app.py

import gradio as gr
from gradio.mix import Parallel, Series

description = "BigGAN text-to-image demo with 128,256,512 Deep - VQGAN WikiArt, COCO, Faces, and FlickR"
title = "BigGAN ImageNet"

Gans=["biggan-deep-128", "biggan-deep-256", "biggan-deep-512"]

model_names={"vqgan_imagenet_f16_16384": 'ImageNet 16384',"vqgan_imagenet_f16_1024":"ImageNet 1024", 'vqgan_openimages_f16_8192':'OpenImages 8912',"wikiart_1024":"WikiArt 1024", "wikiart_16384":"WikiArt 16384", "coco":"COCO-Stuff", "faceshq":"FacesHQ", "sflckr":"S-FLCKR"}

import os
import torch
from PIL import Image
from torchvision import transforms

# === SEMI-WEAKLY SUPERVISED MODELSP RETRAINED WITH 940 HASHTAGGED PUBLIC CONTENT ===
#model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnet18_swsl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnet50_swsl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnext50_32x4d_swsl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnext101_32x4d_swsl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnext101_32x8d_swsl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnext101_32x16d_swsl')
# ================= SEMI-SUPERVISED MODELS PRETRAINED WITH YFCC100M ==================
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnet18_ssl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnet50_ssl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnext50_32x4d_ssl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnext101_32x4d_ssl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnext101_32x8d_ssl')
# model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnext101_32x16d_ssl')

io1 = gr.Interface.load('huggingface/osanseviero/BigGAN-deep-128')
io2 = gr.Interface.load('huggingface/osanseviero/BigGAN-deep-128')
io3 = gr.Interface.load('huggingface/osanseviero/BigGAN-deep-128')
#io3 = gr.Interface.load('vqgan_imagenet_f16_16384')                  
#io3 = gr.Interface.load(model)                  
#io3 = gr.Interface.load("huggingface/emilyalsentzer/Bio_Discharge_Summary_BERT")                  
#io3 = gr.Interface.load("huggingface/google/pegasus-pubmed")  
#io3 = gr.Interface.load("huggingface/tennessejoyce/titlewave-t5-base")  

