colors = [
[ 255, 255, 255 ],
- [ 255, 0, 0 ],
- [ 0, 255, 0 ],
- [ 0, 0, 255 ],
- [ 255, 255, 0 ],
- [ 0, 0, 0 ],
+ [ 255, 0, 0 ],
+ [ 0, 128, 0 ],
+ [ 0, 0, 255 ],
+ [ 255, 255, 0 ],
+ [ 0, 0, 0 ],
+ [ 128, 0, 0 ],
+ [ 139, 0, 0 ],
+ [ 165, 42, 42 ],
+ [ 178, 34, 34 ],
+ [ 220, 20, 60 ],
+ [ 255, 99, 71 ],
+ [ 255, 127, 80 ],
+ [ 205, 92, 92 ],
+ [ 240, 128, 128 ],
+ [ 233, 150, 122 ],
+ [ 250, 128, 114 ],
+ [ 255, 160, 122 ],
+ [ 255, 69, 0 ],
+ [ 255, 140, 0 ],
+ [ 255, 165, 0 ],
+ [ 255, 215, 0 ],
+ [ 184, 134, 11 ],
+ [ 218, 165, 32 ],
+ [ 238, 232, 170 ],
+ [ 189, 183, 107 ],
+ [ 240, 230, 140 ],
+ [ 128, 128, 0 ],
+ [ 154, 205, 50 ],
+ [ 85, 107, 47 ],
+ [ 107, 142, 35 ],
+ [ 124, 252, 0 ],
+ [ 127, 255, 0 ],
+ [ 173, 255, 47 ],
+ [ 0, 100, 0 ],
+ [ 34, 139, 34 ],
+ [ 0, 255, 0 ],
+ [ 50, 205, 50 ],
+ [ 144, 238, 144 ],
+ [ 152, 251, 152 ],
+ [ 143, 188, 143 ],
+ [ 0, 250, 154 ],
+ [ 0, 255, 127 ],
+ [ 46, 139, 87 ],
+ [ 102, 205, 170 ],
+ [ 60, 179, 113 ],
+ [ 32, 178, 170 ],
+ [ 47, 79, 79 ],
+ [ 0, 128, 128 ],
+ [ 0, 139, 139 ],
+ [ 0, 255, 255 ],
+ [ 0, 255, 255 ],
+ [ 224, 255, 255 ],
+ [ 0, 206, 209 ],
+ [ 64, 224, 208 ],
+ [ 72, 209, 204 ],
+ [ 175, 238, 238 ],
+ [ 127, 255, 212 ],
+ [ 176, 224, 230 ],
+ [ 95, 158, 160 ],
+ [ 70, 130, 180 ],
+ [ 100, 149, 237 ],
+ [ 0, 191, 255 ],
+ [ 30, 144, 255 ],
+ [ 173, 216, 230 ],
+ [ 135, 206, 235 ],
+ [ 135, 206, 250 ],
+ [ 25, 25, 112 ],
+ [ 0, 0, 128 ],
+ [ 0, 0, 139 ],
+ [ 0, 0, 205 ],
+ [ 65, 105, 225 ],
+ [ 138, 43, 226 ],
+ [ 75, 0, 130 ],
+ [ 72, 61, 139 ],
+ [ 106, 90, 205 ],
+ [ 123, 104, 238 ],
+ [ 147, 112, 219 ],
+ [ 139, 0, 139 ],
+ [ 148, 0, 211 ],
+ [ 153, 50, 204 ],
+ [ 186, 85, 211 ],
+ [ 128, 0, 128 ],
+ [ 216, 191, 216 ],
+ [ 221, 160, 221 ],
+ [ 238, 130, 238 ],
+ [ 255, 0, 255 ],
+ [ 218, 112, 214 ],
+ [ 199, 21, 133 ],
+ [ 219, 112, 147 ],
+ [ 255, 20, 147 ],
+ [ 255, 105, 180 ],
+ [ 255, 182, 193 ],
+ [ 255, 192, 203 ],
+ [ 250, 235, 215 ],
+ [ 245, 245, 220 ],
+ [ 255, 228, 196 ],
+ [ 255, 235, 205 ],
+ [ 245, 222, 179 ],
+ [ 255, 248, 220 ],
+ [ 255, 250, 205 ],
+ [ 250, 250, 210 ],
+ [ 255, 255, 224 ],
+ [ 139, 69, 19 ],
+ [ 160, 82, 45 ],
+ [ 210, 105, 30 ],
+ [ 205, 133, 63 ],
+ [ 244, 164, 96 ],
+ [ 222, 184, 135 ],
+ [ 210, 180, 140 ],
+ [ 188, 143, 143 ],
+ [ 255, 228, 181 ],
+ [ 255, 222, 173 ],
+ [ 255, 218, 185 ],
+ [ 255, 228, 225 ],
+ [ 255, 240, 245 ],
+ [ 250, 240, 230 ],
+ [ 253, 245, 230 ],
+ [ 255, 239, 213 ],
+ [ 255, 245, 238 ],
+ [ 245, 255, 250 ],
+ [ 112, 128, 144 ],
+ [ 119, 136, 153 ],
+ [ 176, 196, 222 ],
+ [ 230, 230, 250 ],
+ [ 255, 250, 240 ],
+ [ 240, 248, 255 ],
+ [ 248, 248, 255 ],
+ [ 240, 255, 240 ],
