Add data/tag_utils.py required by refnet.modules.embedder

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

data/tag_utils.py

@@ -0,0 +1,82 @@
+import numpy as np
+
+kaomojis = [
+    "0_0",
+    "(o)_(o)",
+    "+_+",
+    "+_-",
+    "._.",
+    "<o>_<o>",
+    "<|>_<|>",
+    "=_=",
+    ">_<",
+    "3_3",
+    "6_9",
+    ">_o",
+    "@_@",
+    "^_^",
+    "o_o",
+    "u_u",
+    "x_x",
+    "|_|",
+    "||_||",
+]
+
+colors = [
+    "amber", "amethyst", "aqua", "aquamarine", "azure", "beige", "black",
+    "blue", "blonde", "bronze", "brown", "burgundy", "carmine", "cerulean", "chartreuse", "cherry", "chocolate",
+    "cobalt", "coral", "crimson", "cyan", "emerald", "fuchsia", "gold", "gray", "green", "indigo", "ivory", "jade",
+    "lavender", "lemon", "lilac", "lime", "magenta", "maroon", "mint", "navy", "ochre", "olive", "orange", "peach",
+    "pink", "platinum", "plum", "purple", "red", "rose", "ruby", "sapphire", "scarlet", "silver", "tan", "teal",
+    "turquoise", "violet", "white", "yellow", "gradient hair", "gradient eyes", "rainbow hair", "rainbow eyes",
+]
+
+face = [
+    "happy", "open_mouth", "clenched_teeth", "grimace", "frown", "pout", "crazy_smile", "evil_smile", "fingersmile",
+    "forced_smile", "glasgow_smile", "grin", "evil_grin", "light_smile", "sad_smile", "seductive_smile", "stifled_laugh",
+    "smirk", "smug", "chestnut_mouth", "dot_mouth", "mouth_drool", "no_mouth", "rectangular_mouth", "sideways_mouth",
+    "split_mouth", "Yurie_mouth", "wavy_mouth", ";)", ":d", ":D", ";d", ";D", "xd", "XD", "d:", "D:", ":3", ";3",
+    "x3", "3:", "0w0", "uwu", ":p", ";p", ":q", ";q", ">:)", ">:(", ":t", ":i", ":_エ", ":/", ":|", "x_mouth", ":c",
+    "c:", ":<", ";<", "diamond_mouth", ":>", ":>=", ":o", ";o", "o3o", ">3<", "o_o", "0_0", "|_|", "._.", "^_^", "^o^",
+    "\\(^o^)/", "^q^", "^p^", ">_<", "@_@", ">_@", "+_+", "+_-", "=_=", "=^=", "=v=", "<o>_<o>", "<|>_<|>", "buck_teeth",
+    "sharp_teeth", "round_teeth", "lower_teeth_only", "upper_teeth_only", "bad_teeth", "glowing_teeth", "chewing",
+    "eating", "food_in_mouth", "lipbite", "biting", "swallowing", "moan", "smiletalk", "jaw_drop", "wtf", "gaping_mouth",
+    "angry", "anger_vein", "annoyed", "clenched_teeth", "scowl", "blush", "blush_stickers", "embarrassed",
+    "full-face_blush", "nose_blush", "bored", "closed_eyes", "confused", "crazy", "despair", "determined",
+    "disappointed", "disdain", "disgust", "drunk", "envy", "excited", "exhausted", "expressionless", "facepalm",
+    "flustered", "frustrated", "furrowed_brow", "grimace", "guilt", "happy", "kubrick_stare", "lonely", "nervous",
+    "nosebleed", "one_eye_closed", "open_mouth", "parted_lips", "pain", "pout", "raised_eyebrow", "rape_face",
+    "rolling_eyes", "sad", "depressed", "frown", "gloom_expression", "tears", "scared", "panicking", "worried",
+    "serious", "sigh", "sleepy", "sulking", "surprised", "thinking", "pensive", "v-shaped_eyebrows", "wince", "ahegao",
+    "lipbite", "smiletalk", "reassuring", "sad_talk", "disinterested", "wth", "wtf", "mock", "angrytalk", "humiliate"
+]
+
+# used to filter color channels
+color_tag_index = [14, 17, 20, 22, 24, 30, 42, 51, 52, 53, 54, 64, 65, 69, 70, 76, 81, 82, 90, 91, 101, 108, 130, 139, 145, 151, 169, 171, 175, 190, 193, 194, 200, 208, 212, 216, 226, 230, 233, 238, 243, 247, 251, 259, 274, 278, 287, 292, 315, 323, 324, 325, 332, 333, 335, 368, 374, 375, 380, 382, 402, 414, 418, 420, 422, 437, 455, 457, 481, 493, 496, 508, 509, 510, 514, 526, 538, 557, 560, 561, 575, 580, 582, 589, 595, 602, 607, 608, 612, 613, 624, 625, 629, 635, 643, 657, 658, 671, 685, 697, 709, 715, 732, 742, 745, 749, 755, 757, 761, 765, 771, 772, 781, 785, 790, 792, 816, 818, 822, 823, 833, 848, 