Delete image-classifier

image-classifier/Dockerfile

@@ -1,12 +0,0 @@
-FROM python:3.9
-
-WORKDIR /code
-
-COPY requirements.txt .
-RUN pip install --no-cache-dir -r requirements.txt
-
-COPY . .
-
-EXPOSE 7860
-
-CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]

image-classifier/imagenet_classes.txt

@@ -1,1000 +0,0 @@
-tench
-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
-dragonfly
-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 gown
-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
-carpenter'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
-jack-o'-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
-loupe
-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
-pajama
-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
-plane
-planetarium
-plastic bag
-plate rack
-plow
-plunger
-Polaroid camera
-pole
-police van
-poncho
-pool table
-pop bottle
-pot
-potter's 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 web
-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
-yellow lady's slipper
-corn
-acorn
-hip
-buckeye
-coral fungus
-agaric
-gyromitra
-stinkhorn
-earthstar
-hen-of-the-woods
-bolete
-ear
-toilet tissue

image-classifier/main.py

@@ -1,58 +0,0 @@
-from fastapi import FastAPI, UploadFile, File
-from fastapi.middleware.cors import CORSMiddleware
-from fastapi.responses import JSONResponse, FileResponse
-from fastapi.staticfiles import StaticFiles
-from PIL import Image
-import io
-import torch
-import torchvision.transforms as transforms
-from torchvision import models
-
-app = FastAPI()
-
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=["*"],
-    allow_credentials=True,
-    allow_methods=["*"],
-    allow_headers=["*"],
-)
-
-# Corrected static path
-app.mount("/static", StaticFiles(directory="static"), name="static")
-
-@app.get("/")
-def read_root():
-    return FileResponse("static/index.html")
-
-# Load model
-model = models.resnet50(weights=models.ResNet50_Weights.DEFAULT)
-model.eval()
-
-with open("imagenet_classes.txt") as f:
-    labels = [line.strip() for line in f]
-
-transform = transforms.Compose([
-    transforms.Resize(256),
-    transforms.CenterCrop(224),
-    transforms.ToTensor(),
-    transforms.Normalize(
-        mean=[0.485, 0.456, 0.406],
-        std=[0.229, 0.224, 0.225]),
-])
-
-@app.post("/predict")
-async def predict(file: UploadFile = File(...)):
-    try:
-        image_bytes = await file.read()
-        img = Image.open(io.BytesIO(image_bytes)).convert("RGB")
-        img_tensor = transform(img).unsqueeze(0)
-
-        with torch.no_grad():
-            outputs = model(img_tensor)
-            _, predicted = torch.max(outputs, 1)
-            label = labels[predicted.item()]
-
-        return JSONResponse(content={"prediction": label})
-    except Exception as e:
-        return JSONResponse(content={"error": str(e)}, status_code=500)

image-classifier/requirements.txt

@@ -1,5 +0,0 @@
-fastapi
-uvicorn
-pillow
-torch
-torchvision

image-classifier/static/index.html

@@ -1,66 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-  <meta charset="UTF-8">
-  <meta name="viewport" content="width=device-width, initial-scale=1.0">
-  <title>AI Image Classifier</title>
-  <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
-</head>
-<body class="bg-light">
-  <div class="container py-5">
-    <h2 class="text-center mb-4">Upload an Image for Classification</h2>
-    <form id="uploadForm" class="mb-4">
-      <div class="mb-3">
-        <input type="file" id="imageInput" class="form-control" accept="image/*" required>
-      </div>
-      <button type="submit" class="btn btn-primary">Predict</button>
-    </form>
-
-    <div id="result" class="alert d-none"></div>
-    <img id="preview" src="" class="img-fluid mt-4 d-none" alt="Preview">
-  </div>
-
-  <script>
-    const form = document.getElementById('uploadForm');
-    const imageInput = document.getElementById('imageInput');
-    const result = document.getElementById('result');
-    const preview = document.getElementById('preview');
-
-    form.addEventListener('submit', async (e) => {
-      e.preventDefault();
-
-      const file = imageInput.files[0];
-      if (!file) return;
-
-      const formData = new FormData();
-      formData.append('file', file);
-
-      // Show image preview
-      const reader = new FileReader();
-      reader.onload = () => {
-        preview.src = reader.result;
-        preview.classList.remove('d-none');
-      };
-      reader.readAsDataURL(file);
-
-      result.classList.add('d-none');
-      result.classList.remove('alert-success', 'alert-danger');
-
-      try {
-        const response = await fetch('http://127.0.0.1:8000/predict', {
-          method: 'POST',
-          body: formData
-        });
-        const data = await response.json();
-        result.textContent = `Prediction: ${data.prediction}`;
-        result.classList.add('alert', 'alert-success');
-        result.classList.remove('d-none');
-      } catch (err) {
-        result.textContent = 'Error occurred while predicting';
-        result.classList.add('alert', 'alert-danger');
-        result.classList.remove('d-none');
-      }
-    });
-  </script>
-</body>
-</html>