# = Parallel(io1, io2, io3,

interface = Parallel(io1,io2,io3, 
            description=description,
            title = title,
            examples=[
            ["goldfish"],
["great white shark"],
["tiger shark"],
["hammerhead"],
["electric ray"],
["stingray"],
["cock"],
["hen"],
["ostrich"],
["brambling"],
["goldfinch"],
["house finch"],
["junco"],
["indigo bunting"],
["robin"],
["bulbul"],
["jay"],
["magpie"],
["chickadee"],
["water ouzel"],
["kite"],
["bald eagle"],
["vulture"],
["great grey owl"],
["European fire salamander"],
["common newt"],
["eft"],
["spotted salamander"],
["axolotl"],
["bullfrog"],
["tree frog"],
["tailed frog"],
["loggerhead"],
["leatherback turtle"],
["mud turtle"],
["terrapin"],
["box turtle"],
["banded gecko"],
["common iguana"],
["American chameleon"],
["whiptail"],
["agama"],
["frilled lizard"],
["alligator lizard"],
["Gila monster"],
["green lizard"],
["African chameleon"],
["Komodo dragon"],
["African crocodile"],
["American alligator"],
["triceratops"],
["thunder snake"],
["ringneck snake"],
["hognose snake"],
["green snake"],
["king snake"],
["garter snake"],
["water snake"],
["vine snake"],
["night snake"],
["boa constrictor"],
["rock python"],
["Indian cobra"],
["green mamba"],
["sea snake"],
["horned viper"],
["diamondback"],
["sidewinder"],
["trilobite"],
["harvestman"],
["scorpion"],
["black and gold garden spider"],
["barn spider"],
["garden spider"],
["black widow"],
["tarantula"],
["wolf spider"],
["tick"],
["centipede"],
["black grouse"],
["ptarmigan"],
["ruffed grouse"],
["prairie chicken"],
["peacock"],
["quail"],
["partridge"],
["African grey"],
["macaw"],
["sulphur-crested cockatoo"],
["lorikeet"],
["coucal"],
["bee eater"],
["hornbill"],
["hummingbird"],
["jacamar"],
["toucan"],
["drake"],
["red-breasted merganser"],
["goose"],
["black swan"],
["tusker"],
["echidna"],
["platypus"],
["wallaby"],
["koala"],
["wombat"],
["jellyfish"],
["sea anemone"],
["brain coral"],
["flatworm"],
["nematode"],
["conch"],
["snail"],
["slug"],
["sea slug"],
["chiton"],
["chambered nautilus"],
["Dungeness crab"],
["rock crab"],
["fiddler crab"],
["king crab"],
["American lobster"],
["spiny lobster"],
["crayfish"],
["hermit crab"],
["isopod"],
["white stork"],
["black stork"],
["spoonbill"],
["flamingo"],
["little blue heron"],
["American egret"],
["bittern"],
["crane"],
["limpkin"],
["European gallinule"],
["American coot"],
["bustard"],
["ruddy turnstone"],
["red-backed sandpiper"],
["redshank"],
["dowitcher"],
["oystercatcher"],
["pelican"],
["king penguin"],
["albatross"],
["grey whale"],
["killer whale"],
["dugong"],
["sea lion"],
["Chihuahua"],
["Japanese spaniel"],
["Maltese dog"],
["Pekinese"],
["Shih-Tzu"],
["Blenheim spaniel"],
["papillon"],
["toy terrier"],
["Rhodesian ridgeback"],
["Afghan hound"],
["basset"],
["beagle"],
["bloodhound"],
["bluetick"],
["black-and-tan coonhound"],
["Walker hound"],
["English foxhound"],
["redbone"],
["borzoi"],
["Irish wolfhound"],
["Italian greyhound"],
["whippet"],
["Ibizan hound"],
["Norwegian elkhound"],
["otterhound"],
["Saluki"],
["Scottish deerhound"],
["Weimaraner"],
["Staffordshire bullterrier"],
["American Staffordshire terrier"],
["Bedlington terrier"],
["Border terrier"],
["Kerry blue terrier"],
["Irish terrier"],
["Norfolk terrier"],
["Norwich terrier"],
["Yorkshire terrier"],
["wire-haired fox terrier"],
["Lakeland terrier"],
["Sealyham terrier"],
["Airedale"],
["cairn"],
["Australian terrier"],
["Dandie Dinmont"],
["Boston bull"],
["miniature schnauzer"],
["giant schnauzer"],
["standard schnauzer"],
["Scotch terrier"],
["Tibetan terrier"],
["silky terrier"],
["soft-coated wheaten terrier"],
["West Highland white terrier"],
["Lhasa"],
["flat-coated retriever"],
["curly-coated retriever"],
["golden retriever"],
["Labrador retriever"],
["Chesapeake Bay retriever"],
["German short-haired pointer"],
["vizsla"],
["English setter"],
["Irish setter"],
