added example jpeg files

app.py

@@ -1,7 +1,186 @@
 import gradio as gr
+from fastai.vision.all import *
 
-def greet(name):
-    return "Hello " + name + "!!"
+categories = ('ABBOTTS BABBLER', 'ABBOTTS BOOBY', 'ABYSSINIAN GROUND HORNBILL',
+       'AFRICAN CROWNED CRANE', 'AFRICAN EMERALD CUCKOO',
+       'AFRICAN FIREFINCH', 'AFRICAN OYSTER CATCHER',
+       'AFRICAN PIED HORNBILL', 'AFRICAN PYGMY GOOSE', 'ALBATROSS',
+       'ALBERTS TOWHEE', 'ALEXANDRINE PARAKEET', 'ALPINE CHOUGH',
+       'ALTAMIRA YELLOWTHROAT', 'AMERICAN AVOCET', 'AMERICAN BITTERN',
+       'AMERICAN COOT', 'AMERICAN FLAMINGO', 'AMERICAN GOLDFINCH',
+       'AMERICAN KESTREL', 'AMERICAN PIPIT', 'AMERICAN REDSTART',
+       'AMERICAN ROBIN', 'AMERICAN WIGEON', 'AMETHYST WOODSTAR',
+       'ANDEAN GOOSE', 'ANDEAN LAPWING', 'ANDEAN SISKIN', 'ANHINGA',
+       'ANIANIAU', 'ANNAS HUMMINGBIRD', 'ANTBIRD', 'ANTILLEAN EUPHONIA',
+       'APAPANE', 'APOSTLEBIRD', 'ARARIPE MANAKIN', 'ASHY STORM PETREL',
+       'ASHY THRUSHBIRD', 'ASIAN CRESTED IBIS', 'ASIAN DOLLARD BIRD',
+       'ASIAN GREEN BEE EATER', 'ASIAN OPENBILL STORK', 'AUCKLAND SHAQ',
+       'AUSTRAL CANASTERO', 'AUSTRALASIAN FIGBIRD', 'AVADAVAT',
+       'AZARAS SPINETAIL', 'AZURE BREASTED PITTA', 'AZURE JAY',
+       'AZURE TANAGER', 'AZURE TIT', 'BAIKAL TEAL', 'BALD EAGLE',
+       'BALD IBIS', 'BALI STARLING', 'BALTIMORE ORIOLE', 'BANANAQUIT',
+       'BAND TAILED GUAN', 'BANDED BROADBILL', 'BANDED PITA',
+       'BANDED STILT', 'BAR-TAILED GODWIT', 'BARN OWL', 'BARN SWALLOW',
+       'BARRED PUFFBIRD', 'BARROWS GOLDENEYE', 'BAY-BREASTED WARBLER',
+       'BEARDED BARBET', 'BEARDED BELLBIRD', 'BEARDED REEDLING',
+       'BELTED KINGFISHER', 'BIRD OF PARADISE',
+       'BLACK AND YELLOW BROADBILL', 'BLACK BAZA', 'BLACK COCKATO',
+       'BLACK FACED SPOONBILL', 'BLACK FRANCOLIN', 'BLACK HEADED CAIQUE',
+       'BLACK NECKED STILT', 'BLACK SKIMMER', 'BLACK SWAN',
+       'BLACK TAIL CRAKE', 'BLACK THROATED BUSHTIT',
+       'BLACK THROATED HUET', 'BLACK THROATED WARBLER',
+       'BLACK VENTED SHEARWATER', 'BLACK VULTURE',
+       'BLACK-CAPPED CHICKADEE', 'BLACK-NECKED GREBE',
+       'BLACK-THROATED SPARROW', 'BLACKBURNIAM WARBLER',
+       'BLONDE CRESTED WOODPECKER', 'BLOOD PHEASANT', 'BLUE COAU',
+       'BLUE DACNIS', 'BLUE GRAY GNATCATCHER', 'BLUE GROSBEAK',
+       'BLUE GROUSE', 'BLUE HERON', 'BLUE MALKOHA',
