Promote lora_r8/result_model from dchen0/font-model-results

config.json

@@ -5,218 +5,803 @@
   ],
   "attention_probs_dropout_prob": 0.0,
   "drop_path_rate": 0.0,
+  "dtype": "float32",
   "hidden_act": "gelu",
   "hidden_dropout_prob": 0.0,
   "hidden_size": 768,
   "id2label": {
-    "0": "Gluten_Black",
-    "1": "Gluten_Bold",
-    "2": "Gluten_ExtraBold",
-    "3": "Gluten_ExtraLight",
-    "4": "Gluten_Light",
-    "5": "Gluten_Medium",
-    "6": "Gluten_Regular",
-    "7": "Gluten_SemiBold",
-    "8": "Gluten_Thin",
-    "9": "InstrumentSans-Italic_Bold_Italic",
-    "10": "InstrumentSans-Italic_Italic",
-    "11": "InstrumentSans-Italic_Medium_Italic",
-    "12": "InstrumentSans-Italic_SemiBold_Italic",
-    "13": "InstrumentSans_Bold",
-    "14": "InstrumentSans_Medium",
-    "15": "InstrumentSans_Regular",
-    "16": "InstrumentSans_SemiBold",
-    "17": "InstrumentSerif-Italic",
-    "18": "InstrumentSerif-Regular",
-    "19": "Inter-Italic_Black_Italic",
-    "20": "Inter-Italic_Bold_Italic",
-    "21": "Inter-Italic_ExtraBold_Italic",
-    "22": "Inter-Italic_ExtraLight_Italic",
-    "23": "Inter-Italic_Italic",
-    "24": "Inter-Italic_Light_Italic",
-    "25": "Inter-Italic_Medium_Italic",
-    "26": "Inter-Italic_SemiBold_Italic",
-    "27": "Inter-Italic_Thin_Italic",
-    "28": "Inter_Black",
-    "29": "Inter_Bold",
-    "30": "Inter_ExtraBold",
-    "31": "Inter_ExtraLight",
-    "32": "Inter_Light",
-    "33": "Inter_Medium",
-    "34": "Inter_Regular",
-    "35": "Inter_SemiBold",
-    "36": "Inter_Thin",
-    "37": "LibreCaslonText-Italic_Bold_Italic",
-    "38": "LibreCaslonText-Italic_Italic",
-    "39": "LibreCaslonText-Italic_Medium_Italic",
-    "40": "LibreCaslonText-Italic_SemiBold_Italic",
-    "41": "LibreCaslonText_Bold",
-    "42": "LibreCaslonText_Medium",
-    "43": "LibreCaslonText_Regular",
-    "44": "LibreCaslonText_SemiBold",
-    "45": "MeowScript-Regular",
-    "46": "PatrickHand-Regular",
-    "47": "PinyonScript-Regular",
-    "48": "Poppins-Black",
-    "49": "Poppins-BlackItalic",
-    "50": "Poppins-Bold",
-    "51": "Poppins-BoldItalic",
-    "52": "Poppins-ExtraBold",
-    "53": "Poppins-ExtraBoldItalic",
-    "54": "Poppins-ExtraLight",
-    "55": "Poppins-ExtraLightItalic",
-    "56": "Poppins-Italic",
-    "57": "Poppins-Light",
-    "58": "Poppins-LightItalic",
-    "59": "Poppins-Medium",
-    "60": "Poppins-MediumItalic",
-    "61": "Poppins-Regular",
-    "62": "Poppins-SemiBold",
-    "63": "Poppins-SemiBoldItalic",
-    "64": "Poppins-Thin",
-    "65": "Poppins-ThinItalic",
-    "66": "Roboto-Italic_Black_Italic",
-    "67": "Roboto-Italic_Bold_Italic",
-    "68": "Roboto-Italic_Condensed_Black_Italic",
-    "69": "Roboto-Italic_Condensed_Bold_Italic",
-    "70": "Roboto-Italic_Condensed_ExtraBold_Italic",
-    "71": "Roboto-Italic_Condensed_ExtraLight_Italic",
-    "72": "Roboto-Italic_Condensed_Italic",
-    "73": "Roboto-Italic_Condensed_Light_Italic",
-    "74": "Roboto-Italic_Condensed_Medium_Italic",
-    "75": "Roboto-Italic_Condensed_SemiBold_Italic",