["Gordon setter"],
["Brittany spaniel"],
["clumber"],
["English springer"],
["Welsh springer spaniel"],
["cocker spaniel"],
["Sussex spaniel"],
["Irish water spaniel"],
["kuvasz"],
["schipperke"],
["groenendael"],
["malinois"],
["briard"],
["kelpie"],
["komondor"],
["Old English sheepdog"],
["Shetland sheepdog"],
["collie"],
["Border collie"],
["Bouvier des Flandres"],
["Rottweiler"],
["German shepherd"],
["Doberman"],
["miniature pinscher"],
["Greater Swiss Mountain dog"],
["Bernese mountain dog"],
["Appenzeller"],
["EntleBucher"],
["boxer"],
["bull mastiff"],
["Tibetan mastiff"],
["French bulldog"],
["Great Dane"],
["Saint Bernard"],
["Eskimo dog"],
["malamute"],
["Siberian husky"],
["dalmatian"],
["affenpinscher"],
["basenji"],
["pug"],
["Leonberg"],
["Newfoundland"],
["Great Pyrenees"],
["Samoyed"],
["Pomeranian"],
["chow"],
["keeshond"],
["Brabancon griffon"],
["Pembroke"],
["Cardigan"],
["toy poodle"],
["miniature poodle"],
["standard poodle"],
["Mexican hairless"],
["timber wolf"],
["white wolf"],
["red wolf"],
["coyote"],
["dingo"],
["dhole"],
["African hunting dog"],
["hyena"],
["red fox"],
["kit fox"],
["Arctic fox"],
["grey fox"],
["tabby"],
["tiger cat"],
["Persian cat"],
["Siamese cat"],
["Egyptian cat"],
["cougar"],
["lynx"],
["leopard"],
["snow leopard"],
["jaguar"],
["lion"],
["tiger"],
["cheetah"],
["brown bear"],
["American black bear"],
["ice bear"],
["sloth bear"],
["mongoose"],
["meerkat"],
["tiger beetle"],
["ladybug"],
["ground beetle"],
["long-horned beetle"],
["leaf beetle"],
["dung beetle"],
["rhinoceros beetle"],
["weevil"],
["fly"],
["bee"],
["ant"],
["grasshopper"],
["cricket"],
["walking stick"],
["cockroach"],
["mantis"],
["cicada"],
["leafhopper"],
["lacewing"],
[" darning needle"],
["damselfly"],
["admiral"],
["ringlet"],
["monarch"],
["cabbage butterfly"],
["sulphur butterfly"],
["lycaenid"],
["starfish"],
["sea urchin"],
["sea cucumber"],
["wood rabbit"],
["hare"],
["Angora"],
["hamster"],
["porcupine"],
["fox squirrel"],
["marmot"],
["beaver"],
["guinea pig"],
["sorrel"],
["zebra"],
["hog"],
["wild boar"],
["warthog"],
["hippopotamus"],
["ox"],
["water buffalo"],
["bison"],
["ram"],
["bighorn"],
["ibex"],
["hartebeest"],
["impala"],
["gazelle"],
["Arabian camel"],
["llama"],
["weasel"],
["mink"],
["polecat"],
["black-footed ferret"],
["otter"],
["skunk"],
["badger"],
["armadillo"],
["three-toed sloth"],
["orangutan"],
["gorilla"],
["chimpanzee"],
["gibbon"],
["siamang"],
["guenon"],
["patas"],
["baboon"],
["macaque"],
["langur"],
["colobus"],
["proboscis monkey"],
["marmoset"],
["capuchin"],
["howler monkey"],
["titi"],
["spider monkey"],
["squirrel monkey"],
["Madagascar cat"],
["indri"],
["Indian elephant"],
["African elephant"],
["lesser panda"],
["giant panda"],
["barracouta"],
["eel"],
["coho"],
["rock beauty"],
["anemone fish"],
["sturgeon"],
["gar"],
["lionfish"],
["puffer"],
["abacus"],
["abaya"],
[" academic robe"],
["accordion"],
["acoustic guitar"],
["aircraft carrier"],
["airliner"],
["airship"],
["altar"],
["ambulance"],
["amphibian"],
["analog clock"],
["apiary"],
["apron"],
["ashcan"],
["assault rifle"],
["backpack"],
["bakery"],
["balance beam"],
["balloon"],
["ballpoint"],
["Band Aid"],
["banjo"],
["bannister"],
["barbell"],
["barber chair"],
["barbershop"],
["barn"],
["barometer"],
["barrel"],
["barrow"],
["baseball"],
["basketball"],
["bassinet"],
["bassoon"],
["bathing cap"],
["bath towel"],
["bathtub"],
["beach wagon"],
["beacon"],
["beaker"],
["bearskin"],
["beer bottle"],
["beer glass"],
["bell cote"],
["bib"],
["bicycle-built-for-two"],
["bikini"],
["binder"],
["binoculars"],
["birdhouse"],
["boathouse"],
["bobsled"],
["bolo tie"],
["bonnet"],
["bookcase"],
["bookshop"],
["bottlecap"],
["bow"],
["bow tie"],
["brass"],
["brassiere"],
["breakwater"],
["breastplate"],
["broom"],
["bucket"],
["buckle"],
["bulletproof vest"],
["bullet train"],
["butcher shop"],
["cab"],
["caldron"],