+       'BLUE THROATED TOUCANET', 'BOBOLINK', 'BORNEAN BRISTLEHEAD',
+       'BORNEAN LEAFBIRD', 'BORNEAN PHEASANT', 'BRANDT CORMARANT',
+       'BREWERS BLACKBIRD', 'BROWN CREPPER', 'BROWN HEADED COWBIRD',
+       'BROWN NOODY', 'BROWN THRASHER', 'BUFFLEHEAD', 'BULWERS PHEASANT',
+       'BURCHELLS COURSER', 'BUSH TURKEY', 'CAATINGA CACHOLOTE',
+       'CABOTS TRAGOPAN', 'CACTUS WREN', 'CALIFORNIA CONDOR',
+       'CALIFORNIA GULL', 'CALIFORNIA QUAIL', 'CAMPO FLICKER', 'CANARY',
+       'CANVASBACK', 'CAPE GLOSSY STARLING', 'CAPE LONGCLAW',
+       'CAPE MAY WARBLER', 'CAPE ROCK THRUSH', 'CAPPED HERON',
+       'CAPUCHINBIRD', 'CARMINE BEE-EATER', 'CASPIAN TERN', 'CASSOWARY',
+       'CEDAR WAXWING', 'CERULEAN WARBLER', 'CHARA DE COLLAR',
+       'CHATTERING LORY', 'CHESTNET BELLIED EUPHONIA',
+       'CHESTNUT WINGED CUCKOO', 'CHINESE BAMBOO PARTRIDGE',
+       'CHINESE POND HERON', 'CHIPPING SPARROW', 'CHUCAO TAPACULO',
+       'CHUKAR PARTRIDGE', 'CINNAMON ATTILA', 'CINNAMON FLYCATCHER',
+       'CINNAMON TEAL', 'CLARKS GREBE', 'CLARKS NUTCRACKER',
+       'COCK OF THE  ROCK', 'COCKATOO', 'COLLARED ARACARI',
+       'COLLARED CRESCENTCHEST', 'COMMON FIRECREST', 'COMMON GRACKLE',
+       'COMMON HOUSE MARTIN', 'COMMON IORA', 'COMMON LOON',
+       'COMMON POORWILL', 'COMMON STARLING', 'COPPERSMITH BARBET',
+       'COPPERY TAILED COUCAL', 'CRAB PLOVER', 'CRANE HAWK',
+       'CREAM COLORED WOODPECKER', 'CRESTED AUKLET', 'CRESTED CARACARA',
+       'CRESTED COUA', 'CRESTED FIREBACK', 'CRESTED KINGFISHER',
+       'CRESTED NUTHATCH', 'CRESTED OROPENDOLA', 'CRESTED SERPENT EAGLE',
+       'CRESTED SHRIKETIT', 'CRESTED WOOD PARTRIDGE', 'CRIMSON CHAT',
+       'CRIMSON SUNBIRD', 'CROW', 'CUBAN TODY', 'CUBAN TROGON',
+       'CURL CRESTED ARACURI', 'D-ARNAUDS BARBET', 'DALMATIAN PELICAN',
+       'DARJEELING WOODPECKER', 'DARK EYED JUNCO', 'DAURIAN REDSTART',
+       'DEMOISELLE CRANE', 'DOUBLE BARRED FINCH',
+       'DOUBLE BRESTED CORMARANT', 'DOUBLE EYED FIG PARROT',
+       'DOWNY WOODPECKER', 'DUSKY LORY', 'DUSKY ROBIN', 'EARED PITA',
+       'EASTERN BLUEBIRD', 'EASTERN BLUEBONNET', 'EASTERN GOLDEN WEAVER',
+       'EASTERN MEADOWLARK', 'EASTERN ROSELLA', 'EASTERN TOWEE',
+       'EASTERN WIP POOR WILL', 'EASTERN YELLOW ROBIN',
+       'ECUADORIAN HILLSTAR', 'EGYPTIAN GOOSE', 'ELEGANT TROGON',
+       'ELLIOTS  PHEASANT', 'EMERALD TANAGER', 'EMPEROR PENGUIN', 'EMU',