-    "76": "Roboto-Italic_Condensed_Thin_Italic",
-    "77": "Roboto-Italic_ExtraBold_Italic",
-    "78": "Roboto-Italic_ExtraLight_Italic",
-    "79": "Roboto-Italic_Italic",
-    "80": "Roboto-Italic_Light_Italic",
-    "81": "Roboto-Italic_Medium_Italic",
-    "82": "Roboto-Italic_SemiBold_Italic",
-    "83": "Roboto-Italic_Thin_Italic",
-    "84": "Roboto_Black",
-    "85": "Roboto_Bold",
-    "86": "Roboto_Condensed_Black",
-    "87": "Roboto_Condensed_Bold",
-    "88": "Roboto_Condensed_ExtraBold",
-    "89": "Roboto_Condensed_ExtraLight",
-    "90": "Roboto_Condensed_Light",
-    "91": "Roboto_Condensed_Medium",
-    "92": "Roboto_Condensed_Regular",
-    "93": "Roboto_Condensed_SemiBold",
-    "94": "Roboto_Condensed_Thin",
-    "95": "Roboto_ExtraBold",
-    "96": "Roboto_ExtraLight",
-    "97": "Roboto_Light",
-    "98": "Roboto_Medium",
-    "99": "Roboto_Regular",
-    "100": "Roboto_SemiBold",
-    "101": "Roboto_Thin"
+    "0": "BigShouldersText_Black",
+    "1": "BigShouldersText_Bold",
+    "2": "BigShouldersText_ExtraBold",
+    "3": "BigShouldersText_ExtraLight",
+    "4": "BigShouldersText_Light",
+    "5": "BigShouldersText_Medium",
+    "6": "BigShouldersText_Regular",
+    "7": "BigShouldersText_SemiBold",
+    "8": "BigShouldersText_Thin",
+    "9": "BricolageGrotesque_96pt_ExtraBold",
+    "10": "BricolageGrotesque_Bold",
+    "11": "BricolageGrotesque_ExtraBold",
+    "12": "BricolageGrotesque_ExtraLight",
+    "13": "BricolageGrotesque_Light",
+    "14": "BricolageGrotesque_Medium",
+    "15": "BricolageGrotesque_Regular",
+    "16": "BricolageGrotesque_SemiBold",
+    "17": "CrimsonPro-Italic_Black_Italic",
+    "18": "CrimsonPro-Italic_Bold_Italic",
+    "19": "CrimsonPro-Italic_ExtraBold_Italic",
+    "20": "CrimsonPro-Italic_ExtraLight_Italic",
+    "21": "CrimsonPro-Italic_Italic",
+    "22": "CrimsonPro-Italic_Light_Italic",
+    "23": "CrimsonPro-Italic_Medium_Italic",
+    "24": "CrimsonPro-Italic_SemiBold_Italic",
+    "25": "CrimsonPro_Black",
+    "26": "CrimsonPro_Bold",
+    "27": "CrimsonPro_ExtraBold",
+    "28": "CrimsonPro_ExtraLight",
+    "29": "CrimsonPro_Light",
+    "30": "CrimsonPro_Medium",
+    "31": "CrimsonPro_Regular",
+    "32": "CrimsonPro_SemiBold",
+    "33": "DMSans-Italic_9pt_Italic",
+    "34": "DMSans-Italic_Black_Italic",
+    "35": "DMSans-Italic_Bold_Italic",
+    "36": "DMSans-Italic_ExtraBold_Italic",
+    "37": "DMSans-Italic_ExtraLight_Italic",
+    "38": "DMSans-Italic_Italic",
+    "39": "DMSans-Italic_Light_Italic",
+    "40": "DMSans-Italic_Medium_Italic",
+    "41": "DMSans-Italic_SemiBold_Italic",
+    "42": "DMSans-Italic_Thin_Italic",
+    "43": "DMSans_9pt_Regular",
+    "44": "DMSans_Black",
+    "45": "DMSans_Bold",
+    "46": "DMSans_ExtraBold",
+    "47": "DMSans_ExtraLight",
+    "48": "DMSans_Light",
+    "49": "DMSans_Medium",
+    "50": "DMSans_Regular",
+    "51": "DMSans_SemiBold",
+    "52": "DMSans_Thin",
+    "53": "Geist_Black",
+    "54": "Geist_Bold",
+    "55": "Geist_ExtraBold",