["candle"],
["cannon"],
["canoe"],
["can opener"],
["cardigan"],
["car mirror"],
["carousel"],
["s kit"],
["carton"],
["car wheel"],
["cash machine"],
["cassette"],
["cassette player"],
["castle"],
["catamaran"],
["CD player"],
["cello"],
["cellular telephone"],
["chain"],
["chainlink fence"],
["chain mail"],
["chain saw"],
["chest"],
["chiffonier"],
["chime"],
["china cabinet"],
["Christmas stocking"],
["church"],
["cinema"],
["cleaver"],
["cliff dwelling"],
["cloak"],
["clog"],
["cocktail shaker"],
["coffee mug"],
["coffeepot"],
["coil"],
["combination lock"],
["computer keyboard"],
["confectionery"],
["container ship"],
["convertible"],
["corkscrew"],
["cornet"],
["cowboy boot"],
["cowboy hat"],
["cradle"],
["crane"],
["crash helmet"],
["crate"],
["crib"],
["Crock Pot"],
["croquet ball"],
["crutch"],
["cuirass"],
["dam"],
["desk"],
["desktop computer"],
["dial telephone"],
["diaper"],
["digital clock"],
["digital watch"],
["dining table"],
["dishrag"],
["dishwasher"],
["disk brake"],
["dock"],
["dogsled"],
["dome"],
["doormat"],
["drilling platform"],
["drum"],
["drumstick"],
["dumbbell"],
["Dutch oven"],
["electric fan"],
["electric guitar"],
["electric locomotive"],
["entertainment center"],
["envelope"],
["espresso maker"],
["face powder"],
["feather boa"],
["file"],
["fireboat"],
["fire engine"],
["fire screen"],
["flagpole"],
["flute"],
["folding chair"],
["football helmet"],
["forklift"],
["fountain"],
["fountain pen"],
["four-poster"],
["freight car"],
["French horn"],
["frying pan"],
["fur coat"],
["garbage truck"],
["gasmask"],
["gas pump"],
["goblet"],
["go-kart"],
["golf ball"],
["golfcart"],
["gondola"],
["gong"],
["gown"],
["grand piano"],
["greenhouse"],
["grille"],
["grocery store"],
["guillotine"],
["hair slide"],
["hair spray"],
["half track"],
["hammer"],
["hamper"],
["hand blower"],
["hand-held computer"],
["handkerchief"],
["hard disc"],
["harmonica"],
["harp"],
["harvester"],
["hatchet"],
["holster"],
["home theater"],
["honeycomb"],
["hook"],
["hoopskirt"],
["horizontal bar"],
["horse cart"],
["hourglass"],
["iPod"],
["iron"],
["lantern"],
["jean"],
["jeep"],
["jersey"],
["jigsaw puzzle"],
["jinrikisha"],
["joystick"],
["kimono"],
["knee pad"],
["knot"],
["lab coat"],
["ladle"],
["lampshade"],
["laptop"],
["lawn mower"],
["lens cap"],
["letter opener"],
["library"],
["lifeboat"],
["lighter"],
["limousine"],
["liner"],
["lipstick"],
["Loafer"],
["lotion"],
["loudspeaker"],
["jeweler"],
["lumbermill"],
["magnetic compass"],
["mailbag"],
["mailbox"],
["maillot"],
["maillot"],
["manhole cover"],
["maraca"],
["marimba"],
["mask"],
["matchstick"],
["maypole"],
["maze"],
["measuring cup"],
["medicine chest"],
["megalith"],
["microphone"],
["microwave"],
["military uniform"],
["milk can"],
["minibus"],
["miniskirt"],
["minivan"],
["missile"],
["mitten"],
["mixing bowl"],
["mobile home"],
["Model T"],
["modem"],
["monastery"],
["monitor"],
["moped"],
["mortar"],
["mortarboard"],
["mosque"],
["mosquito net"],
["motor scooter"],
["mountain bike"],
["mountain tent"],
["mouse"],
["mousetrap"],
["moving van"],
["muzzle"],
["nail"],
["neck brace"],
["necklace"],
["nipple"],
["notebook"],
["obelisk"],
["oboe"],
["ocarina"],
["odometer"],
["oil filter"],
["organ"],
["oscilloscope"],
["overskirt"],
["oxcart"],
["oxygen mask"],
["packet"],
["paddle"],
["paddlewheel"],
["padlock"],
["paintbrush"],
[" pyjama"],
["palace"],
["panpipe"],
["paper towel"],
["parachute"],
["parallel bars"],
["park bench"],
["parking meter"],
["passenger car"],
["patio"],
["pay-phone"],
["pedestal"],
["pencil box"],
["pencil sharpener"],
["perfume"],
["Petri dish"],
["photocopier"],
["pick"],
["pickelhaube"],
["picket fence"],
["pickup"],
["pier"],
["piggy bank"],
["pill bottle"],
["pillow"],
["ping-pong ball"],
["pinwheel"],
["pirate"],
["pitcher"],
[" carpenter"],
["planetarium"],
["plastic bag"],
["plate rack"],
["plow"],
[" plumber"],
["Polaroid camera"],
