Delete bird_species.py

bird_species.py

@@ -1,566 +0,0 @@
-import gradio as gr
-import spaces
-from transformers import AutoImageProcessor
-from transformers import SiglipForImageClassification
-from PIL import Image
-import torch
-
-# Load model and processor with the new bird classifier name
-model_name = "prithivMLmods/Bird-Species-Classifier-526"
-model = SiglipForImageClassification.from_pretrained(model_name)
-processor = AutoImageProcessor.from_pretrained(model_name)
-
-@spaces.GPU
-def bird_classification(image):
-    """Predicts bird species classification for an image."""
-    image = Image.fromarray(image).convert("RGB")
-    inputs = processor(images=image, return_tensors="pt")
-    
-    with torch.no_grad():
-        outputs = model(**inputs)
-        logits = outputs.logits
-        probs = torch.nn.functional.softmax(logits, dim=1).squeeze().tolist()
-    
-    labels = {
-        "0": "ABBOTTS BABBLER",
-        "1": "ABBOTTS BOOBY",
-        "2": "ABYSSINIAN GROUND HORNBILL",
-        "3": "AFRICAN CROWNED CRANE",
-        "4": "AFRICAN EMERALD CUCKOO",
-        "5": "AFRICAN FIREFINCH",
-        "6": "AFRICAN OYSTER CATCHER",
-        "7": "AFRICAN PIED HORNBILL",
-        "8": "AFRICAN PYGMY GOOSE",
-        "9": "ALBATROSS",
-        "10": "ALBERTS TOWHEE",
-        "11": "ALEXANDRINE PARAKEET",
-        "12": "ALPINE CHOUGH",
-        "13": "ALTAMIRA YELLOWTHROAT",
-        "14": "AMERICAN AVOCET",
-        "15": "AMERICAN BITTERN",
-        "16": "AMERICAN COOT",
-        "17": "AMERICAN DIPPER",
-        "18": "AMERICAN FLAMINGO",
-        "19": "AMERICAN GOLDFINCH",
-        "20": "AMERICAN KESTREL",
-        "21": "AMERICAN PIPIT",
-        "22": "AMERICAN REDSTART",
-        "23": "AMERICAN ROBIN",
-        "24": "AMERICAN WIGEON",
-        "25": "AMETHYST WOODSTAR",
-        "26": "ANDEAN GOOSE",
-        "27": "ANDEAN LAPWING",
-        "28": "ANDEAN SISKIN",
-        "29": "ANHINGA",
-        "30": "ANIANIAU",
-        "31": "ANNAS HUMMINGBIRD",
-        "32": "ANTBIRD",
-        "33": "ANTILLEAN EUPHONIA",
-        "34": "APAPANE",
-        "35": "APOSTLEBIRD",
-        "36": "ARARIPE MANAKIN",
-        "37": "ASHY STORM PETREL",
-        "38": "ASHY THRUSHBIRD",
-        "39": "ASIAN CRESTED IBIS",
-        "40": "ASIAN DOLLARD BIRD",
-        "41": "ASIAN GREEN BEE EATER",
-        "42": "ASIAN OPENBILL STORK",
-        "43": "AUCKLAND SHAQ",
-        "44": "AUSTRAL CANASTERO",
-        "45": "AUSTRALASIAN FIGBIRD",
-        "46": "AVADAVAT",
-        "47": "AZARAS SPINETAIL",
-        "48": "AZURE BREASTED PITTA",
-        "49": "AZURE JAY",
-        "50": "AZURE TANAGER",
-        "51": "AZURE TIT",
-        "52": "BAIKAL TEAL",
-        "53": "BALD EAGLE",
-        "54": "BALD IBIS",
-        "55": "BALI STARLING",
-        "56": "BALTIMORE ORIOLE",
-        "57": "BANANAQUIT",
-        "58": "BAND TAILED GUAN",
-        "59": "BANDED BROADBILL",
-        "60": "BANDED PITA",
-        "61": "BANDED STILT",
-        "62": "BAR-TAILED GODWIT",
-        "63": "BARN OWL",
-        "64": "BARN SWALLOW",
-        "65": "BARRED PUFFBIRD",
-        "66": "BARROWS GOLDENEYE",
-        "67": "BAY-BREASTED WARBLER",
-        "68": "BEARDED BARBET",
-        "69": "BEARDED BELLBIRD",