+    "56": "Geist_ExtraLight",
+    "57": "Geist_Light",
+    "58": "Geist_Medium",
+    "59": "Geist_Regular",
+    "60": "Geist_SemiBold",
+    "61": "Geist_Thin",
+    "62": "HedvigLettersSerif_Regular",
+    "63": "InstrumentSans-Italic_Bold_Italic",
+    "64": "InstrumentSans-Italic_Italic",
+    "65": "InstrumentSans-Italic_Medium_Italic",
+    "66": "InstrumentSans-Italic_SemiBold_Italic",
+    "67": "InstrumentSans_Bold",
+    "68": "InstrumentSans_Medium",
+    "69": "InstrumentSans_Regular",
+    "70": "InstrumentSans_SemiBold",
+    "71": "InstrumentSerif-Italic",
+    "72": "InstrumentSerif-Regular",
+    "73": "Inter-Italic_Black_Italic",
+    "74": "Inter-Italic_Bold_Italic",
+    "75": "Inter-Italic_ExtraBold_Italic",
+    "76": "Inter-Italic_ExtraLight_Italic",
+    "77": "Inter-Italic_Italic",
+    "78": "Inter-Italic_Light_Italic",
+    "79": "Inter-Italic_Medium_Italic",
+    "80": "Inter-Italic_SemiBold_Italic",
+    "81": "Inter-Italic_Thin_Italic",
+    "82": "Inter_Black",
+    "83": "Inter_Bold",
+    "84": "Inter_ExtraBold",
+    "85": "Inter_ExtraLight",
+    "86": "Inter_Light",
+    "87": "Inter_Medium",
+    "88": "Inter_Regular",
+    "89": "Inter_SemiBold",
+    "90": "Inter_Thin",
+    "91": "JetBrainsMono-Italic_Bold_Italic",
+    "92": "JetBrainsMono-Italic_ExtraBold_Italic",
+    "93": "JetBrainsMono-Italic_ExtraLight_Italic",
+    "94": "JetBrainsMono-Italic_Italic",
+    "95": "JetBrainsMono-Italic_Light_Italic",
+    "96": "JetBrainsMono-Italic_Medium_Italic",
+    "97": "JetBrainsMono-Italic_Thin_Italic",
+    "98": "JetBrainsMono_Bold",
+    "99": "JetBrainsMono_ExtraBold",
+    "100": "JetBrainsMono_ExtraLight",
+    "101": "JetBrainsMono_Light",
+    "102": "JetBrainsMono_Medium",
+    "103": "JetBrainsMono_Regular",
+    "104": "JetBrainsMono_Thin",
+    "105": "LexendDeca_Black",
+    "106": "LexendDeca_Bold",
+    "107": "LexendDeca_ExtraBold",
+    "108": "LexendDeca_ExtraLight",
+    "109": "LexendDeca_Light",
+    "110": "LexendDeca_Medium",
+    "111": "LexendDeca_Regular",
+    "112": "LexendDeca_SemiBold",
+    "113": "LexendDeca_Thin",
+    "114": "Lora-Italic_Bold_Italic",
+    "115": "Lora-Italic_Italic",
+    "116": "Lora-Italic_Medium_Italic",
+    "117": "Lora-Italic_SemiBold_Italic",
+    "118": "Lora_Bold",
+    "119": "Lora_Medium",
+    "120": "Lora_Regular",
+    "121": "Lora_SemiBold",
+    "122": "Merriweather-Italic_Black_Italic",
+    "123": "Merriweather-Italic_Bold_Italic",
+    "124": "Merriweather-Italic_ExtraBold_Italic",
+    "125": "Merriweather-Italic_Italic",
+    "126": "Merriweather-Italic_Light_Italic",
+    "127": "Merriweather-Italic_Medium_Italic",
+    "128": "Merriweather-Italic_SemiBold_Italic",
+    "129": "Merriweather_Black",
+    "130": "Merriweather_Bold",
+    "131": "Merriweather_ExtraBold",
+    "132": "Merriweather_Light",
+    "133": "Merriweather_Medium",
+    "134": "Merriweather_Regular",
+    "135": "Merriweather_SemiBold",
+    "136": "Montserrat-Italic_Black_Italic",
+    "137": "Montserrat-Italic_Bold_Italic",