["pole"],
["police van"],
["poncho"],
["pool table"],
["pop bottle"],
["pot"],
["wheel"],
["power drill"],
["prayer rug"],
["printer"],
["prison"],
["projectile"],
["projector"],
["puck"],
["punching bag"],
["purse"],
["quill"],
["quilt"],
["racer"],
["racket"],
["radiator"],
["radio"],
["radio telescope"],
["rain barrel"],
["recreational vehicle"],
["reel"],
["reflex camera"],
["refrigerator"],
["remote control"],
["restaurant"],
["revolver"],
["rifle"],
["rocking chair"],
["rotisserie"],
["rubber eraser"],
["rugby ball"],
["rule"],
["running shoe"],
["safe"],
["safety pin"],
["saltshaker"],
["sandal"],
["sarong"],
["sax"],
["scabbard"],
["scale"],
["school bus"],
["schooner"],
["scoreboard"],
["screen"],
["screw"],
["screwdriver"],
["seat belt"],
["sewing machine"],
["shield"],
["shoe shop"],
["shoji"],
["shopping basket"],
["shopping cart"],
["shovel"],
["shower cap"],
["shower curtain"],
["ski"],
["ski mask"],
["sleeping bag"],
["slide rule"],
["sliding door"],
["slot"],
["snorkel"],
["snowmobile"],
["snowplow"],
["soap dispenser"],
["soccer ball"],
["sock"],
["solar dish"],
["sombrero"],
["soup bowl"],
["space bar"],
["space heater"],
["space shuttle"],
["spatula"],
["speedboat"],
[" spider"],
["spindle"],
["sports car"],
["spotlight"],
["stage"],
["steam locomotive"],
["steel arch bridge"],
["steel drum"],
["stethoscope"],
["stole"],
["stone wall"],
["stopwatch"],
["stove"],
["strainer"],
["streetcar"],
["stretcher"],
["studio couch"],
["stupa"],
["submarine"],
["suit"],
["sundial"],
["sunglass"],
["sunglasses"],
["sunscreen"],
["suspension bridge"],
["swab"],
["sweatshirt"],
["swimming trunks"],
["swing"],
["switch"],
["syringe"],
["table lamp"],
["tank"],
["tape player"],
["teapot"],
["teddy"],
["television"],
["tennis ball"],
["thatch"],
["theater curtain"],
["thimble"],
["thresher"],
["throne"],
["tile roof"],
["toaster"],
["tobacco shop"],
["toilet seat"],
["torch"],
["totem pole"],
["tow truck"],
["toyshop"],
["tractor"],
["trailer truck"],
["tray"],
["trench coat"],
["tricycle"],
["trimaran"],
["tripod"],
["triumphal arch"],
["trolleybus"],
["trombone"],
["tub"],
["turnstile"],
["typewriter keyboard"],
["umbrella"],
["unicycle"],
["upright"],
["vacuum"],
["vase"],
["vault"],
["velvet"],
["vending machine"],
["vestment"],
["viaduct"],
["violin"],
["volleyball"],
["waffle iron"],
["wall clock"],
["wallet"],
["wardrobe"],
["warplane"],
["washbasin"],
["washer"],
["water bottle"],
["water jug"],
["water tower"],
["whiskey jug"],
["whistle"],
["wig"],
["window screen"],
["window shade"],
["Windsor tie"],
["wine bottle"],
["wing"],
["wok"],
["wooden spoon"],
["wool"],
["worm fence"],
["wreck"],
["yawl"],
["yurt"],
["web site"],
["comic book"],
["crossword puzzle"],
["street sign"],
["traffic light"],
["book jacket"],
["menu"],
["plate"],
["guacamole"],
["consomme"],
["hot pot"],
["trifle"],
["ice cream"],
["ice lolly"],
["French loaf"],
["bagel"],
["pretzel"],
["cheeseburger"],
["hotdog"],
["mashed potato"],
["head cabbage"],
["broccoli"],
["cauliflower"],
["zucchini"],
["spaghetti squash"],
["acorn squash"],
["butternut squash"],
["cucumber"],
["artichoke"],
["bell pepper"],
["cardoon"],
["mushroom"],
["Granny Smith"],
["strawberry"],
["orange"],
["lemon"],
["fig"],
["pineapple"],
["banana"],
["jackfruit"],
["custard apple"],
["pomegranate"],
["hay"],
["carbonara"],
["chocolate sauce"],
["dough"],
["meat loaf"],
["pizza"],
["potpie"],
["burrito"],
["red wine"],
["espresso"],
["cup"],
["eggnog"],
["alp"],
["bubble"],
["cliff"],
["coral reef"],
["geyser"],
["lakeside"],
["promontory"],
["sandbar"],
["seashore"],
["valley"],
["volcano"],
["ballplayer"],
["groom"],
["scuba diver"],
["rapeseed"],
["daisy"],
["s slipper"],
["corn"],
["acorn"],
["hip"],
["buckeye"],
["coral fungus"],
["agaric"],
["gyromitra"],
["stinkhorn"],
["earthstar"],
["hen-of-the-woods"],
["bolete"],
["ear"],
["toilet tissue"]
            ]
)
interface.launch()