-        "70": "BEARDED REEDLING",
-        "71": "BELTED KINGFISHER",
-        "72": "BIRD OF PARADISE",
-        "73": "BLACK AND YELLOW BROADBILL",
-        "74": "BLACK BAZA",
-        "75": "BLACK BREASTED PUFFBIRD",
-        "76": "BLACK COCKATO",
-        "77": "BLACK FACED SPOONBILL",
-        "78": "BLACK FRANCOLIN",
-        "79": "BLACK HEADED CAIQUE",
-        "80": "BLACK NECKED STILT",
-        "81": "BLACK SKIMMER",
-        "82": "BLACK SWAN",
-        "83": "BLACK TAIL CRAKE",
-        "84": "BLACK THROATED BUSHTIT",
-        "85": "BLACK THROATED HUET",
-        "86": "BLACK THROATED WARBLER",
-        "87": "BLACK VENTED SHEARWATER",
-        "88": "BLACK VULTURE",
-        "89": "BLACK-CAPPED CHICKADEE",
-        "90": "BLACK-NECKED GREBE",
-        "91": "BLACK-THROATED SPARROW",
-        "92": "BLACKBURNIAM WARBLER",
-        "93": "BLONDE CRESTED WOODPECKER",
-        "94": "BLOOD PHEASANT",
-        "95": "BLUE COAU",
-        "96": "BLUE DACNIS",
-        "97": "BLUE GRAY GNATCATCHER",
-        "98": "BLUE GROSBEAK",
-        "99": "BLUE GROUSE",
-        "100": "BLUE HERON",
-        "101": "BLUE MALKOHA",
-        "102": "BLUE THROATED PIPING GUAN",
-        "103": "BLUE THROATED TOUCANET",
-        "104": "BOBOLINK",
-        "105": "BORNEAN BRISTLEHEAD",
-        "106": "BORNEAN LEAFBIRD",
-        "107": "BORNEAN PHEASANT",
-        "108": "BRANDT CORMARANT",
-        "109": "BREWERS BLACKBIRD",
-        "110": "BROWN CREPPER",
-        "111": "BROWN HEADED COWBIRD",
-        "112": "BROWN NOODY",
-        "113": "BROWN THRASHER",
-        "114": "BUFFLEHEAD",
-        "115": "BULWERS PHEASANT",
-        "116": "BURCHELLS COURSER",
-        "117": "BUSH TURKEY",
-        "118": "CAATINGA CACHOLOTE",
-        "119": "CABOTS TRAGOPAN",
-        "120": "CACTUS WREN",
-        "121": "CALIFORNIA CONDOR",
-        "122": "CALIFORNIA GULL",
-        "123": "CALIFORNIA QUAIL",
-        "124": "CAMPO FLICKER",
-        "125": "CANARY",
-        "126": "CANVASBACK",
-        "127": "CAPE GLOSSY STARLING",
-        "128": "CAPE LONGCLAW",
-        "129": "CAPE MAY WARBLER",
-        "130": "CAPE ROCK THRUSH",
-        "131": "CAPPED HERON",
-        "132": "CAPUCHINBIRD",
-        "133": "CARMINE BEE-EATER",
-        "134": "CASPIAN TERN",
-        "135": "CASSOWARY",
-        "136": "CEDAR WAXWING",
-        "137": "CERULEAN WARBLER",
-        "138": "CHARA DE COLLAR",
-        "139": "CHATTERING LORY",
-        "140": "CHESTNET BELLIED EUPHONIA",
-        "141": "CHESTNUT WINGED CUCKOO",
-        "142": "CHINESE BAMBOO PARTRIDGE",
-        "143": "CHINESE POND HERON",
-        "144": "CHIPPING SPARROW",
-        "145": "CHUCAO TAPACULO",
-        "146": "CHUKAR PARTRIDGE",
-        "147": "CINNAMON ATTILA",
-        "148": "CINNAMON FLYCATCHER",
-        "149": "CINNAMON TEAL",
-        "150": "CLARKS GREBE",
-        "151": "CLARKS NUTCRACKER",
-        "152": "COCK OF THE  ROCK",
-        "153": "COCKATOO",
-        "154": "COLLARED ARACARI",
-        "155": "COLLARED CRESCENTCHEST",
-        "156": "COMMON FIRECREST",
-        "157": "COMMON GRACKLE",
-        "158": "COMMON HOUSE MARTIN",
-        "159": "COMMON IORA",
-        "160": "COMMON LOON",
-        "161": "COMMON POORWILL",