+    "138": "Montserrat-Italic_ExtraBold_Italic",
+    "139": "Montserrat-Italic_ExtraLight_Italic",
+    "140": "Montserrat-Italic_Italic",
+    "141": "Montserrat-Italic_Light_Italic",
+    "142": "Montserrat-Italic_Medium_Italic",
+    "143": "Montserrat-Italic_SemiBold_Italic",
+    "144": "Montserrat-Italic_Thin_Italic",
+    "145": "Montserrat_Black",
+    "146": "Montserrat_Bold",
+    "147": "Montserrat_ExtraBold",
+    "148": "Montserrat_ExtraLight",
+    "149": "Montserrat_Light",
+    "150": "Montserrat_Medium",
+    "151": "Montserrat_Regular",
+    "152": "Montserrat_SemiBold",
+    "153": "Montserrat_Thin",
+    "154": "Newsreader-Italic_Bold_Italic",
+    "155": "Newsreader-Italic_ExtraBold_Italic",
+    "156": "Newsreader-Italic_ExtraLight_Italic",
+    "157": "Newsreader-Italic_Italic",
+    "158": "Newsreader-Italic_Light_Italic",
+    "159": "Newsreader-Italic_Medium_Italic",
+    "160": "Newsreader-Italic_SemiBold_Italic",
+    "161": "Newsreader_Bold",
+    "162": "Newsreader_ExtraBold",
+    "163": "Newsreader_ExtraLight",
+    "164": "Newsreader_Light",
+    "165": "Newsreader_Medium",
+    "166": "Newsreader_Regular",
+    "167": "Newsreader_SemiBold",
+    "168": "NunitoSans-Italic_Black_Italic",
+    "169": "NunitoSans-Italic_Bold_Italic",
+    "170": "NunitoSans-Italic_ExtraBold_Italic",
+    "171": "NunitoSans-Italic_ExtraLight_Italic",
+    "172": "NunitoSans-Italic_Italic",
+    "173": "NunitoSans-Italic_Light_Italic",
+    "174": "NunitoSans-Italic_Medium_Italic",
+    "175": "NunitoSans-Italic_SemiBold_Italic",
+    "176": "NunitoSans_Black",
+    "177": "NunitoSans_Bold",
+    "178": "NunitoSans_ExtraBold",
+    "179": "NunitoSans_ExtraLight",
+    "180": "NunitoSans_Light",
+    "181": "NunitoSans_Medium",
+    "182": "NunitoSans_Regular",
+    "183": "NunitoSans_SemiBold",
+    "184": "Onest_Black",
+    "185": "Onest_Bold",
+    "186": "Onest_ExtraBold",
+    "187": "Onest_ExtraLight",
+    "188": "Onest_Light",
+    "189": "Onest_Medium",
+    "190": "Onest_Regular",
+    "191": "Onest_SemiBold",
+    "192": "Onest_Thin",
+    "193": "OpenSans-Italic_Bold_Italic",
+    "194": "OpenSans-Italic_Condensed_Bold_Italic",
+    "195": "OpenSans-Italic_Condensed_ExtraBold_Italic",
+    "196": "OpenSans-Italic_Condensed_Italic",
+    "197": "OpenSans-Italic_Condensed_Light_Italic",
+    "198": "OpenSans-Italic_Condensed_SemiBold_Italic",
+    "199": "OpenSans-Italic_ExtraBold_Italic",
+    "200": "OpenSans-Italic_Italic",
+    "201": "OpenSans-Italic_Light_Italic",
+    "202": "OpenSans-Italic_SemiBold_Italic",
+    "203": "OpenSans_Bold",
+    "204": "OpenSans_Condensed_Bold",
+    "205": "OpenSans_Condensed_ExtraBold",
+    "206": "OpenSans_Condensed_Light",
+    "207": "OpenSans_Condensed_Regular",
+    "208": "OpenSans_Condensed_SemiBold",
+    "209": "OpenSans_ExtraBold",
+    "210": "OpenSans_Light",
+    "211": "OpenSans_Regular",
+    "212": "OpenSans_SemiBold",
+    "213": "PT_Serif_Caption",
+    "214": "PT_Serif_Caption-Italic",