852, 855, 865, 892, 894, 900, 905, 913, 915, 917, 920, 932, 937, 939, 942, 962, 964, 965, 972, 979, 983, 989, 991, 996, 999, 1010, 1014, 1017, 1043, 1044, 1048, 1049, 1054, 1056, 1060, 1064, 1065, 1066, 1071, 1080, 1085, 1086, 1092, 1096, 1105, 1114, 1119, 1124, 1134, 1139, 1145, 1160, 1164, 1166, 1167, 1175, 1180, 1184, 1195, 1214, 1218, 1223, 1224, 1226, 1234, 1243, 1245, 1249, 1264, 1266, 1272, 1286, 1293, 1297, 1302, 1313, 1322, 1327, 1328, 1346, 1348, 1349, 1350, 1353, 1358, 1361, 1378, 1381, 1382, 1384, 1388, 1408, 1411, 1416, 1419, 1420, 1422, 1423, 1446, 1451, 1454, 1471, 1490, 1492, 1517, 1531, 1550, 1561, 1584, 1590, 1602, 1607, 1608, 1620, 1628, 1631, 1634, 1635, 1639, 1645, 1655, 1664, 1666, 1676, 1683, 1699, 1702, 1703, 1717, 1725, 1733, 1743, 1745, 1747, 1755, 1759, 1761, 1773, 1776, 1787, 1789, 1790, 1791, 1799, 1801, 1803, 1809, 1826, 1833, 1840, 1864, 1868, 1875, 1880, 1888, 1894, 1902, 1907, 1917, 1919, 1932, 1935, 1937, 1945, 1954, 1989, 1990, 1992, 2000, 2002, 2004, 2008, 2017, 2022, 2027, 2035, 2051, 2061, 2064, 2075, 2076, 2083, 2085, 2101, 2104, 2114, 2129, 2135, 2139, 2143, 2146, 2147, 2151, 2152, 2157, 2158, 2174, 2175, 2179, 2184, 2185, 2189, 2209, 2211, 2220, 2238, 2241, 2251, 2252, 2258, 2267, 2277, 2282, 2284, 2288, 2291, 2295, 2299, 2300, 2305, 2312, 2320, 2322, 2325, 2329, 2331, 2336, 2339, 2356, 2357, 2371, 2383, 2386, 2387, 2392, 2393, 2406, 2408, 2411, 2429, 2440, 2442, 2444, 2446, 2447, 2486, 2491, 2523, 2536, 2537, 2546, 2561, 2572, 2581, 2585, 2586, 2588, 2593, 2599, 2602, 2604, 2607, 2619, 2641, 2653, 2666, 2684, 2685, 2690, 2691, 2698, 2701, 2703, 2721, 2724, 2732, 2736, 2737, 2745, 2763, 2767, 2770, 2771, 2774, 2779, 2780, 2783, 2787, 2799, 2802, 2820, 2823, 2828, 2830, 2857, 2861, 2863, 2865, 2870, 2872, 2879, 2882, 2885, 2891, 2901, 2908, 2918, 2925, 2929, 2933, 2936, 2939, 2949, 2960, 2968, 2973, 2987, 2989, 3002, 3010, 3011, 3018, 3021, 3022, 3043, 3056, 3059, 3060, 3062, 3090, 3106, 3145, 3152, 3154, 3156, 3157, 3161, 3187, 3201, 3206, 3224, 3226, 3245, 3264, 3266, 3267, 3268, 3276, 3282, 3294, 3310, 3313, 3320, 3341, 3347, 3353, 3355, 3378, 3389, 3397, 3400, 3417, 3426, 3429, 3440, 3445, 3452, 3453, 3461, 3467, 3481, 3482, 3492, 3497, 3501, 3502, 3505, 3520, 3536, 3543, 3547, 3552, 3553, 3554, 3556, 3583, 3600, 3612, 3617, 3619, 3629, 3630, 3631, 3646, 3648, 3654, 3656, 3665, 3686, 3687, 3695, 3711, 3713, 3717, 3731, 3748, 3752, 3760, 3761, 3776, 3777, 3778, 3795, 3797, 3804, 3811, 3818, 3819, 3822, 3827, 3828, 3837, 3847, 3861, 3874, 3877, 3884, 3892, 3895, 3896, 3908, 3910, 3919, 3926, 3934, 3944, 3945, 3969, 3976, 3985, 3986, 3996, 4000, 4007, 4011, 4014, 4020, 4053, 4062, 4064, 4073, 4086, 4103, 4106, 4114, 4116, 4121, 4124, 4132, 4153, 4172, 4177, 4185, 4190, 4191, 4200, 4203, 4209, 4210, 4213, 4228, 4231, 4238, 4253, 4265, 4274, 4281, 4297, 4299, 4310, 4311, 4313, 4323, 4326, 4339, 4341, 4342, 4359, 4362, 4365, 4371, 4382, 4391, 4395, 4409, 4410, 4413, 4417, 4436, 4451, 4469, 4472, 4487, 4493, 4494, 4495, 4503, 4504, 4506, 4508, 4522, 4524, 4549, 4554, 4559, 4581, 4583, 4585, 4602, 4622, 4623, 4630, 4645, 4657, 4676, 4685, 4689, 4691, 4704, 4709, 4710, 4720, 4729, 4730, 4735, 4737, 4749, 4782, 4791, 4824, 4828, 4861, 4868, 4870, 4871, 4892, 4901, 4912, 4913, 4924, 4927, 4931, 4948, 4981, 4983, 4989, 4990, 4997, 5007, 5008, 5017, 5025, 5044, 5045, 5046, 5049, 5052, 5055, 5060, 5062, 5069, 5075, 5078, 5107, 5114, 5115, 5119, 5123, 5124, 5129, 5140, 5148, 5155, 5164, 5165, 5168, 5179, 5181, 5182, 5183, 5189, 5199, 5215, 5251, 5260, 5289, 5294, 5315, 5317, 5330, 5347, 5349, 5353, 5356, 5360, 5377, 5380, 5382, 5385, 5391, 5392, 5396, 5419, 5437, 5449, 5451, 5461, 5464, 5485, 5489, 5508, 5510, 5530, 5533, 5534, 5542, 5544, 5548, 5551, 