+       'ENGGANO MYNA', 'EURASIAN BULLFINCH', 'EURASIAN GOLDEN ORIOLE',
+       'EURASIAN MAGPIE', 'EUROPEAN GOLDFINCH', 'EUROPEAN TURTLE DOVE',
+       'EVENING GROSBEAK', 'FAIRY BLUEBIRD', 'FAIRY PENGUIN',
+       'FAIRY TERN', 'FAN TAILED WIDOW', 'FASCIATED WREN',
+       'FIERY MINIVET', 'FIORDLAND PENGUIN', 'FIRE TAILLED MYZORNIS',
+       'FLAME BOWERBIRD', 'FLAME TANAGER', 'FOREST WAGTAIL', 'FRIGATE',
+       'FRILL BACK PIGEON', 'GAMBELS QUAIL', 'GANG GANG COCKATOO',
+       'GILA WOODPECKER', 'GILDED FLICKER', 'GLOSSY IBIS', 'GO AWAY BIRD',
+       'GOLD WING WARBLER', 'GOLDEN BOWER BIRD', 'GOLDEN CHEEKED WARBLER',
+       'GOLDEN CHLOROPHONIA', 'GOLDEN EAGLE', 'GOLDEN PARAKEET',
+       'GOLDEN PHEASANT', 'GOLDEN PIPIT', 'GOULDIAN FINCH', 'GRANDALA',
+       'GRAY CATBIRD', 'GRAY KINGBIRD', 'GRAY PARTRIDGE', 'GREAT ARGUS',
+       'GREAT GRAY OWL', 'GREAT JACAMAR', 'GREAT KISKADEE', 'GREAT POTOO',
+       'GREAT TINAMOU', 'GREAT XENOPS', 'GREATER PEWEE',
+       'GREATER PRAIRIE CHICKEN', 'GREATOR SAGE GROUSE',
+       'GREEN BROADBILL', 'GREEN JAY', 'GREEN MAGPIE',
+       'GREEN WINGED DOVE', 'GREY CUCKOOSHRIKE', 'GREY HEADED FISH EAGLE',
+       'GREY PLOVER', 'GROVED BILLED ANI', 'GUINEA TURACO', 'GUINEAFOWL',
+       'GURNEYS PITTA', 'GYRFALCON', 'HAMERKOP', 'HARLEQUIN DUCK',
+       'HARLEQUIN QUAIL', 'HARPY EAGLE', 'HAWAIIAN GOOSE', 'HAWFINCH',
+       'HELMET VANGA', 'HEPATIC TANAGER', 'HIMALAYAN BLUETAIL',
+       'HIMALAYAN MONAL', 'HOATZIN', 'HOODED MERGANSER', 'HOOPOES',
+       'HORNED GUAN', 'HORNED LARK', 'HORNED SUNGEM', 'HOUSE FINCH',
+       'HOUSE SPARROW', 'HYACINTH MACAW', 'IBERIAN MAGPIE', 'IBISBILL',
+       'IMPERIAL SHAQ', 'INCA TERN', 'INDIAN BUSTARD', 'INDIAN PITTA',
+       'INDIAN ROLLER', 'INDIAN VULTURE', 'INDIGO BUNTING',
+       'INDIGO FLYCATCHER', 'INLAND DOTTEREL', 'IVORY BILLED ARACARI',
+       'IVORY GULL', 'IWI', 'JABIRU', 'JACK SNIPE', 'JACOBIN PIGEON',
+       'JANDAYA PARAKEET', 'JAPANESE ROBIN', 'JAVA SPARROW',
+       'JOCOTOCO ANTPITTA', 'KAGU', 'KAKAPO', 'KILLDEAR', 'KING EIDER',
+       'KING VULTURE', 'KIWI', 'KOOKABURRA', 'LARK BUNTING',
+       'LAUGHING GULL', 'LAZULI BUNTING', 'LESSER ADJUTANT',
+       'LILAC ROLLER', 'LIMPKIN', 'LITTLE AUK', 'LOGGERHEAD SHRIKE',
+       'LONG-EARED OWL', 'LOONEY BIRDS', 'LUCIFER HUMMINGBIRD',
+       'MAGPIE GOOSE', 'MALABAR HORNBILL', 'MALACHITE KINGFISHER',