-        "162": "COMMON STARLING",
-        "163": "COPPERSMITH BARBET",
-        "164": "COPPERY TAILED COUCAL",
-        "165": "CRAB PLOVER",
-        "166": "CRANE HAWK",
-        "167": "CREAM COLORED WOODPECKER",
-        "168": "CRESTED AUKLET",
-        "169": "CRESTED CARACARA",
-        "170": "CRESTED COUA",
-        "171": "CRESTED FIREBACK",
-        "172": "CRESTED KINGFISHER",
-        "173": "CRESTED NUTHATCH",
-        "174": "CRESTED OROPENDOLA",
-        "175": "CRESTED SERPENT EAGLE",
-        "176": "CRESTED SHRIKETIT",
-        "177": "CRESTED WOOD PARTRIDGE",
-        "178": "CRIMSON CHAT",
-        "179": "CRIMSON SUNBIRD",
-        "180": "CROW",
-        "181": "CUBAN TODY",
-        "182": "CUBAN TROGON",
-        "183": "CURL CRESTED ARACURI",
-        "184": "D-ARNAUDS BARBET",
-        "185": "DALMATIAN PELICAN",
-        "186": "DARJEELING WOODPECKER",
-        "187": "DARK EYED JUNCO",
-        "188": "DAURIAN REDSTART",
-        "189": "DEMOISELLE CRANE",
-        "190": "DOUBLE BARRED FINCH",
-        "191": "DOUBLE BRESTED CORMARANT",
-        "192": "DOUBLE EYED FIG PARROT",
-        "193": "DOWNY WOODPECKER",
-        "194": "DUNLIN",
-        "195": "DUSKY LORY",
-        "196": "DUSKY ROBIN",
-        "197": "EARED PITA",
-        "198": "EASTERN BLUEBIRD",
-        "199": "EASTERN BLUEBONNET",
-        "200": "EASTERN GOLDEN WEAVER",
-        "201": "EASTERN MEADOWLARK",
-        "202": "EASTERN ROSELLA",
-        "203": "EASTERN TOWEE",
-        "204": "EASTERN WIP POOR WILL",
-        "205": "EASTERN YELLOW ROBIN",
-        "206": "ECUADORIAN HILLSTAR",
-        "207": "EGYPTIAN GOOSE",
-        "208": "ELEGANT TROGON",
-        "209": "ELLIOTS  PHEASANT",
-        "210": "EMERALD TANAGER",
-        "211": "EMPEROR PENGUIN",
-        "212": "EMU",
-        "213": "ENGGANO MYNA",
-        "214": "EURASIAN BULLFINCH",
-        "215": "EURASIAN GOLDEN ORIOLE",
-        "216": "EURASIAN MAGPIE",
-        "217": "EUROPEAN GOLDFINCH",
-        "218": "EUROPEAN TURTLE DOVE",
-        "219": "EVENING GROSBEAK",
-        "220": "FAIRY BLUEBIRD",
-        "221": "FAIRY PENGUIN",
-        "222": "FAIRY TERN",
-        "223": "FAN TAILED WIDOW",
-        "224": "FASCIATED WREN",
-        "225": "FIERY MINIVET",
-        "226": "FIORDLAND PENGUIN",
-        "227": "FIRE TAILLED MYZORNIS",
-        "228": "FLAME BOWERBIRD",
-        "229": "FLAME TANAGER",
-        "230": "FOREST WAGTAIL",
-        "231": "FRIGATE",
-        "232": "FRILL BACK PIGEON",
-        "233": "GAMBELS QUAIL",
-        "234": "GANG GANG COCKATOO",
-        "235": "GILA WOODPECKER",
-        "236": "GILDED FLICKER",
-        "237": "GLOSSY IBIS",
-        "238": "GO AWAY BIRD",
-        "239": "GOLD WING WARBLER",
-        "240": "GOLDEN BOWER BIRD",
-        "241": "GOLDEN CHEEKED WARBLER",
-        "242": "GOLDEN CHLOROPHONIA",
-        "243": "GOLDEN EAGLE",
-        "244": "GOLDEN PARAKEET",
-        "245": "GOLDEN PHEASANT",
-        "246": "GOLDEN PIPIT",
-        "247": "GOULDIAN FINCH",
-        "248": "GRANDALA",
-        "249": "GRAY CATBIRD",
-        "250": "GRAY KINGBIRD",
-        "251": "GRAY PARTRIDGE",
-        "252": "GREAT ARGUS",
-        "253": "GREAT GRAY OWL",