5576, 5582, 5596, 5602, 5613, 5622, 5636, 5639, 5640, 5668, 5669, 5671, 5678, 5717, 5720, 5728, 5729, 5731, 5736, 5739, 5765, 5769, 5772, 5778, 5782, 5812, 5819, 5822, 5824, 5830, 5842, 5853, 5868, 5872, 5873, 5883, 5884, 5898, 5900, 5908, 5911, 5925, 5928, 5933, 5935, 5944, 5945, 5955, 5978, 5991, 5992, 6004, 6007, 6011, 6032, 6040, 6042, 6063, 6074, 6086, 6092, 6101, 6103, 6109, 6110, 6115, 6119, 6144, 6159, 6161, 6165, 6167, 6175, 6185, 6187, 6191, 6201, 6231, 6250, 6251, 6252, 6265, 6268, 6269, 6272, 6279, 6281, 6289, 6293, 6300, 6306, 6321, 6330, 6335, 6350, 6359, 6367, 6370, 6378, 6388, 6390, 6395, 6406, 6412, 6426, 6447, 6450, 6459, 6460, 6462, 6477, 6488, 6495, 6516, 6527, 6533, 6544, 6576, 6586, 6592, 6612, 6627, 6631, 6634, 6643, 6650, 6658, 6665, 6674, 6678, 6682, 6689, 6701, 6711, 6715, 6716, 6718, 6731, 6736, 6742, 6746, 6747, 6748, 6752, 6766, 6775, 6785, 6791, 6798, 6801, 6802, 6805, 6830, 6838, 6843, 6850, 6857, 6861, 6877, 6879, 6888, 6892, 6896, 6899, 6900, 6911, 6912, 6933, 6939, 6946, 6948]
+
+expr_tag = [797, 1296, 2160, 3366, 4252, 5599, 6389, 9, 10, 12, 47, 62, 78, 103, 120, 150, 196, 202, 206, 228, 256, 353, 367, 376, 399, 406, 409, 429, 436, 438, 451, 473, 485, 528, 564, 573, 579, 604, 613, 652, 700, 734, 759, 760, 791, 801, 817, 903, 921, 961, 992, 1003, 1050, 1051, 1063, 1104, 1110, 1115, 1116, 1151, 1157, 1178, 1211, 1251, 1260, 1263, 1281, 1296, 1364, 1383, 1419, 1495, 1502, 1526, 1578, 1586, 1588, 1621, 1638, 1657, 1675, 1778, 1779, 1803, 1938, 1941, 1968, 2021, 2060, 2072, 2131, 2176, 2188, 2193, 2222, 2232, 2233, 2242, 2332, 2353, 2403, 2460, 2494, 2564, 2595, 2598, 2673, 2794, 2821, 2832, 2922, 3016, 3070, 3219, 3354, 3371, 3375, 3402, 3409, 3454, 3591, 3627, 3674, 3676, 3717, 3738, 3759, 3782, 3850, 3992, 4008, 4068, 4088, 4135, 4360, 4388, 4424, 4473, 4474, 4479, 4496, 4577, 4606, 4661, 4702, 4741, 4835, 4878, 4955, 5051, 5083, 5164, 5337, 5363, 5462, 5488, 5555, 5627, 5666, 5669, 5769, 5790, 5795, 5798, 5807, 5815, 5820, 5828, 6052, 6093, 6107, 6116, 6233, 6710, 6759, 6781, 6856, 6869]
+hand_tag = [152, 214, 264, 281, 314, 384, 537, 606, 669, 830, 835, 853, 870, 877, 993, 1009, 1023, 1028, 1033, 1039, 1055, 1070, 1088, 1168, 1237, 1335, 1365, 1376, 1412, 1475, 1486, 1526, 1539, 1541, 1585, 1640, 1652, 1654, 1700, 1760, 1771, 1775, 1819, 1825, 1981, 1986, 2069, 2454, 2463, 2498, 2499, 2568, 2601, 2674, 2744, 2759, 2815, 2961, 3023, 3131, 3135, 3142, 3194, 3253, 3307, 3311, 3322, 3409, 3516, 3566, 3603, 3697, 3702, 3714, 3849, 3872, 3911, 3957, 4012, 4076, 4134, 4157, 4223, 4225, 4239, 4407, 4449, 4543, 4626, 4628, 4699, 4751, 4788, 4859, 4881, 4923, 5067, 5072, 5110, 5160, 5166, 5226, 5262, 5293, 5342, 5352, 5394, 5624, 5657, 5674, 5705, 5793, 5803, 5874, 5983, 6020, 6038, 6046, 6075, 6190, 6196, 6236, 6329, 6335, 6356, 6416, 6449, 6470, 6509, 6512, 6647, 6770, 6881, 6884, 6915, 6947]
+gesture = [2183, 4838, 6778, 2638, 40, 137, 178, 312, 314, 361, 594, 669, 722, 738, 779, 800, 870, 896, 941, 1006, 1076, 1174, 1209, 1290, 1301, 1310, 1368, 1493, 1579, 1618, 1640, 1652, 1797, 1814, 1819, 1825, 1891, 1994, 2159, 2196, 2245, 2251, 2381, 2475, 2513, 2563, 2638, 2740, 2786, 2906, 2915, 2940, 3000, 3055, 3163, 3212, 3262, 3504, 3685, 3771, 3960, 3995, 4060, 4206, 4239, 4251, 4402, 4405, 4490, 4551, 4659, 4695, 4805, 4814, 4887, 4888, 4923, 5054, 5112, 5192, 5197, 5410, 5660, 5807, 5948, 5953, 6137, 6449, 6529, 6570, 6694, 6905]
+arm_tag = [172, 214, 220, 289, 396, 447, 472, 542, 578, 711, 909, 910, 955, 1033, 1304, 1305, 1463, 1882, 1940, 2054, 2425, 2526, 2778, 2953, 2981, 3023, 3142, 3231, 3255, 3256, 3318, 3344, 3438, 3685, 3693, 3702, 3788, 4292, 4751, 4916, 6095, 6150, 6295, 6340, 6389, 6919]
