tag normalizer notebook: add blacklist

notebooks/Normalize tags T2I dataset.ipynb

@@ -147,16 +147,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "554e0048-761a-494b-9573-4fb60d55ff98",
+   "id": "d800f096-c8cc-4ae6-81f6-52b48df423b1",
    "metadata": {},
    "source": [
-    "# Edit caption files\n",
-    "\n",
-    "Loads, normalize and remove implied tags from a files in a sd-script hierarchy of directories.\n",
-    "\n",
-    "Unknown tags are kept untouched.\n",
-    "\n",
-    "Specific to kade's format, captions are detected as tags ending with a period and are moved to the end of the file."
+    "# Create the blacklist"
    ]
   },
   {
@@ -169,7 +163,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "tags=[6, 5, 17, 'unknown tag'] implied={0, 15}\n"
+      "tags=[6, 5, 17, 'unknown tag'] decoded=['solo', 'male', 'canine', 'unknown tag'] implied={0, 15}\n"
      ]
     },
     {
@@ -196,9 +190,7 @@
    "source": [
     "# We will use tagset_normalizer.encode()/decode() to normalize tags. Demo:\n",
     "tags, implied = tagset_normalizer.encode(['solo', 'male', 'canine', 'mammal', 'unknown tag'])\n",
-    "print(f'{tags=} {implied=}')\n",
-    "\n",
-    "tagset_normalizer.decode(tags)\n",
+    "print(f'{tags=} decoded={tagset_normalizer.decode(tags)} {implied=}')\n",
     "\n",
     "tagset_normalizer.encode?"
    ]
@@ -206,6 +198,63 @@
   {
    "cell_type": "code",
    "execution_count": 5,
+   "id": "07c76e90-535c-4512-ab99-90196a1ef35f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "hi res, 32016, 1621, 1897, 2002, 1860, 1940, 1798, 1889, 2011, 1970, 1896, 1845, 2013, story, 3, non- breasts, text, 1936, by third-party edit, absurd res, 9:16, 135:256, 18th century, 1890, 4:7, 1991, 2008, english text, 1914, 11:8, 1857, 2024, 1963, 4:5, 2004, 2:1, 1869, non- nipples, 1983, 1780, 1992, 1862, 256:135, 1962, 8888, 5:6, 1885, translated, 72016, 1846, 2112, hard translated, 1925, story at source, 1873, 1887, 2003, 612, story in description, 1894, 1879, 1880, 1876, smaller version at source, 1974, 1:1, 7:4, 1921, 1545, 1994, 1872, 1993, 20520, 1926, 1833, 1534, 1874, 1900, ambiguous gender, 12, 100000, 1957, 1850, 2005, 10000, 1858, 1:2, 2:3, 1566, 1965, context at source, ancient art, 1945, 682, 1955, 2022, 1956, 1837, 80085, 1975, 196, 1969, 1995, 2023, non- balls, watermarked at source, 1868, 1938, 9:14, 1916, 204, unavailable at source, 1903, 1893, 2021, 20th century, 1899, 1842, 2020, better version at source, 1979, 007, 19th century, 15th century, 2009, 1913, 1768, 2012, 2019, 1600, 1920, 1911, 1906, 1982, 1998, 2018, 3:1, 1980, 1886, 5000, 1976, 1865, 1923, 1843, 1763, 16th century, 2010, 1950, 2017, 1990, 1910, 14:9, 2007, 1971, 1841, 1908, 1823, 1438, reference image at source, 0048, 5:4, 1918, 911, 1794, 2016, 7:3, 1988, 1870, 1820, 1944, 1895, 1772, 2006, translation edit, 3:5, 1799, 1924, 20000, 1875, 1931, 1985, 6:13, 1922, 1867, sketch at source, 1989, 1907, 3:4, by conditional dnp, 1978, 1928, widescreen, superabsurd res, 1864, 1973, 1829, 1814, 1968, 1942, uncensored version at source, 1959, 1882, 19, 1901, 1927, alternate version at source, 2015, 1898, 33, 16:9, feet out of frame, 1904, 1912, 4:3, poll at source, 1891, 58008, 44, 1010, 3000, 1964, 1585, 1883, 1905, 1844, invalid tag, 666, 2014, 4k, 1946, 1917, 2000, 5:8, 1997, 1861, 2001, 1863, 6:5, 5:3, 1987, 1915, 1878, 1909, 1977, 17th century, 3:2, 343, 1:3, 1877, 1996, 4, 1853, censored version at source, 1881, 1967, 1981, 1871, 1999, 1986, 16:10, uncensored, 1919, 1984, 1972, 30000, 1939, dialogue at source, 022\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Manual blacklist: a list of e621 tags or unknown tag strings\n",
+    "blacklist = r\"\"\"\n",
+    "invalid tag, by conditional dnp, \n",
+    "hi res, absurd res, superabsurd res, 4k,\n",
+    "uncensored, ambiguous gender,\n",
+    "translation edit, story in description,\n",
+    "non- balls, non- nipples, non- breasts, feet out of frame\n",
+    "\"\"\"\n",
+    "blacklist = (t.strip() for t in blacklist.split(','))\n",