+       'MALAGASY WHITE EYE', 'MALEO', 'MALLARD DUCK', 'MANDRIN DUCK',
+       'MANGROVE CUCKOO', 'MARABOU STORK', 'MASKED BOBWHITE',
+       'MASKED BOOBY', 'MASKED LAPWING', 'MCKAYS BUNTING', 'MERLIN',
+       'MIKADO  PHEASANT', 'MILITARY MACAW', 'MOURNING DOVE', 'MYNA',
+       'NICOBAR PIGEON', 'NOISY FRIARBIRD',
+       'NORTHERN BEARDLESS TYRANNULET', 'NORTHERN CARDINAL',
+       'NORTHERN FLICKER', 'NORTHERN FULMAR', 'NORTHERN GANNET',
+       'NORTHERN GOSHAWK', 'NORTHERN JACANA', 'NORTHERN MOCKINGBIRD',
+       'NORTHERN PARULA', 'NORTHERN RED BISHOP', 'NORTHERN SHOVELER',
+       'OCELLATED TURKEY', 'OKINAWA RAIL', 'ORANGE BREASTED TROGON',
+       'ORANGE BRESTED BUNTING', 'ORIENTAL BAY OWL', 'ORNATE HAWK EAGLE',
+       'OSPREY', 'OSTRICH', 'OVENBIRD', 'OYSTER CATCHER',
+       'PAINTED BUNTING', 'PALILA', 'PALM NUT VULTURE',
+       'PARADISE TANAGER', 'PARAKETT  AKULET', 'PARUS MAJOR',
+       'PATAGONIAN SIERRA FINCH', 'PEACOCK', 'PEREGRINE FALCON',
+       'PHAINOPEPLA', 'PHILIPPINE EAGLE', 'PINK ROBIN',
+       'PLUSH CRESTED JAY', 'POMARINE JAEGER', 'PUFFIN', 'PUNA TEAL',
+       'PURPLE FINCH', 'PURPLE GALLINULE', 'PURPLE MARTIN',
+       'PURPLE SWAMPHEN', 'PYGMY KINGFISHER', 'PYRRHULOXIA', 'QUETZAL',
+       'RAINBOW LORIKEET', 'RAZORBILL', 'RED BEARDED BEE EATER',
+       'RED BELLIED PITTA', 'RED BILLED TROPICBIRD', 'RED BROWED FINCH',
+       'RED FACED CORMORANT', 'RED FACED WARBLER', 'RED FODY',
+       'RED HEADED DUCK', 'RED HEADED WOODPECKER', 'RED KNOT',
+       'RED LEGGED HONEYCREEPER', 'RED NAPED TROGON',
+       'RED SHOULDERED HAWK', 'RED TAILED HAWK', 'RED TAILED THRUSH',
+       'RED WINGED BLACKBIRD', 'RED WISKERED BULBUL', 'REGENT BOWERBIRD',
+       'RING-NECKED PHEASANT', 'ROADRUNNER', 'ROCK DOVE',
+       'ROSE BREASTED COCKATOO', 'ROSE BREASTED GROSBEAK',
+       'ROSEATE SPOONBILL', 'ROSY FACED LOVEBIRD', 'ROUGH LEG BUZZARD',
+       'ROYAL FLYCATCHER', 'RUBY CROWNED KINGLET',
+       'RUBY THROATED HUMMINGBIRD', 'RUDDY SHELDUCK', 'RUDY KINGFISHER',
+       'RUFOUS KINGFISHER', 'RUFOUS TREPE', 'RUFUOS MOTMOT',
+       'SAMATRAN THRUSH', 'SAND MARTIN', 'SANDHILL CRANE',
+       'SATYR TRAGOPAN', 'SAYS PHOEBE', 'SCARLET CROWNED FRUIT DOVE',
+       'SCARLET FACED LIOCICHLA', 'SCARLET IBIS', 'SCARLET MACAW',
+       'SCARLET TANAGER', 'SHOEBILL', 'SHORT BILLED DOWITCHER',