+body_tag = [4, 5, 7, 8, 15, 18, 25, 28, 34, 36, 38, 40, 44, 45, 53, 56, 88, 97, 100, 109, 119, 135, 141, 156, 157, 160, 166, 178, 179, 185, 205, 214, 217, 220, 227, 253, 261, 266, 271, 284, 289, 305, 306, 311, 317, 319, 331, 342, 384, 393, 396, 411, 415, 423, 427, 430, 440, 447, 453, 472, 479, 480, 484, 489, 510, 523, 529, 537, 542, 556, 558, 562, 563, 571, 578, 601, 711, 717, 738, 747, 773, 775, 815, 820, 832, 845, 872, 877, 884, 889, 909, 910, 928, 936, 946, 955, 960, 968, 1000, 1018, 1033, 1035, 1039, 1046, 1055, 1076, 1081, 1088, 1102, 1123, 1158, 1165, 1168, 1214, 1275, 1278, 1304, 1305, 1309, 1310, 1326, 1329, 1354, 1356, 1379, 1395, 1412, 1432, 1435, 1453, 1485, 1538, 1618, 1622, 1624, 1629, 1642, 1652, 1663, 1689, 1758, 1769, 1771, 1784, 1788, 1802, 1814, 1824, 1838, 1873, 1876, 1936, 1940, 1966, 1988, 2011, 2031, 2054, 2061, 2096, 2121, 2196, 2256, 2272, 2356, 2363, 2381, 2458, 2497, 2513, 2606, 2609, 2709, 2740, 2778, 2919, 2977, 2981, 3256, 3262, 3263, 3270, 3391, 3425, 3472, 3498, 3504, 3539, 3548, 3587, 3588, 3594, 3668, 3741, 3826, 3901, 3938, 3995, 3999, 4118, 4194, 4222, 4237, 4287, 4407, 4541, 4695, 4756, 4900, 4916, 4947, 4959, 5065, 5071, 5082, 5117, 5197, 5338, 5368, 5410, 5458, 5490, 5516, 5519, 5610, 5631, 5710, 5713, 5852, 5863, 6140, 6200, 6227, 6335, 6413, 6418, 6464, 6538, 6558, 6641, 6811, 6815, 6893, 6919, 6924]
+leg_tag = [119, 225, 364, 1525, 2850, 3220, 4789, 6601, 6706, 6720, 157, 266, 479, 510, 523, 832, 872, 889, 946, 1018, 1046, 1230, 1354, 1622, 1879, 2011, 2562, 2709, 3548, 3588, 4621, 4959, 5458, 5490, 5713, 5852, 6227, 6893]
+portrait_tag = [6, 8, 11, 13, 28, 39, 41, 46, 62, 67, 72, 75, 78, 86, 105, 128, 134, 141, 162, 165, 170, 181, 201, 202, 205, 206, 219, 222, 240, 256, 270, 271, 313, 322, 353, 355, 359, 367, 372, 394, 405, 408, 416, 430, 445, 453, 462, 463, 478, 490, 501, 536, 555, 556, 585, 593, 644, 664, 669, 672, 677, 725, 738, 743, 750, 754, 759, 763, 767, 791, 793, 804, 815, 827, 839, 876, 888, 890, 954, 961, 981, 992, 993, 997, 1012, 1016, 1023, 1031, 1050, 1051, 1063, 1073, 1083, 1089, 1115, 1125, 1128, 1151, 1157, 1163, 1168, 1184, 1207, 1211, 1242, 1248, 1256, 1270, 1277, 1364, 1475, 1494, 1503, 1508, 1527, 1545, 1554, 1580, 1586, 1588, 1670, 1674, 1749, 1753, 1784, 1796, 1812, 1819, 1897, 1908, 1911, 1936, 1938, 1972, 2021, 2035, 2039, 2060, 2131, 2183, 2188, 2222, 2228, 2246, 2293, 2304, 2310, 2333, 2373, 2403, 2407, 2430, 2497, 2500, 2567, 2610, 2627, 2644, 2657, 2668, 2673, 2788, 2794, 2896, 2915, 2922, 2944, 2961, 3073, 3077, 3147, 3200, 3229, 3249, 3273, 3325, 3371, 3375, 3424, 3431, 3472, 3476, 3478, 3525, 3570, 3585, 3740, 3741, 3782, 3827, 3865, 3901, 3981, 4002, 4008, 4098, 4139, 4150, 4157, 4186, 4198, 4207, 4234, 4237, 4287, 4360, 4370, 4444, 4462, 4490, 4496, 4606, 4717, 4747, 4756, 4779, 4796, 4799, 4881, 4893, 4955, 5405, 5454, 5479, 5516, 5519, 5550, 5555, 5573, 5685, 5738, 5744, 5815, 5850, 5863, 5954, 6047, 6067, 6093, 6132, 6140, 6169, 6192, 6236, 6257, 6305, 6313, 6342, 6347, 6421, 6445, 6524, 6667, 6676, 6685, 6688, 6770, 6835, 6897, 6910]
+holding_tag = [35, 191, 384, 442, 545, 692, 714, 908, 952, 1182, 1252, 1344, 1428, 1509, 1537, 1658, 1671, 1708, 1724, 1841, 1855, 1908, 1996, 2025, 2029, 2071, 2181, 2199, 2208, 2240, 2335, 2350, 2402, 2505, 2506, 2520, 2524, 2573, 2624, 2629, 2664, 2835, 2840, 2851, 2862, 2878, 2953, 2997, 3061, 3118, 3167, 3176, 3193, 3243, 3255, 3292, 3299, 3406, 3418, 3480, 3608, 3684, 3696, 3768, 3846, 3857, 3963, 3977, 4009, 4156, 4175, 4176, 4178, 4216, 4248, 4304, 4317, 4431, 4452, 4556, 4637, 4642, 4664, 4748, 4763, 4768, 4780, 4859, 4864, 4875, 4877, 4993, 5245, 5398, 5414, 5422, 5536, 5597, 5598, 5615, 5631, 5664, 5821, 5904, 5999, 6113, 6208, 6241, 6349, 6371, 6430, 6524, 6539, 6624, 6640, 6704, 6705, 6706, 6707, 6858]
