).round]
end
def hue_to_rgb(p, q, t)
t += 1 if t.negative?
t -= 1 if t > 1
return (p + ((q - p) * 6 * t)) if t < 1 / 6.0
return q if t < 1 / 2.0
return (p + ((q - p) * ((2 / 3.0) - t) * 6)) if t < 2 / 3.0
p
end
def hsl_to_rgb(h, s, l)
h /= 360.0
s /= 100.0
l /= 100.0
r = 0.0
g = 0.0
b = 0.0
if s.zero?
r = l.to_f
g = l.to_f
b = l.to_f # achromatic
else
q = l < 0.5 ? l * (s + 1) : l + s - (l * s)
p = (2 * l) - q
r = hue_to_rgb(p, q, h + (1 / 3.0))
g = hue_to_rgb(p, q, h)
b = hue_to_rgb(p, q, h - (1 / 3.0))
end
[(r * 255).round, (g * 255).round, (b * 255).round]
end
# rubocop:enable Naming/MethodParameterName
def lighten_or_darken(color, by)
hue, saturation, light = rgb_to_hsl(color.r, color.g, color.b)
light = if light < 50
[100, light + by].min
else
[0, light - by].max
end
ColorDiff::Color::RGB.new(*hsl_to_rgb(hue, saturation, light))
end
def palette_from_im_histogram(result, quantity)
frequencies = result.scan(/([0-9]+):/).flatten.map(&:to_f)
hex_values = result.scan(/\#([0-9A-Fa-f]{6,8})/).flatten
total_frequencies = frequencies.sum.to_f
frequencies.map.with_index { |f, i| [f / total_frequencies, hex_values[i]] }
.sort_by { |r| -r[0] }
.reject { |r| r[1].size == 8 && r[1].end_with?('00') }
.map { |r| ColorDiff::Color::RGB.new(*r[1][0..5].scan(/../).map { |c| c.to_i(16) }) }
.slice(0, quantity)
end
def rgb_to_hex(rgb)
format('#%02x%02x%02x', rgb.r, rgb.g, rgb.b)
end
end
end