+    "215": "Petrona-Italic_Black_Italic",
+    "216": "Petrona-Italic_Bold_Italic",
+    "217": "Petrona-Italic_ExtraBold_Italic",
+    "218": "Petrona-Italic_ExtraLight_Italic",
+    "219": "Petrona-Italic_Italic",
+    "220": "Petrona-Italic_Light_Italic",
+    "221": "Petrona-Italic_Medium_Italic",
+    "222": "Petrona-Italic_SemiBold_Italic",
+    "223": "Petrona-Italic_Thin_Italic",
+    "224": "Petrona_Black",
+    "225": "Petrona_Bold",
+    "226": "Petrona_ExtraBold",
+    "227": "Petrona_ExtraLight",
+    "228": "Petrona_Light",
+    "229": "Petrona_Medium",
+    "230": "Petrona_Regular",
+    "231": "Petrona_SemiBold",
+    "232": "Petrona_Thin",
+    "233": "PlayfairDisplay-Italic_Black_Italic",
+    "234": "PlayfairDisplay-Italic_Bold_Italic",
+    "235": "PlayfairDisplay-Italic_ExtraBold_Italic",
+    "236": "PlayfairDisplay-Italic_Italic",
+    "237": "PlayfairDisplay-Italic_Medium_Italic",
+    "238": "PlayfairDisplay-Italic_SemiBold_Italic",
+    "239": "PlayfairDisplay_Black",
+    "240": "PlayfairDisplay_Bold",
+    "241": "PlayfairDisplay_ExtraBold",
+    "242": "PlayfairDisplay_Medium",
+    "243": "PlayfairDisplay_Regular",
+    "244": "PlayfairDisplay_SemiBold",
+    "245": "PlusJakartaSans-Italic_Bold_Italic",
+    "246": "PlusJakartaSans-Italic_ExtraBold_Italic",
+    "247": "PlusJakartaSans-Italic_ExtraLight_Italic",
+    "248": "PlusJakartaSans-Italic_Italic",
+    "249": "PlusJakartaSans-Italic_Light_Italic",
+    "250": "PlusJakartaSans-Italic_Medium_Italic",
+    "251": "PlusJakartaSans-Italic_SemiBold_Italic",
+    "252": "PlusJakartaSans_Bold",
+    "253": "PlusJakartaSans_ExtraBold",
+    "254": "PlusJakartaSans_ExtraLight",
+    "255": "PlusJakartaSans_Light",
+    "256": "PlusJakartaSans_Medium",
+    "257": "PlusJakartaSans_Regular",
+    "258": "PlusJakartaSans_SemiBold",
+    "259": "Poppins-Black",
+    "260": "Poppins-BlackItalic",
+    "261": "Poppins-Bold",
+    "262": "Poppins-BoldItalic",
+    "263": "Poppins-ExtraBold",
+    "264": "Poppins-ExtraBoldItalic",
+    "265": "Poppins-ExtraLight",
+    "266": "Poppins-ExtraLightItalic",
+    "267": "Poppins-Italic",
+    "268": "Poppins-Light",
+    "269": "Poppins-LightItalic",
+    "270": "Poppins-Medium",
+    "271": "Poppins-MediumItalic",
+    "272": "Poppins-Regular",
+    "273": "Poppins-SemiBold",
+    "274": "Poppins-SemiBoldItalic",
+    "275": "Poppins-Thin",
+    "276": "Poppins-ThinItalic",
+    "277": "RethinkSans-Italic_Bold_Italic",
+    "278": "RethinkSans-Italic_ExtraBold_Italic",
+    "279": "RethinkSans-Italic_Italic",
+    "280": "RethinkSans-Italic_Medium_Italic",
+    "281": "RethinkSans-Italic_SemiBold_Italic",
+    "282": "RethinkSans_Bold",
+    "283": "RethinkSans_ExtraBold",
+    "284": "RethinkSans_Medium",
+    "285": "RethinkSans_Regular",
+    "286": "RethinkSans_SemiBold",
+    "287": "Roboto-Italic_Black_Italic",
+    "288": "Roboto-Italic_Bold_Italic",
+    "289": "Roboto-Italic_Condensed_Black_Italic",
+    "290": "Roboto-Italic_Condensed_Bold_Italic",
+    "291": "Roboto-Italic_Condensed_ExtraBold_Italic",