+clothes_tag = [298, 482, 1716, 1802, 2467, 2812, 2829, 2948, 3784, 4765, 4847, 4863, 6009, 6214, 6318, 6394, 27, 31, 57, 77, 104, 110, 123, 137, 164, 245, 250, 269, 298, 310, 312, 361, 596, 605, 834, 854, 868, 869, 951, 1776, 1874, 2109, 2563, 2866, 2976, 3322, 4206, 4562, 4617, 5079, 5471, 5953, 6071]
+
+geometry_tag_index = expr_tag + portrait_tag + hand_tag + body_tag + clothes_tag + holding_tag + arm_tag + leg_tag + gesture
+geometry_tag_index = sorted(list(set(geometry_tag_index)))
+# geometry_tag_index = [4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 18, 21, 25, 26, 27, 28, 29, 31, 34, 35, 36, 37, 38, 39, 40, 41, 44, 45, 46, 47, 48, 49, 50, 53, 55, 56, 57, 58, 60, 61, 62, 66, 67, 71, 72, 75, 77, 78, 79, 83, 86, 87, 88, 89, 93, 94, 95, 97, 98, 99, 100, 103, 104, 105, 107, 109, 110, 111, 113, 115, 116, 118, 119, 120, 121, 122, 123, 124, 128, 129, 131, 132, 133, 134, 135, 137, 139, 141, 142, 143, 149, 150, 152, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 170, 172, 173, 174, 178, 179, 180, 181, 182, 183, 185, 187, 188, 191, 192, 196, 197, 198, 199, 201, 202, 204, 205, 206, 207, 209, 211, 214, 215, 217, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 231, 232, 236, 240, 245, 246, 248, 250, 252, 253, 256, 257, 258, 260, 261, 262, 264, 266, 267, 269, 270, 271, 273, 275, 279, 281, 282, 284, 286, 289, 291, 293, 294, 296, 297, 298, 299, 301, 302, 304, 305, 306, 308, 310, 311, 312, 313, 314, 316, 317, 319, 320, 322, 324, 329, 330, 331, 333, 334, 336, 337, 338, 339, 341, 342, 343, 344, 345, 346, 347, 348, 349, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 364, 365, 366, 367, 369, 370, 371, 372, 376, 377, 379, 381, 383, 384, 385, 389, 390, 391, 393, 394, 395, 396, 397, 398, 399, 401, 403, 404, 405, 406, 407, 408, 409, 411, 412, 413, 415, 416, 417, 419, 421, 423, 424, 427, 428, 429, 430, 435, 436, 438, 439, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 456, 458, 459, 460, 461, 462, 463, 465, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 478, 479, 480, 482, 483, 484, 485, 487, 488, 489, 490, 492, 494, 495, 498, 499, 500, 501, 503, 504, 505, 506, 507, 510, 511, 512, 513, 515, 516, 517, 518, 519, 520, 521, 523, 524, 525, 527, 528, 529, 530, 531, 532, 535, 536, 537, 538, 539, 540, 542, 543, 544, 545, 547, 548, 549, 550, 551, 552, 553, 555, 556, 558, 559, 562, 563, 564, 565, 566, 569, 570, 571, 572, 573, 576, 577, 578, 579, 581, 582, 583, 584, 585, 586, 587, 591, 592, 593, 594, 596, 597, 598, 599, 600, 601, 603, 604, 605, 606, 610, 611, 613, 614, 616, 617, 619, 620, 621, 622, 626, 631, 632, 634, 636, 637, 639, 640, 641, 642, 644, 645, 646, 647, 648, 649, 650, 651, 652, 654, 659, 660, 661, 662, 664, 665, 666, 667, 668, 669, 670, 672, 673, 674, 675, 677, 678, 679, 680, 686, 687, 689, 690, 692, 693, 694, 695, 696, 699, 700, 701, 702, 703, 704, 705, 706, 707, 708, 710, 711, 712, 713, 714, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730, 731, 734, 735, 736, 737, 738, 739, 740, 741, 743, 744, 745, 746, 747, 748, 750, 751, 753, 754, 758, 759, 760, 762, 763, 766, 767, 768, 769, 773, 774, 775, 777, 778, 779, 780, 782, 786, 787, 788, 791, 793, 794, 798, 799, 800, 801, 802, 804, 805, 806, 807, 808, 809, 810, 812, 815, 817, 819, 820, 821, 824, 825, 826, 827, 828, 829, 830, 832, 834, 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847, 849, 850, 851, 853, 854, 856, 857, 858, 860, 861, 862, 863, 864, 866, 867, 868, 869, 870, 871, 872, 873, 874, 876, 877, 879, 880, 883, 884, 885, 886, 888, 889, 890, 896, 897, 899, 903, 907, 908, 909, 910, 911, 912, 914, 916, 918, 919, 921, 922, 923, 924, 925, 926, 927, 928, 929, 933, 934, 935, 936, 938, 940, 941, 944, 945, 946, 947, 948, 949, 951, 952, 953, 954, 955, 957, 958, 959, 960, 961, 966, 967, 968, 969, 970, 