+       'SMITHS LONGSPUR', 'SNOW GOOSE', 'SNOW PARTRIDGE', 'SNOWY EGRET',
+       'SNOWY OWL', 'SNOWY PLOVER', 'SORA', 'SPANGLED COTINGA',
+       'SPLENDID WREN', 'SPOON BILED SANDPIPER', 'SPOTTED CATBIRD',
+       'SPOTTED WHISTLING DUCK', 'SQUACCO HERON', 'SRI LANKA BLUE MAGPIE',
+       'STEAMER DUCK', 'STORK BILLED KINGFISHER', 'STRIATED CARACARA',
+       'STRIPED OWL', 'STRIPPED MANAKIN', 'STRIPPED SWALLOW',
+       'SUNBITTERN', 'SUPERB STARLING', 'SURF SCOTER',
+       'SWINHOES PHEASANT', 'TAILORBIRD', 'TAIWAN MAGPIE', 'TAKAHE',
+       'TASMANIAN HEN', 'TAWNY FROGMOUTH', 'TEAL DUCK', 'TIT MOUSE',
+       'TOUCHAN', 'TOWNSENDS WARBLER', 'TREE SWALLOW',
+       'TRICOLORED BLACKBIRD', 'TROPICAL KINGBIRD', 'TRUMPTER SWAN',
+       'TURKEY VULTURE', 'TURQUOISE MOTMOT', 'UMBRELLA BIRD',
+       'VARIED THRUSH', 'VEERY', 'VENEZUELIAN TROUPIAL', 'VERDIN',
+       'VERMILION FLYCATHER', 'VICTORIA CROWNED PIGEON',
+       'VIOLET BACKED STARLING', 'VIOLET CUCKOO', 'VIOLET GREEN SWALLOW',
+       'VIOLET TURACO', 'VISAYAN HORNBILL', 'VULTURINE GUINEAFOWL',
+       'WALL CREAPER', 'WATTLED CURASSOW', 'WATTLED LAPWING', 'WHIMBREL',
+       'WHITE BREASTED WATERHEN', 'WHITE BROWED CRAKE',
+       'WHITE CHEEKED TURACO', 'WHITE CRESTED HORNBILL',
+       'WHITE EARED HUMMINGBIRD', 'WHITE NECKED RAVEN',
+       'WHITE TAILED TROPIC', 'WHITE THROATED BEE EATER', 'WILD TURKEY',
+       'WILLOW PTARMIGAN', 'WILSONS BIRD OF PARADISE', 'WOOD DUCK',
+       'WOOD THRUSH', 'WOODLAND KINGFISHER', 'WRENTIT',
+       'YELLOW BELLIED FLOWERPECKER', 'YELLOW CACIQUE',
+       'YELLOW HEADED BLACKBIRD', 'ZEBRA DOVE', 'YELLOW BREASTED CHAT',
+       'RED CROSSBILL', 'AMERICAN DIPPER', 'BLUE THROATED PIPING GUAN',
+       'OILBIRD', 'DUNLIN', 'SNOWY SHEATHBILL', 'KNOB BILLED DUCK',
+       'GREY HEADED CHACHALACA', 'BLACK BREASTED PUFFBIRD')
 
-demo = gr.Interface(fn=greet, inputs="text", outputs="text")
-demo.launch()
+learn = load_learner('resnet50_model.pkl')
+
+def classify_image(img):
+    pred, idx, prbs = learn.predict(img)
+    dict_all = dict(zip(categories, map(float, prbs)))
+    return dict(sorted(dict_all.iteritems(), key=operator.itemgetter(1), reverse=True)[:5])
+
+image = gr.inputs.Image(shape=(192, 192))
+label = gr.outputs.Label()
+examples = ['Asian Openbill Stork.jpg', 'bald eagle.jpg', 'crimson sunbird.jpg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)