+    "292": "Roboto-Italic_Condensed_ExtraLight_Italic",
+    "293": "Roboto-Italic_Condensed_Italic",
+    "294": "Roboto-Italic_Condensed_Light_Italic",
+    "295": "Roboto-Italic_Condensed_Medium_Italic",
+    "296": "Roboto-Italic_Condensed_SemiBold_Italic",
+    "297": "Roboto-Italic_Condensed_Thin_Italic",
+    "298": "Roboto-Italic_ExtraBold_Italic",
+    "299": "Roboto-Italic_ExtraLight_Italic",
+    "300": "Roboto-Italic_Italic",
+    "301": "Roboto-Italic_Light_Italic",
+    "302": "Roboto-Italic_Medium_Italic",
+    "303": "Roboto-Italic_SemiBold_Italic",
+    "304": "Roboto-Italic_Thin_Italic",
+    "305": "RobotoSerif-Italic_Black_Italic",
+    "306": "RobotoSerif-Italic_Bold_Italic",
+    "307": "RobotoSerif-Italic_ExtraBold_Italic",
+    "308": "RobotoSerif-Italic_ExtraLight_Italic",
+    "309": "RobotoSerif-Italic_Italic",
+    "310": "RobotoSerif-Italic_Light_Italic",
+    "311": "RobotoSerif-Italic_Medium_Italic",
+    "312": "RobotoSerif-Italic_SemiBold_Italic",
+    "313": "RobotoSerif-Italic_Thin_Italic",
+    "314": "RobotoSerif_Black",
+    "315": "RobotoSerif_Bold",
+    "316": "RobotoSerif_ExtraBold",
+    "317": "RobotoSerif_ExtraLight",
+    "318": "RobotoSerif_Light",
+    "319": "RobotoSerif_Medium",
+    "320": "RobotoSerif_Regular",
+    "321": "RobotoSerif_SemiBold",
+    "322": "RobotoSerif_Thin",
+    "323": "Roboto_Black",
+    "324": "Roboto_Bold",
+    "325": "Roboto_Condensed_Black",
+    "326": "Roboto_Condensed_Bold",
+    "327": "Roboto_Condensed_ExtraBold",
+    "328": "Roboto_Condensed_ExtraLight",
+    "329": "Roboto_Condensed_Light",
+    "330": "Roboto_Condensed_Medium",
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+    "Roboto-Italic_Condensed_Thin_Italic": 297,
+    "Roboto-Italic_ExtraBold_Italic": 298,
+    "Roboto-Italic_ExtraLight_Italic": 299,
+    "Roboto-Italic_Italic": 300,
+    "Roboto-Italic_Light_Italic": 301,
+    "Roboto-Italic_Medium_Italic": 302,
+    "Roboto-Italic_SemiBold_Italic": 303,
+    "Roboto-Italic_Thin_Italic": 304,
+    "RobotoSerif-Italic_Black_Italic": 305,
+    "RobotoSerif-Italic_Bold_Italic": 306,
+    "RobotoSerif-Italic_ExtraBold_Italic": 307,
+    "RobotoSerif-Italic_ExtraLight_Italic": 308,
+    "RobotoSerif-Italic_Italic": 309,
+    "RobotoSerif-Italic_Light_Italic": 310,
+    "RobotoSerif-Italic_Medium_Italic": 311,
+    "RobotoSerif-Italic_SemiBold_Italic": 312,
+    "RobotoSerif-Italic_Thin_Italic": 313,
+    "RobotoSerif_Black": 314,
+    "RobotoSerif_Bold": 315,
+    "RobotoSerif_ExtraBold": 316,
+    "RobotoSerif_ExtraLight": 317,
+    "RobotoSerif_Light": 318,
+    "RobotoSerif_Medium": 319,
+    "RobotoSerif_Regular": 320,
+    "RobotoSerif_SemiBold": 321,
+    "RobotoSerif_Thin": 322,
+    "Roboto_Black": 323,
+    "Roboto_Bold": 324,
+    "Roboto_Condensed_Black": 325,
+    "Roboto_Condensed_Bold": 326,
+    "Roboto_Condensed_ExtraBold": 327,
+    "Roboto_Condensed_ExtraLight": 328,
+    "Roboto_Condensed_Light": 329,
+    "Roboto_Condensed_Medium": 330,
+    "Roboto_Condensed_Regular": 331,