971, 973, 974, 975, 976, 977, 978, 980, 981, 985, 986, 987, 988, 990, 992, 993, 994, 997, 998, 1000, 1001, 1002, 1003, 1006, 1008, 1009, 1010, 1011, 1012, 1013, 1015, 1016, 1018, 1020, 1021, 1023, 1024, 1028, 1030, 1031, 1032, 1033, 1035, 1037, 1038, 1039, 1040, 1041, 1042, 1045, 1046, 1050, 1051, 1052, 1053, 1055, 1059, 1061, 1062, 1063, 1066, 1069, 1070, 1072, 1073, 1074, 1075, 1076, 1077, 1078, 1079, 1081, 1082, 1083, 1084, 1087, 1088, 1089, 1090, 1091, 1093, 1094, 1095, 1097, 1098, 1099, 1101, 1102, 1103, 1104, 1106, 1108, 1110, 1111, 1113, 1115, 1116, 1117, 1118, 1120, 1121, 1122, 1123, 1125, 1126, 1127, 1128, 1129, 1130, 1131, 1132, 1135, 1136, 1137, 1140, 1141, 1142, 1143, 1144, 1146, 1147, 1148, 1149, 1151, 1153, 1155, 1156, 1157, 1158, 1159, 1163, 1165, 1168, 1170, 1171, 1172, 1173, 1174, 1176, 1178, 1179, 1182, 1183, 1184, 1186, 1187, 1188, 1190, 1191, 1192, 1193, 1194, 1196, 1197, 1198, 1199, 1200, 1201, 1202, 1203, 1204, 1205, 1207, 1208, 1209, 1210, 1211, 1212, 1213, 1214, 1215, 1221, 1227, 1228, 1229, 1230, 1231, 1232, 1233, 1235, 1236, 1237, 1238, 1239, 1240, 1241, 1242, 1244, 1246, 1248, 1250, 1251, 1252, 1253, 1254, 1256, 1259, 1260, 1261, 1262, 1263, 1265, 1267, 1268, 1269, 1270, 1271, 1273, 1274, 1275, 1276, 1277, 1278, 1279, 1280, 1281, 1282, 1283, 1284, 1285, 1287, 1288, 1289, 1290, 1291, 1292, 1294, 1295, 1296, 1298, 1299, 1300, 1301, 1304, 1305, 1306, 1308, 1309, 1310, 1311, 1312, 1314, 1315, 1316, 1317, 1319, 1320, 1321, 1324, 1326, 1329, 1332, 1333, 1334, 1335, 1336, 1337, 1341, 1342, 1343, 1344, 1345, 1347, 1352, 1354, 1355, 1356, 1357, 1359, 1360, 1362, 1364, 1365, 1366, 1368, 1369, 1370, 1371, 1372, 1373, 1374, 1375, 1376, 1377, 1379, 1380, 1381, 1383, 1385, 1386, 1387, 1390, 1391, 1392, 1393, 1394, 1395, 1396, 1397, 1398, 1399, 1400, 1401, 1402, 1403, 1404, 1405, 1406, 1407, 1409, 1410, 1412, 1413, 1414, 1417, 1418, 1419, 1420, 1421, 1424, 1425, 1426, 1427, 1428, 1429, 1430, 1431, 1432, 1433, 1434, 1435, 1436, 1437, 1438, 1439, 1441, 1442, 1443, 1444, 1445, 1447, 1448, 1449, 1450, 1452, 1453, 1455, 1456, 1458, 1460, 1462, 1463, 1464, 1465, 1466, 1467, 1468, 1469, 1470, 1471, 1472, 1473, 1475, 1476, 1477, 1478, 1479, 1481, 1482, 1483, 1485, 1486, 1488, 1491, 1493, 1494, 1495, 1497, 1498, 1499, 1500, 1501, 1502, 1503, 1505, 1506, 1508, 1509, 1510, 1511, 1512, 1513, 1514, 1515, 1516, 1518, 1519, 1520, 1521, 1522, 1525, 1526, 1527, 1528, 1529, 1530, 1532, 1533, 1535, 1536, 1537, 1538, 1539, 1540, 1541, 1542, 1543, 1544, 1545, 1546, 1548, 1549, 1550, 1551, 1552, 1553, 1554, 1556, 1557, 1558, 1559, 1560, 1562, 1563, 1564, 1565, 1566, 1567, 1568, 1569, 1570, 1571, 1572, 1573, 1574, 1576, 1577, 1578, 1579, 1580, 1581, 1582, 1583, 1585, 1586, 1587, 1588, 1589, 1591, 1592, 1593, 1594, 1595, 1596, 1597, 1598, 1599, 1600, 1601, 1603, 1604, 1605, 1606, 1609, 1610, 1611, 1613, 1614, 1618, 1619, 1621, 1622, 1623, 1624, 1625, 1627, 1629, 1632, 1633, 1636, 1638, 1640, 1641, 1642, 1643, 1646, 1647, 1648, 1649, 1650, 1652, 1653, 1654, 1656, 1657, 1658, 1659, 1660, 1661, 1663, 1667, 1668, 1669, 1670, 1671, 1672, 1674, 1675, 1677, 1680, 1681, 1682, 1684, 1685, 1686, 1687, 1689, 1690, 1691, 1692, 1693, 1695, 1696, 1697, 1698, 1700, 1701, 1704, 1706, 1707, 1708, 1709, 1711, 1713, 1714, 1715, 1716, 1718, 1719, 1720, 1721, 1722, 1723, 1724, 1726, 1727, 1728, 1729, 1730, 1731, 1732, 1734, 1735, 1736, 1738, 1739, 1740, 1741, 1742, 1744, 1746, 1748, 1749, 1750, 1751, 1752, 1753, 1754, 1756, 1757, 1758, 1760, 1762, 1763, 1764, 1765, 1766, 1767, 1768, 1769, 1770, 1771, 1772, 1773, 1774, 1775, 1776, 1777, 1778, 1779, 1780, 1781, 1782, 1783, 1784, 1785, 1786, 1788, 1792, 1793, 1794, 1795, 1796, 1797, 1798, 1802, 1803, 1805, 1810, 1811, 1812, 1813, 1814, 1815, 1816, 1817, 1818, 