+    "blacklist = set(t for t in blacklist if len(t) > 0)\n",
+    "# multiline is ok, but don't forget the comma on line endings\n",
+    "assert not any('\\n' in t for t in blacklist)\n",
+    "\n",
+    "# blacklist years, digits only tags, and aspect ratios\n",
+    "all_tags = tagset_normalizer.tag_normalizer.idx2tag\n",
+    "RE_BLACKLIST = re.compile(r'(\\d+|\\d+:\\d+)')\n",
+    "blacklist.update(t for t in all_tags if RE_BLACKLIST.fullmatch(t))\n",
+    "# blacklist tags enging with ' at source'\n",
+    "blacklist.update(t for t in all_tags if t.endswith(' at source'))\n",
+    "\n",
+    "# Encode the blacklist to ids\n",
+    "blacklist, implied = tagset_normalizer.encode(blacklist)\n",
+    "# Also blacklist tags implied by blacklisted tags\n",
+    "blacklist = set(blacklist) | implied\n",
+    "\n",
+    "print(', '.join(tagset_normalizer.decode(blacklist)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "554e0048-761a-494b-9573-4fb60d55ff98",
+   "metadata": {},
+   "source": [
+    "# Edit caption files\n",
+    "\n",
+    "Loads, normalize and remove implied tags from a files in a sd-script hierarchy of directories.\n",
+    "\n",
+    "Unknown tags are kept untouched.\n",
+    "\n",
+    "Specific to kade's format, captions are detected as tags ending with a period and are moved to the end of the file."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
    "id": "5200e13d-983c-463c-aa8e-33429515d63e",
    "metadata": {},
    "outputs": [],
@@ -237,6 +286,8 @@
     "    tags, captions = load_caption(file)\n",
     "    orig_tags = tags\n",
     "    tags, implied = tagset_normalizer.encode(tags)\n",
+    "    tags = [t for t in tags if t not in blacklist]\n",
+    "    \n",
     "    counter.update(tags)\n",
     "    tags = tagset_normalizer.decode(tags)\n",
     "    if tags == orig_tags:\n",
@@ -251,7 +302,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "d4741937-f1fd-4a1c-b3ed-9698e3d76a79",
    "metadata": {},
    "outputs": [
@@ -262,21 +313,19 @@
       "solo                           count=10877 (e621:general)\n",
       "rating_explicit                count=9363 (e621:general)\n",
       "anthro                         count=7274 (e621:general)\n",
-      "nude                           count=5894 (e621:general)\n",
+      "nude                           count=5906 (e621:general)\n",
       "female                         count=4525 (e621:general)\n",
-      "hi res                         count=4378 (e621:meta)\n",
       "digital media \\(artwork\\)      count=4245 (e621:meta)\n",
       "erection                       count=3952 (e621:general)\n",
       "male                           count=3821 (e621:general)\n",
       "looking at viewer              count=3600 (e621:general)\n",
       "duo                            count=3555 (e621:general)\n",
-      "balls                          count=3496 (e621:general)\n",
+      "balls                          count=3492 (e621:general)\n",
       "tail                           count=3485 (e621:general)\n",
       "nipples                        count=3474 (e621:general)\n",
       "open mouth                     count=3264 (e621:general)\n",
       "smile                          count=3089 (e621:general)\n",
       "blush                          count=2956 (e621:general)\n",
-      "english text                   count=2939 (e621:meta)\n",
       "rating_safe                    count=2764 (e621:general)\n",
       "white fur                      count=2338 (e621:general)\n",
       "furry                          count=2275 (e621:invalid)\n",
@@ -284,32 +333,30 @@
       "navel                          count=2252 (e621:general)\n",
       "tongue out                     count=2160 (e621:general)\n",
       "outside                        count=2069 (e621:general)\n",
-      "absurd res                     count=1986 (e621:meta)\n",
       "standing                       count=1982 (e621:general)\n",
       "muscular male                  count=1977 (e621:general)\n",