-        "254": "GREAT JACAMAR",
-        "255": "GREAT KISKADEE",
-        "256": "GREAT POTOO",
-        "257": "GREAT TINAMOU",
-        "258": "GREAT XENOPS",
-        "259": "GREATER PEWEE",
-        "260": "GREATER PRAIRIE CHICKEN",
-        "261": "GREATOR SAGE GROUSE",
-        "262": "GREEN BROADBILL",
-        "263": "GREEN JAY",
-        "264": "GREEN MAGPIE",
-        "265": "GREEN WINGED DOVE",
-        "266": "GREY CUCKOOSHRIKE",
-        "267": "GREY HEADED CHACHALACA",
-        "268": "GREY HEADED FISH EAGLE",
-        "269": "GREY PLOVER",
-        "270": "GROVED BILLED ANI",
-        "271": "GUINEA TURACO",
-        "272": "GUINEAFOWL",
-        "273": "GURNEYS PITTA",
-        "274": "GYRFALCON",
-        "275": "HAMERKOP",
-        "276": "HARLEQUIN DUCK",
-        "277": "HARLEQUIN QUAIL",
-        "278": "HARPY EAGLE",
-        "279": "HAWAIIAN GOOSE",
-        "280": "HAWFINCH",
-        "281": "HELMET VANGA",
-        "282": "HEPATIC TANAGER",
-        "283": "HIMALAYAN BLUETAIL",
-        "284": "HIMALAYAN MONAL",
-        "285": "HOATZIN",
-        "286": "HOODED MERGANSER",
-        "287": "HOOPOES",
-        "288": "HORNED GUAN",
-        "289": "HORNED LARK",
-        "290": "HORNED SUNGEM",
-        "291": "HOUSE FINCH",
-        "292": "HOUSE SPARROW",
-        "293": "HYACINTH MACAW",
-        "294": "IBERIAN MAGPIE",
-        "295": "IBISBILL",
-        "296": "IMPERIAL SHAQ",
-        "297": "INCA TERN",
-        "298": "INDIAN BUSTARD",
-        "299": "INDIAN PITTA",
-        "300": "INDIAN ROLLER",
-        "301": "INDIAN VULTURE",
-        "302": "INDIGO BUNTING",
-        "303": "INDIGO FLYCATCHER",
-        "304": "INLAND DOTTEREL",
-        "305": "IVORY BILLED ARACARI",
-        "306": "IVORY GULL",
-        "307": "IWI",
-        "308": "JABIRU",
-        "309": "JACK SNIPE",
-        "310": "JACOBIN PIGEON",
-        "311": "JANDAYA PARAKEET",
-        "312": "JAPANESE ROBIN",
-        "313": "JAVA SPARROW",
-        "314": "JOCOTOCO ANTPITTA",
-        "315": "KAGU",
-        "316": "KAKAPO",
-        "317": "KILLDEAR",
-        "318": "KING EIDER",
-        "319": "KING VULTURE",
-        "320": "KIWI",
-        "321": "KNOB BILLED DUCK",
-        "322": "KOOKABURRA",
-        "323": "LARK BUNTING",
-        "324": "LAUGHING GULL",
-        "325": "LAZULI BUNTING",
-        "326": "LESSER ADJUTANT",
-        "327": "LILAC ROLLER",
-        "328": "LIMPKIN",
-        "329": "LITTLE AUK",
-        "330": "LOGGERHEAD SHRIKE",
-        "331": "LONG-EARED OWL",
-        "332": "LOONEY BIRDS",
-        "333": "LUCIFER HUMMINGBIRD",
-        "334": "MAGPIE GOOSE",
-        "335": "MALABAR HORNBILL",
-        "336": "MALACHITE KINGFISHER",
-        "337": "MALAGASY WHITE EYE",
-        "338": "MALEO",
-        "339": "MALLARD DUCK",
-        "340": "MANDRIN DUCK",
-        "341": "MANGROVE CUCKOO",
-        "342": "MARABOU STORK",
-        "343": "MASKED BOBWHITE",
-        "344": "MASKED BOOBY",
-        "345": "MASKED LAPWING",
-        "346": "MCKAYS BUNTING",
-        "347": "MERLIN",
-        "348": "MIKADO  PHEASANT",
-        "349": "MILITARY MACAW",
-        "350": "MOURNING DOVE",
-        "351": "MYNA",
-        "352": "NICOBAR PIGEON",
-        "353": "NOISY FRIARBIRD",