1819, 1820, 1821, 1822, 1823, 1824, 1825, 1827, 1828, 1829, 1830, 1834, 1835, 1836, 1837, 1838, 1841, 1843, 1844, 1845, 1846, 1847, 1848, 1851, 1853, 1854, 1855, 1856, 1857, 1858, 1859, 1861, 1869, 1870, 1873, 1874, 1876, 1878, 1879, 1881, 1882, 1883, 1884, 1885, 1887, 1889, 1890, 1891, 1892, 1893, 1896, 1897, 1898, 1899, 1900, 1901, 1903, 1904, 1906, 1908, 1909, 1910, 1911, 1913, 1914, 1915, 1918, 1920, 1921, 1922, 1923, 1925, 1928, 1930, 1933, 1934, 1936, 1938, 1939, 1940, 1941, 1946, 1948, 1949, 1950, 1951, 1952, 1953, 1955, 1957, 1958, 1959, 1960, 1961, 1963, 1964, 1965, 1966, 1968, 1969, 1971, 1972, 1973, 1974, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1988, 1991, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2001, 2006, 2007, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2018, 2019, 2021, 2023, 2025, 2026, 2028, 2029, 2030, 2031, 2033, 2035, 2036, 2037, 2038, 2039, 2040, 2041, 2043, 2045, 2046, 2047, 2048, 2049, 2050, 2052, 2053, 2054, 2055, 2056, 2057, 2058, 2059, 2060, 2061, 2062, 2063, 2065, 2066, 2067, 2068, 2069, 2070, 2071, 2072, 2073, 2074, 2077, 2078, 2079, 2080, 2081, 2082, 2084, 2086, 2087, 2088, 2089, 2090, 2092, 2094, 2095, 2096, 2097, 2098, 2099, 2100, 2102, 2103, 2105, 2106, 2107, 2108, 2109, 2110, 2111, 2113, 2115, 2116, 2117, 2121, 2122, 2123, 2125, 2126, 2127, 2128, 2130, 2131, 2132, 2133, 2134, 2136, 2137, 2138, 2140, 2141, 2142, 2144, 2145, 2148, 2149, 2150, 2153, 2154, 2155, 2159, 2160, 2161, 2162, 2163, 2164, 2165, 2166, 2169, 2170, 2171, 2172, 2173, 2176, 2177, 2181, 2182, 2183, 2186, 2187, 2188, 2191, 2192, 2193, 2194, 2195, 2196, 2197, 2198, 2199, 2200, 2201, 2202, 2203, 2204, 2205, 2206, 2207, 2208, 2210, 2212, 2213, 2214, 2215, 2216, 2217, 2219, 2221, 2222, 2223, 2224, 2225, 2226, 2227, 2228, 2229, 2231, 2232, 2233, 2234, 2235, 2236, 2237, 2239, 2240, 2242, 2245, 2246, 2247, 2248, 2249, 2250, 2251, 2254, 2255, 2256, 2257, 2259, 2260, 2261, 2262, 2263, 2264, 2266, 2268, 2269, 2270, 2271, 2272, 2273, 2274, 2275, 2276, 2278, 2279, 2280, 2281, 2283, 2285, 2286, 2287, 2289, 2293, 2294, 2296, 2297, 2298, 2301, 2303, 2304, 2306, 2307, 2308, 2309, 2310, 2311, 2313, 2314, 2315, 2316, 2317, 2319, 2321, 2323, 2324, 2326, 2327, 2328, 2332, 2333, 2334, 2335, 2337, 2338, 2340, 2341, 2343, 2344, 2345, 2346, 2347, 2349, 2350, 2351, 2352, 2353, 2354, 2355, 2356, 2358, 2359, 2361, 2362, 2363, 2364, 2365, 2366, 2367, 2368, 2369, 2370, 2372, 2373, 2374, 2375, 2376, 2377, 2378, 2380, 2381, 2382, 2384, 2385, 2388, 2389, 2390, 2391, 2395, 2396, 2397, 2398, 2400, 2401, 2402, 2403, 2405, 2407, 2409, 2410, 2411, 2412, 2413, 2414, 2415, 2416, 2419, 2420, 2421, 2423, 2425, 2426, 2427, 2430, 2431, 2432, 2434, 2435, 2436, 2438, 2439, 2441, 2445, 2448, 2449, 2450, 2451, 2452, 2453, 2454, 2455, 2456, 2457, 2458, 2459, 2460, 2461, 2462, 2463, 2464, 2465, 2466, 2467, 2468, 2469, 2470, 2471, 2472, 2473, 2474, 2475, 2476, 2477, 2478, 2479, 2480, 2481, 2482, 2483, 2485, 2487, 2489, 2494, 2495, 2496, 2497, 2498, 2499, 2500, 2502, 2503, 2504, 2505, 2506, 2507, 2508, 2509, 2512, 2513, 2516, 2517, 2518, 2519, 2520, 2521, 2522, 2524, 2525, 2526, 2527, 2529, 2530, 2531, 2532, 2535, 2536, 2538, 2539, 2540, 2542, 2543, 2544, 2545, 2548, 2552, 2553, 2554, 2555, 2556, 2557, 2558, 2559, 2560, 2562, 2563, 2564, 2566, 2567, 2568, 2569, 2571, 2573, 2574, 2575, 2576, 2577, 2578, 2579, 2580, 2582, 2583, 2584, 2589, 2590, 2591, 2592, 2595, 2596, 2597, 2598, 2600, 2601, 2603, 2605, 2606, 2608, 2609, 2610, 2611, 2612, 2613, 2614, 2615, 2616, 2617, 2618, 2620, 2621, 2622, 2623, 2624, 2625, 2626, 2627, 2628, 2629, 2630, 2631, 2632, 2633, 2634, 2635, 2636, 2638, 2639, 2640, 2642, 2643, 2644, 2645, 2647, 2649, 2650, 2651, 2652, 2654, 2655, 2656, 2657, 2659, 2660, 2661, 2662, 2663, 