       "breasts                        count=1957 (e621:general)\n",
       "butt                           count=1947 (e621:general)\n",
-      "pussy                          count=1915 (e621:general)\n",
       "simple background              count=1910 (e621:general)\n",
-      "penis                          count=1866 (e621:general)\n",
+      "pussy                          count=1904 (e621:general)\n",
+      "penis                          count=1864 (e621:general)\n",
       "wolf                           count=1847 (e621:species)\n",
       "brown fur                      count=1799 (e621:general)\n",
       "claws                          count=1738 (e621:general)\n",
       "abs                            count=1678 (e621:general)\n",
       "animal ears                    count=1662 (e621:general)\n",
       "male focus                     count=1653 (e621:general)\n",
-      "dialogue                       count=1602 (e621:general)\n",
+      "dialogue                       count=1595 (e621:general)\n",
       "big breasts                    count=1557 (e621:general)\n",
       "thick thighs                   count=1550 (e621:general)\n",
       "anus                           count=1525 (e621:general)\n",
-      "furry male                     count=1511 (unknown)\n",
+      "furry male                     count=1511 (e621:general)\n",
       "eyes closed                    count=1486 (e621:general)\n",
       "rating_questionable            count=1480 (e621:general)\n",
       "sitting                        count=1464 (e621:general)\n",
       "pecs                           count=1452 (e621:general)\n",
       "watersports                    count=1448 (e621:general)\n",
       "horn                           count=1444 (e621:general)\n",
-      "uncensored                     count=1405 (e621:meta)\n",
       "humanoid penis                 count=1392 (e621:general)\n",
       "spread legs                    count=1343 (e621:general)\n",
       "white background               count=1335 (e621:general)\n",
@@ -318,12 +365,12 @@
       "fur                            count=1311 (e621:general)\n",
       "long hair                      count=1228 (e621:general)\n",
       "grey fur                       count=1223 (e621:general)\n",
-      "invalid tag                    count=1216 (e621:invalid)\n",
       "detailed background            count=1206 (e621:general)\n",
-      "teeth                          count=1178 (e621:general)\n",
+      "teeth                          count=1177 (e621:general)\n",
+      "clothed                        count=1175 (e621:general)\n",
       "black fur                      count=1152 (e621:general)\n",
+      "canine                         count=1151 (e621:species)\n",
       "urine stream                   count=1148 (e621:general)\n",
-      "clothed                        count=1137 (e621:general)\n",
       "fangs                          count=1129 (e621:general)\n",
       "male/female                    count=1101 (e621:general)\n",
       "black nose                     count=1100 (e621:general)\n",
@@ -357,8 +404,12 @@
       "by kenno arkkan                count=868 (e621:artist)\n",
       "male peeing                    count=865 (e621:general)\n",
       "tongue                         count=852 (e621:general)\n",
-      "bottomless                     count=836 (e621:general)\n",
-      "interspecies                   count=833 (e621:general)\n"
+      "bottomless                     count=834 (e621:general)\n",
+      "interspecies                   count=833 (e621:general)\n",
+      "short hair                     count=828 (e621:general)\n",
+      "sweat                          count=825 (e621:general)\n",
+      "pawpads                        count=819 (e621:general)\n",
+      "by zaush                       count=819 (e621:artist)\n"
      ]
     }
    ],
@@ -375,7 +426,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "2b9cf8a6-61e2-4806-99fb-f92403294f08",
    "metadata": {},
    "outputs": [