+    "Roboto_Condensed_SemiBold": 332,
+    "Roboto_Condensed_Thin": 333,
+    "Roboto_ExtraBold": 334,
+    "Roboto_ExtraLight": 335,
+    "Roboto_Light": 336,
+    "Roboto_Medium": 337,
+    "Roboto_Regular": 338,
+    "Roboto_SemiBold": 339,
+    "Roboto_Thin": 340,
+    "ShipporiMincho-Bold": 341,
+    "ShipporiMincho-ExtraBold": 342,
+    "ShipporiMincho-Medium": 343,
+    "ShipporiMincho-Regular": 344,
+    "ShipporiMincho-SemiBold": 345,
+    "Sora_Bold": 346,
+    "Sora_ExtraBold": 347,
+    "Sora_ExtraLight": 348,
+    "Sora_Light": 349,
+    "Sora_Regular": 350,
+    "Sora_SemiBold": 351,
+    "Sora_Thin": 352,
+    "SpaceGrotesk_Bold": 353,
+    "SpaceGrotesk_Light": 354,
+    "SpaceGrotesk_Medium": 355,
+    "SpaceGrotesk_Regular": 356,
+    "Ultra-Regular": 357,
+    "Urbanist-Italic_Black_Italic": 358,
+    "Urbanist-Italic_Bold_Italic": 359,
+    "Urbanist-Italic_ExtraBold_Italic": 360,
+    "Urbanist-Italic_ExtraLight_Italic": 361,
+    "Urbanist-Italic_Italic": 362,
+    "Urbanist-Italic_Light_Italic": 363,
+    "Urbanist-Italic_Medium_Italic": 364,
+    "Urbanist-Italic_SemiBold_Italic": 365,
+    "Urbanist-Italic_Thin_Italic": 366,
+    "Urbanist_Black": 367,
+    "Urbanist_Bold": 368,
+    "Urbanist_ExtraBold": 369,
+    "Urbanist_ExtraLight": 370,
+    "Urbanist_Light": 371,
+    "Urbanist_Medium": 372,
+    "Urbanist_Regular": 373,
+    "Urbanist_SemiBold": 374,
+    "Urbanist_Thin": 375,
+    "WorkSans-Italic_Black_Italic": 376,
+    "WorkSans-Italic_Bold_Italic": 377,
+    "WorkSans-Italic_ExtraBold_Italic": 378,
+    "WorkSans-Italic_ExtraLight_Italic": 379,
+    "WorkSans-Italic_Italic": 380,
+    "WorkSans-Italic_Light_Italic": 381,
+    "WorkSans-Italic_Medium_Italic": 382,
+    "WorkSans-Italic_SemiBold_Italic": 383,
+    "WorkSans-Italic_Thin_Italic": 384,
+    "WorkSans_Black": 385,
+    "WorkSans_Bold": 386,
+    "WorkSans_ExtraBold": 387,
+    "WorkSans_ExtraLight": 388,
+    "WorkSans_Light": 389,
+    "WorkSans_Medium": 390,
+    "WorkSans_Regular": 391,
+    "WorkSans_SemiBold": 392,
+    "WorkSans_Thin": 393
   },
   "layer_norm_eps": 1e-06,
   "layerscale_value": 1.0,
@@ -233,7 +818,6 @@
   ],
   "patch_size": 14,
   "pipeline_tag": "image-classification",
-  "problem_type": "single_label_classification",
   "qkv_bias": true,
   "reshape_hidden_states": true,
   "stage_names": [
@@ -251,8 +835,7 @@
     "stage11",
     "stage12"
   ],
-  "torch_dtype": "float32",
-  "transformers_version": "4.52.4",
+  "transformers_version": "5.1.0",
   "use_mask_token": true,
   "use_swiglu_ffn": false
 }

handler.py

@@ -0,0 +1,110 @@
+# to be bundled with the model on upload to HF Inference Endpoints
+
+import base64
+import io
+from typing import Any, Dict
+
+import torch
+import torchvision.transforms as T
+from PIL import Image
+from transformers import AutoImageProcessor, Dinov2ForImageClassification
+
+
+def get_inference_transform(processor: AutoImageProcessor, size: int):
+    """Get the raw validation transform for direct inference on PIL images."""