-        "354": "NORTHERN BEARDLESS TYRANNULET",
-        "355": "NORTHERN CARDINAL",
-        "356": "NORTHERN FLICKER",
-        "357": "NORTHERN FULMAR",
-        "358": "NORTHERN GANNET",
-        "359": "NORTHERN GOSHAWK",
-        "360": "NORTHERN JACANA",
-        "361": "NORTHERN MOCKINGBIRD",
-        "362": "NORTHERN PARULA",
-        "363": "NORTHERN RED BISHOP",
-        "364": "NORTHERN SHOVELER",
-        "365": "OCELLATED TURKEY",
-        "366": "OILBIRD",
-        "367": "OKINAWA RAIL",
-        "368": "ORANGE BREASTED TROGON",
-        "369": "ORANGE BRESTED BUNTING",
-        "370": "ORIENTAL BAY OWL",
-        "371": "ORNATE HAWK EAGLE",
-        "372": "OSPREY",
-        "373": "OSTRICH",
-        "374": "OVENBIRD",
-        "375": "OYSTER CATCHER",
-        "376": "PAINTED BUNTING",
-        "377": "PALILA",
-        "378": "PALM NUT VULTURE",
-        "379": "PARADISE TANAGER",
-        "380": "PARAKETT  AUKLET",
-        "381": "PARAKETT AUKLET",
-        "382": "PARUS MAJOR",
-        "383": "PATAGONIAN SIERRA FINCH",
-        "384": "PEACOCK",
-        "385": "PEREGRINE FALCON",
-        "386": "PHAINOPEPLA",
-        "387": "PHILIPPINE EAGLE",
-        "388": "PINK ROBIN",
-        "389": "PLUSH CRESTED JAY",
-        "390": "POMARINE JAEGER",
-        "391": "PUFFIN",
-        "392": "PUNA TEAL",
-        "393": "PURPLE FINCH",
-        "394": "PURPLE GALLINULE",
-        "395": "PURPLE MARTIN",
-        "396": "PURPLE SWAMPHEN",
-        "397": "PYGMY KINGFISHER",
-        "398": "PYRRHULOXIA",
-        "399": "QUETZAL",
-        "400": "RAINBOW LORIKEET",
-        "401": "RAZORBILL",
-        "402": "RED BEARDED BEE EATER",
-        "403": "RED BELLIED PITTA",
-        "404": "RED BILLED TROPICBIRD",
-        "405": "RED BROWED FINCH",
-        "406": "RED CROSSBILL",
-        "407": "RED FACED CORMORANT",
-        "408": "RED FACED WARBLER",
-        "409": "RED FODY",
-        "410": "RED HEADED DUCK",
-        "411": "RED HEADED WOODPECKER",
-        "412": "RED KNOT",
-        "413": "RED LEGGED HONEYCREEPER",
-        "414": "RED NAPED TROGON",
-        "415": "RED SHOULDERED HAWK",
-        "416": "RED TAILED HAWK",
-        "417": "RED TAILED THRUSH",
-        "418": "RED WINGED BLACKBIRD",
-        "419": "RED WISKERED BULBUL",
-        "420": "REGENT BOWERBIRD",
-        "421": "RING-NECKED PHEASANT",
-        "422": "ROADRUNNER",
-        "423": "ROCK DOVE",
-        "424": "ROSE BREASTED COCKATOO",
-        "425": "ROSE BREASTED GROSBEAK",
-        "426": "ROSEATE SPOONBILL",
-        "427": "ROSY FACED LOVEBIRD",
-        "428": "ROUGH LEG BUZZARD",
-        "429": "ROYAL FLYCATCHER",
-        "430": "RUBY CROWNED KINGLET",
-        "431": "RUBY THROATED HUMMINGBIRD",
-        "432": "RUDDY SHELDUCK",
-        "433": "RUDY KINGFISHER",
-        "434": "RUFOUS KINGFISHER",
-        "435": "RUFOUS TREPE",
-        "436": "RUFUOS MOTMOT",
-        "437": "SAMATRAN THRUSH",
-        "438": "SAND MARTIN",
-        "439": "SANDHILL CRANE",
-        "440": "SATYR TRAGOPAN",
-        "441": "SAYS PHOEBE",
-        "442": "SCARLET CROWNED FRUIT DOVE",
-        "443": "SCARLET FACED LIOCICHLA",
-        "444": "SCARLET IBIS",
-        "445": "SCARLET MACAW",