+ [ 255, 255, 240 ],
+ [ 240, 255, 255 ],
+ [ 255, 250, 250 ],
+ [ 192, 192, 192 ],
+ [ 220, 220, 220 ],
+ [ 245, 245, 245 ],
]
color_names = [
'blue',
'yellow',
'black',
+ 'maroon',
+ 'dark_red',
+ 'brown',
+ 'firebrick',
+ 'crimson',
+ 'tomato',
+ 'coral',
+ 'indian_red',
+ 'light_coral',
+ 'dark_salmon',
+ 'salmon',
+ 'light_salmon',
+ 'orange_red',
+ 'dark_orange',
+ 'orange',
+ 'gold',
+ 'dark_golden_rod',
+ 'golden_rod',
+ 'pale_golden_rod',
+ 'dark_khaki',
+ 'khaki',
+ 'olive',
+ 'yellow_green',
+ 'dark_olive_green',
+ 'olive_drab',
+ 'lawn_green',
+ 'chartreuse',
+ 'green_yellow',
+ 'dark_green',
+ 'forest_green',
+ 'lime',
+ 'lime_green',
+ 'light_green',
+ 'pale_green',
+ 'dark_sea_green',
+ 'medium_spring_green',
+ 'spring_green',
+ 'sea_green',
+ 'medium_aqua_marine',
+ 'medium_sea_green',
+ 'light_sea_green',
+ 'dark_slate_gray',
+ 'teal',
+ 'dark_cyan',
+ 'aqua',
+ 'cyan',
+ 'light_cyan',
+ 'dark_turquoise',
+ 'turquoise',
+ 'medium_turquoise',
+ 'pale_turquoise',
+ 'aqua_marine',
+ 'powder_blue',
+ 'cadet_blue',
+ 'steel_blue',
+ 'corn_flower_blue',
+ 'deep_sky_blue',
+ 'dodger_blue',
+ 'light_blue',
+ 'sky_blue',
+ 'light_sky_blue',
+ 'midnight_blue',
+ 'navy',
+ 'dark_blue',
+ 'medium_blue',
+ 'royal_blue',
+ 'blue_violet',
+ 'indigo',
+ 'dark_slate_blue',
+ 'slate_blue',
+ 'medium_slate_blue',
+ 'medium_purple',
+ 'dark_magenta',
+ 'dark_violet',
+ 'dark_orchid',
+ 'medium_orchid',
+ 'purple',
+ 'thistle',
+ 'plum',
+ 'violet',
+ 'magenta',
+ 'orchid',
+ 'medium_violet_red',
+ 'pale_violet_red',
+ 'deep_pink',
+ 'hot_pink',
+ 'light_pink',
+ 'pink',
+ 'antique_white',
+ 'beige',
+ 'bisque',
+ 'blanched_almond',
+ 'wheat',
+ 'corn_silk',
+ 'lemon_chiffon',
+ 'light_golden_rod_yellow',
+ 'light_yellow',
+ 'saddle_brown',
+ 'sienna',
+ 'chocolate',
+ 'peru',
+ 'sandy_brown',
+ 'burly_wood',
+ 'tan',
+ 'rosy_brown',
+ 'moccasin',
+ 'navajo_white',
+ 'peach_puff',
+ 'misty_rose',
+ 'lavender_blush',
+ 'linen',
+ 'old_lace',
+ 'papaya_whip',
+ 'sea_shell',
+ 'mint_cream',
+ 'slate_gray',
+ 'light_slate_gray',
+ 'light_steel_blue',
+ 'lavender',
+ 'floral_white',
+ 'alice_blue',
+ 'ghost_white',
+ 'honeydew',
+ 'ivory',
+ 'azure',
+ 'snow',
+ 'silver',
+ 'gainsboro',
+ 'white_smoke',
]
color_tokens = dict( [ (n, c) for n, c in zip(color_names, colors) ] )
######################################################################
-def generate(nb, height = 6, width = 8, max_nb_statements = 10):
+def generate(nb, height = 6, width = 8, max_nb_squares = 5, max_nb_statements = 10, many_colors = False):
+
+ nb_colors = len(color_tokens) - 1 if many_colors else max_nb_squares
descr = [ ]
for n in range(nb):