2664, 2665, 2666, 2667, 2668, 2669, 2670, 2671, 2673, 2674, 2675, 2676, 2677, 2678, 2679, 2680, 2681, 2682, 2683, 2685, 2686, 2687, 2688, 2689, 2692, 2693, 2697, 2700, 2702, 2705, 2706, 2707, 2708, 2709, 2710, 2711, 2712, 2713, 2714, 2715, 2716, 2717, 2718, 2719, 2720, 2722, 2723, 2725, 2726, 2729, 2731, 2733, 2735, 2738, 2739, 2740, 2741, 2742, 2743, 2744, 2746, 2747, 2748, 2749, 2750, 2753, 2754, 2757, 2758, 2759, 2761, 2762, 2764, 2765, 2766, 2768, 2769, 2772, 2773, 2775, 2776, 2777, 2778, 2781, 2782, 2784, 2785, 2786, 2788, 2789, 2790, 2791, 2792, 2793, 2794, 2795, 2796, 2797, 2798, 2800, 2801, 2803, 2804, 2806, 2807, 2809, 2811, 2812, 2813, 2814, 2815, 2816, 2819, 2820, 2821, 2824, 2825, 2826, 2827, 2829, 2832, 2833, 2834, 2835, 2837, 2838, 2839, 2840, 2844, 2845, 2847, 2848, 2850, 2851, 2853, 2856, 2858, 2860, 2862, 2864, 2866, 2867, 2868, 2869, 2871, 2873, 2874, 2876, 2878, 2880, 2881, 2883, 2884, 2886, 2887, 2888, 2889, 2890, 2893, 2895, 2896, 2897, 2898, 2899, 2900, 2902, 2903, 2905, 2906, 2907, 2909, 2911, 2912, 2913, 2914, 2915, 2916, 2917, 2919, 2920, 2921, 2922, 2923, 2924, 2926, 2927, 2928, 2930, 2931, 2935, 2937, 2938, 2940, 2941, 2942, 2943, 2944, 2946, 2947, 2948, 2950, 2951, 2952, 2953, 2954, 2956, 2959, 2961, 2962, 2963, 2964, 2965, 2966, 2967, 2969, 2970, 2971, 2972, 2974, 2975, 2976, 2977, 2979, 2980, 2981, 2982, 2983, 2984, 2985, 2986, 2988, 2990, 2992, 2993, 2994, 2995, 2996, 2997, 2998, 2999, 3000, 3001, 3005, 3006, 3007, 3008, 3009, 3012, 3013, 3015, 3016, 3017, 3018, 3019, 3020, 3023, 3024, 3025, 3026, 3027, 3030, 3031, 3032, 3033, 3034, 3035, 3036, 3037, 3038, 3040, 3041, 3042, 3044, 3045, 3046, 3047, 3048, 3049, 3050, 3051, 3052, 3053, 3054, 3055, 3057, 3058, 3061, 3064, 3067, 3068, 3069, 3070, 3071, 3072, 3073, 3074, 3075, 3076, 3077, 3079, 3080, 3081, 3082, 3083, 3084, 3085, 3086, 3087, 3088, 3089, 3091, 3092, 3093, 3095, 3096, 3097, 3098, 3099, 3101, 3102, 3103, 3104, 3105, 3108, 3110, 3112, 3115, 3116, 3117, 3118, 3119, 3120, 3121, 3123, 3124, 3125, 3126, 3127, 3128, 3130, 3131, 3132, 3133, 3134, 3135, 3136, 3138, 3139, 3140, 3141, 3142, 3143, 3144, 3146, 3147, 3149, 3150, 3151, 3153, 3154, 3155, 3159, 3160, 3163, 3164, 3165, 3166, 3167, 3168, 3169, 3170, 3171, 3173, 3174, 3175, 3176, 3178, 3179, 3180, 3181, 3182, 3183, 3184, 3185, 3186, 3188, 3189, 3192, 3193, 3194, 3195, 3196, 3197, 3199, 3200, 3202, 3203, 3207, 3209, 3211, 3212, 3214, 3215, 3216, 3217, 3218, 3219, 3220, 3221, 3222, 3223, 3225, 3227, 3228, 3229, 3230, 3231, 3232, 3233, 3234, 3235, 3236, 3237, 3238, 3239, 3240, 3241, 3242, 3243, 3244, 3246, 3247, 3248, 3249, 3250, 3251, 3252, 3253, 3254, 3255, 3256, 3257, 3258, 3259, 3261, 3262, 3263, 3265, 3269, 3270, 3271, 3272, 3273, 3274, 3275, 3277, 3278, 3279, 3280, 3281, 3283, 3284, 3285, 3286, 3287, 3288, 3289, 3290, 3291, 3292, 3293, 3295, 3296, 3297, 3298, 3299, 3300, 3301, 3302, 3303, 3304, 3305, 3306, 3307, 3308, 3309, 3311, 3312, 3314, 3315, 3316, 3317, 3318, 3319, 3320, 3321, 3322, 3323, 3324, 3325, 3326, 3329, 3330, 3331, 3332, 3333, 3334, 3335, 3336, 3337, 3338, 3339, 3340, 3342, 3343, 3344, 3345, 3346, 3348, 3349, 3350, 3351, 3352, 3354, 3356, 3357, 3358, 3359, 3360, 3361, 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+
+
+def load_labels(dataframe) -> list[str]:
+    name_series = dataframe["name"]
+    name_series = name_series.map(
+        lambda x: x.replace("_", " ") if x not in kaomojis else x
+    )
+    tag_names = name_series.tolist()
+
+    rating_indexes = list(np.where(dataframe["category"] == 9)[0])
+    general_indexes = list(np.where(dataframe["category"] == 0)[0])
+    character_indexes = list(np.where(dataframe["category"] == 4)[0])
+    return tag_names, rating_indexes, general_indexes, character_indexes