-        "446": "SCARLET TANAGER",
-        "447": "SHOEBILL",
-        "448": "SHORT BILLED DOWITCHER",
-        "449": "SMITHS LONGSPUR",
-        "450": "SNOW GOOSE",
-        "451": "SNOW PARTRIDGE",
-        "452": "SNOWY EGRET",
-        "453": "SNOWY OWL",
-        "454": "SNOWY PLOVER",
-        "455": "SNOWY SHEATHBILL",
-        "456": "SORA",
-        "457": "SPANGLED COTINGA",
-        "458": "SPLENDID WREN",
-        "459": "SPOON BILED SANDPIPER",
-        "460": "SPOTTED CATBIRD",
-        "461": "SPOTTED WHISTLING DUCK",
-        "462": "SQUACCO HERON",
-        "463": "SRI LANKA BLUE MAGPIE",
-        "464": "STEAMER DUCK",
-        "465": "STORK BILLED KINGFISHER",
-        "466": "STRIATED CARACARA",
-        "467": "STRIPED OWL",
-        "468": "STRIPPED MANAKIN",
-        "469": "STRIPPED SWALLOW",
-        "470": "SUNBITTERN",
-        "471": "SUPERB STARLING",
-        "472": "SURF SCOTER",
-        "473": "SWINHOES PHEASANT",
-        "474": "TAILORBIRD",
-        "475": "TAIWAN MAGPIE",
-        "476": "TAKAHE",
-        "477": "TASMANIAN HEN",
-        "478": "TAWNY FROGMOUTH",
-        "479": "TEAL DUCK",
-        "480": "TIT MOUSE",
-        "481": "TOUCHAN",
-        "482": "TOWNSENDS WARBLER",
-        "483": "TREE SWALLOW",
-        "484": "TRICOLORED BLACKBIRD",
-        "485": "TROPICAL KINGBIRD",
-        "486": "TRUMPTER SWAN",
-        "487": "TURKEY VULTURE",
-        "488": "TURQUOISE MOTMOT",
-        "489": "UMBRELLA BIRD",
-        "490": "VARIED THRUSH",
-        "491": "VEERY",
-        "492": "VENEZUELIAN TROUPIAL",
-        "493": "VERDIN",
-        "494": "VERMILION FLYCATHER",
-        "495": "VICTORIA CROWNED PIGEON",
-        "496": "VIOLET BACKED STARLING",
-        "497": "VIOLET CUCKOO",
-        "498": "VIOLET GREEN SWALLOW",
-        "499": "VIOLET TURACO",
-        "500": "VISAYAN HORNBILL",
-        "501": "VULTURINE GUINEAFOWL",
-        "502": "WALL CREAPER",
-        "503": "WATTLED CURASSOW",
-        "504": "WATTLED LAPWING",
-        "505": "WHIMBREL",
-        "506": "WHITE BREASTED WATERHEN",
-        "507": "WHITE BROWED CRAKE",
-        "508": "WHITE CHEEKED TURACO",
-        "509": "WHITE CRESTED HORNBILL",
-        "510": "WHITE EARED HUMMINGBIRD",
-        "511": "WHITE NECKED RAVEN",
-        "512": "WHITE TAILED TROPIC",
-        "513": "WHITE THROATED BEE EATER",
-        "514": "WILD TURKEY",
-        "515": "WILLOW PTARMIGAN",
-        "516": "WILSONS BIRD OF PARADISE",
-        "517": "WOOD DUCK",
-        "518": "WOOD THRUSH",
-        "519": "WOODLAND KINGFISHER",
-        "520": "WRENTIT",
-        "521": "YELLOW BELLIED FLOWERPECKER",
-        "522": "YELLOW BREASTED CHAT",
-        "523": "YELLOW CACIQUE",
-        "524": "YELLOW HEADED BLACKBIRD",
-        "525": "ZEBRA DOVE"
-    }
-    
-    predictions = {labels[str(i)]: round(probs[i], 3) for i in range(len(probs))}
-    return predictions
-
-# Create Gradio interface for the bird species classifier
-iface = gr.Interface(
-    fn=bird_classification,
-    inputs=gr.Image(type="numpy"),
-    outputs=gr.Label(label="Prediction Scores"),
-    title="Bird Species Classifier",
-    description="Upload an image to classify the bird species."
-)
-
-if __name__ == "__main__":
-    iface.launch()