- nb = torch.randint(5, (1,)) + 1
- shape_position = torch.randperm(height * width)[:nb]
- shape_c = torch.randperm(5)[:nb] + 1
- shape_i = shape_position.div(width, rounding_mode = 'floor')
- shape_j = shape_position % width
+
+ nb_squares = torch.randint(max_nb_squares, (1,)) + 1
+ square_position = torch.randperm(height * width)[:nb_squares]
+ square_c = torch.randperm(nb_colors)[:nb_squares] + 1
+ square_i = square_position.div(width, rounding_mode = 'floor')
+ square_j = square_position % width
img = [ 0 ] * height * width
- for k in range(nb): img[shape_position[k]] = shape_c[k]
+ for k in range(nb_squares): img[square_position[k]] = square_c[k]
+
+ # generates all the true relations
s = [ ]
- for r, c in [ (k, color_names[shape_c[k]]) for k in range(nb) ]:
+ for r, c in [ (k, color_names[square_c[k]]) for k in range(nb_squares) ]:
s += [ f'there is {c}' ]
- if shape_i[r] >= height - height//3: s += [ f'{c} bottom' ]
- if shape_i[r] < height//3: s += [ f'{c} top' ]
- if shape_j[r] >= width - width//3: s += [ f'{c} right' ]
- if shape_j[r] < width//3: s += [ f'{c} left' ]
+ if square_i[r] >= height - height//3: s += [ f'{c} bottom' ]
+ if square_i[r] < height//3: s += [ f'{c} top' ]
+ if square_j[r] >= width - width//3: s += [ f'{c} right' ]
+ if square_j[r] < width//3: s += [ f'{c} left' ]
+
+ for t, d in [ (k, color_names[square_c[k]]) for k in range(nb_squares) ]:
+ if square_i[r] > square_i[t]: s += [ f'{c} below {d}' ]
+ if square_i[r] < square_i[t]: s += [ f'{c} above {d}' ]
+ if square_j[r] > square_j[t]: s += [ f'{c} right of {d}' ]
+ if square_j[r] < square_j[t]: s += [ f'{c} left of {d}' ]
- for t, d in [ (k, color_names[shape_c[k]]) for k in range(nb) ]:
- if shape_i[r] > shape_i[t]: s += [ f'{c} below {d}' ]
- if shape_i[r] < shape_i[t]: s += [ f'{c} above {d}' ]
- if shape_j[r] > shape_j[t]: s += [ f'{c} right of {d}' ]
- if shape_j[r] < shape_j[t]: s += [ f'{c} left of {d}' ]
+ # pick at most max_nb_statements at random
nb_statements = torch.randint(max_nb_statements, (1,)) + 1
s = ' <sep> '.join([ s[k] for k in torch.randperm(len(s))[:nb_statements] ] )
s += ' <img> ' + ' '.join([ f'{color_names[n]}' for n in img ])
+
descr += [ s ]
return descr
######################################################################
if __name__ == '__main__':
- descr = generate(5)
+ descr = generate(nb = 5)
+ for d in descr:
+ print(d)
+ print()
+
img = descr2img(descr)
- print(descr, img.size())
+ print(img.size())
+
torchvision.utils.save_image(img / 255.,
- 'example.png', nrow = 16, pad_value = 0.8)
+ 'picoclvr_example.png', nrow = 16, pad_value = 0.8)
import time
projects / mygpt.git / blobdiff