+    normalize   = T.Normalize(mean=processor.image_mean, std=processor.image_std)
+
+    to_rgb = T.Lambda(lambda img: img.convert('RGB'))
+ 
+    def pad_to_square(img):
+        w, h = img.size
+        max_size = max(w, h)
+        pad_w = (max_size - w) // 2
+        pad_h = (max_size - h) // 2
+        padding = (pad_w, pad_h, max_size - w - pad_w, max_size - h - pad_h)
+        return T.Pad(padding, fill=0)(img)
+
+    aug     = T.Compose([
+        to_rgb,
+        pad_to_square,
+        T.Resize(size),
+        T.ToTensor(), 
+        normalize
+    ])
+
+    return aug
+
+
+class EndpointHandler:
+    """
+    HF Inference Endpoints entry‑point.
+    Loads model/processor once, then uses your *imported* preprocessing
+    on every request.
+    """
+
+    def __init__(self, path: str = "", image_size: int = 224):
+        # Weights + processor --------------------------------------------------------
+        self.processor = AutoImageProcessor.from_pretrained(path or ".")
+        self.model     = (
+            Dinov2ForImageClassification.from_pretrained(path or ".")
+            .eval()
+        )
+
+        # Re‑use the exact transform from your code ---------------------------------
+        self.transform = get_inference_transform(self.processor, image_size)
+
+        self.id2label = self.model.config.id2label
+
+    # -------------------------------------------------------------------------------
+    def __call__(self, data: Dict[str, Any]) -> Dict[str, Any]:
+        """
+        Expects {"inputs": "<base64‑encoded image>"}.
+        Returns the top prediction + per‑class probabilities.
+        """
+        # case 1 ─ raw bytes (default HF client / curl -T)
+        if isinstance(data, (bytes, bytearray)):
+            img_bytes = data
+
+        # case 2 ─ JSON with "inputs": <something>
+        elif isinstance(data, dict) and "inputs" in data:
+            inp = data["inputs"]
+
+            # Base‑64 string
+            if isinstance(inp, str):
+                img_bytes = base64.b64decode(inp.split(",")[-1])  # drop "data:..." if present
+
+            # Already‑bytes
+            elif isinstance(inp, (bytes, bytearray)):
+                img_bytes = inp
+
+            # Already a PIL Image object
+            elif hasattr(inp, "convert"):
+                image = inp                                    # PIL.Image
+            else:
+                raise ValueError("Unsupported 'inputs' format")
+
+        else:
+            raise ValueError("Unsupported request body type")
+
+        # If we didn’t get a ready‑made PIL Image above, decode bytes → PIL
+        if "image" not in locals():
+            image = Image.open(io.BytesIO(img_bytes))
+
+        # Preprocess with your own transform
+        pixel_values = self.transform(image).unsqueeze(0)   # [1, C, H, W]
+
+        with torch.no_grad():
+            logits = self.model(pixel_values).logits[0]        # tensor [num_labels]
+            probs  = logits.softmax(dim=-1)
+
+        # convert to the required wire format (top‑k or all classes)
+        k = min(5, probs.numel())                              # send top‑5
+        topk = torch.topk(probs, k)
+
+        response = [
+            {"label": self.id2label[idx.item()], "score": prob.item()}
+            for prob, idx in zip(topk.values, topk.indices)
+        ]
+
+        return response               # <‑‑ must be a *list* of dicts
+

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:89c320e1874242dc4347fbfa775208ce3d626c937386c6b262cf44c307bc076e
-size 346974744
+oid sha256:ff5477faf188d52794b6819dbab7eada7d14c168f0bc0f45995fc9603affa302
+size 348769976

preprocessor_config.json

@@ -3,6 +3,7 @@
     "height": 224,
     "width": 224
   },
+  "data_format": "channels_first",
   "do_center_crop": true,
   "do_convert_rgb": true,
   "do_normalize": true,
@@ -13,7 +14,7 @@
     0.456,
     0.406
   ],
-  "image_processor_type": "BitImageProcessor",
+  "image_processor_type": "BitImageProcessorFast",
   "image_std": [
     0.229,
     0.224,

requirements.txt

@@ -0,0 +1,2 @@
+torchvision>=0.19
+Pillow>=10