@@ -383,7 +434,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "furry male(1511), feet out of frame(306), furry sticker(306), furry with furry(290), animal focus(287), male pubic hair(251), furry with non-furry(243), wolf boy(243), gynomorph female(224), intersex intersex(140), male masturbation(125), gynomorph male(118), armpits(116), navel hair(107), by spaceengine(94), gynomorph gynomorph(91), male ambiguous(89), fox girl(87), tiger boy(87), photo \\(medium\\)(78), score explicit(63), clothed nude(60), greg rutkowski(54), five nights at freddy's security breach(53), blp(52), avery palmer(50), hamgas(48), bare pectorals(47), digimon \\(creature\\)(47), cum on boy(39), two-tone skin(39), non- breasts(35), animal hands(34), black male underwear(29), by jwst(29), leopard ears(28), non- balls(28), ground vehicle(27), cum on pectorals(25), white male underwear(25), female ambiguous(25), fox boy(24), by hubble(24), rabbit girl(22), andromorph male(22), painting \\(medium\\)(22), demon horns(19), herm male(19), webcomic character(19), lion boy(18), herm female(18), dharrel(18), fish boy(17), krystal(17), shower \\(place\\)(15), flame-tipped tail(15), tiger girl(14), genderswap \\(mtf\\)(14), sidepec(13), animal collar(13), heart-shaped chest(13), gynomorph herm(13), foot out of frame(12), animalization(12), In the picture(12), arrow \\(projectile\\)(11), naked shirt(11), colored tongue(11), herm herm(11), generation 9(11), planet pov(11), score safe(11), futa with female(10), futanari masturbation(10), ringtail(10), faux traditional media(10), ambiguous ambiguous(10), dock(9), dappled sunlight(8), scar on leg(8), fewer digits(8), webcomic(8), balls on floor(8), breasts squeezed together(7), goat girl(7), fishnets(7), pectoral cleavage(7), slingshot swimsuit(7), 6+boys(7), planted(7), white thighhighs(7), full-package futanari(7), red thighhighs(7), cowboy western(7), deviantart username(7), off on(7), regional form \\(\\)(7), score questionable(7), In a dimly lit room(7), In the background(7)\n"
+      "furry sticker(306), furry with furry(290), animal focus(287), male pubic hair(251), furry with non-furry(243), gynomorph female(224), intersex intersex(140), male masturbation(125), gynomorph male(118), navel hair(107), by spaceengine(94), gynomorph gynomorph(91), male ambiguous(89), tiger boy(87), photo \\(medium\\)(78), score explicit(63), clothed nude(60), greg rutkowski(54), five nights at freddy's security breach(53), blp(52), avery palmer(50), hamgas(48), bare pectorals(47), digimon \\(creature\\)(47), cum on boy(39), two-tone skin(39), animal hands(34), black male underwear(29), by jwst(29), leopard ears(28), ground vehicle(27), legendary(27), cum on pectorals(25), white male underwear(25), female ambiguous(25), by hubble(24), andromorph male(22), painting \\(medium\\)(22), demon horns(19), herm male(19), lion boy(18), herm female(18), dharrel(18), colored nipples(17), krystal(17), shower \\(place\\)(15), flame-tipped tail(15), genderswap \\(mtf\\)(14), sidepec(13), animal collar(13), heart-shaped chest(13), gynomorph herm(13), foot out of frame(12), animalization(12), In the picture(12), arrow \\(projectile\\)(11), naked shirt(11), colored tongue(11), herm herm(11), generation 9(11), planet pov(11), score safe(11), futa with female(10), futanari masturbation(10), whistle(10), ringtail(10), faux traditional media(10), ambiguous ambiguous(10), dappled sunlight(8), scar on leg(8), fewer digits(8), balls on floor(8), breasts squeezed together(7), pectoral cleavage(7), slingshot swimsuit(7), 6+boys(7), planted(7), white thighhighs(7), full-package futanari(7), red thighhighs(7), cowboy western(7), deviantart username(7), off on(7), regional form \\(\\)(7), score questionable(7), In a dimly lit room(7), In the background(7), with a long(7), jaguar ears(6), bar \\(place\\)(6), scar on chest(6), poke ball \\(basic\\)(6), digital media \\\\(artwork\\\\)(6), traialas(6), (toes)(6), slushie \\(character\\)(6), In the bedroom(6), naked cloak(5), jack-o' challenge(5), elbow rest(5)\n"
      ]
     }
    ],