first commit

.gradio/certificate.pem

@@ -0,0 +1,31 @@
+-----BEGIN CERTIFICATE-----
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+-----END CERTIFICATE-----

README.md

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+# AI Multi-Modal Assistant
+
+## Overview
+A web-based AI assistant that can analyze **text** and **images**, providing:
+- Text sentiment analysis
+- Text summarization
+- Keyword extraction
+- Image classification with human-readable labels
+- Downloadable PDF reports
+
+Built with **Gradio**, **PyTorch**, and **Hugging Face Transformers**.
+
+## Features
+- Multi-modal input (text or image)
+- Interactive UI with tabs
+- PDF report generation
+- Deployable online via Hugging Face Spaces
+
+## How to Run Locally
+
+1. Clone the repository
+```bash
+git clone <repo-url>
+cd AI-MultiModal-Assistant

app.py

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+# ------------------------------
+# AI Multi‑Modal Assistant — Enhanced Version
+# ------------------------------
+
+import gradio as gr
+from transformers import pipeline
+from PIL import Image
+import torch
+from torchvision import models, transforms
+import pandas as pd
+from reportlab.lib.pagesizes import letter
+from reportlab.pdfgen import canvas
+import io
+import yake  # keyword extraction
+import tempfile
+
+# ------------------------------
+# 1. Load Models & Labels
+# ------------------------------
+
+# NLP pipelines
+sentiment_model = pipeline(
+    "sentiment-analysis",
+    model="distilbert/distilbert-base-uncased-finetuned-sst-2-english",
+)
+
+
+# Summarization Model
+summarizer_model = pipeline("summarization", model="facebook/bart-large-cnn")
+
+# Image classification model
+image_model = models.resnet50(pretrained=True)
+image_model.eval()
+preprocess = 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]),
+    ]
+)
+
+# Load ImageNet class labels mapping
+imagenet_labels = []
+with open("imagenet_classes.txt", "r") as f:  # ensure this file is in your folder
+    imagenet_labels = [s.strip() for s in f.readlines()]
+
+# Keyword extraction
+kw_extractor = yake.KeywordExtractor(lan="en", top=5)
+
+# ------------------------------
+# 2. Helper Functions
+# ------------------------------
+
+
+def analyze_text(text: str) -> dict:
+    sentiment = sentiment_model(text)[0]
+    summary = summarizer_model(
+        text, max_length=min(len(text.split()) + 10, 50), min_length=5
+    )[0]["summary_text"]
+    keywords = [kw for kw, score in kw_extractor.extract_keywords(text)]
+    return {
+        "Sentiment": sentiment["label"],
+        "Sentiment Score": round(sentiment["score"], 3),
+        "Summary": summary,
+        "Keywords": keywords,
+    }
+
+
+def analyze_image(image: Image.Image) -> dict:
+    img_t = preprocess(image).unsqueeze(0)
+    with torch.no_grad():
+        outputs = image_model(img_t)
+        class_idx = outputs.argmax().item()
+    if 0 <= class_idx < len(imagenet_labels):
+        class_label = imagenet_labels[class_idx]
+    else:
+        class_label = f"Class index {class_idx}"
+    return {"Predicted Class Index": class_idx, "Predicted Class Label": class_label}
+
+
+def generate_pdf(results: dict) -> str:
+    buffer = io.BytesIO()
+    c = canvas.Canvas(buffer, pagesize=letter)
+    c.setFont("Helvetica", 12)
+    c.drawString(50, 750, "AI Multi-Modal Assistant Report")
+
+    y = 720
+    for key, value in results.items():
+        c.drawString(50, y, f"{key}: {value}")
+        y -= 20
+        if y < 60:
+            c.showPage()
+            y = 750
+
+    c.save()
+    buffer.seek(0)
+
+    # ✅ Save to a temp file and return path instead of buffer
+    with tempfile.NamedTemporaryFile(delete=False, suffix=".pdf") as tmp:
+        tmp.write(buffer.getvalue())
+        tmp_path = tmp.name
+
+    return tmp_path  # ✅ returns file path (Gradio-friendly)
+
+
+# ------------------------------
+# 3. Multi‑Modal Analysis Function
+# ------------------------------
+def analyze(input_data):
+    # Handles both text and image correctly in Gradio
+    if isinstance(input_data, str) and input_data.strip():
+        return analyze_text(input_data)
+    elif isinstance(input_data, dict) and "image" in input_data:
+        return analyze_image(input_data["image"])
+    elif isinstance(input_data, Image.Image):
+        return analyze_image(input_data)
+    else:
+        return {"Error": "Please enter text or upload an image."}
+
+
+# ------------------------------
+# 4. Gradio UI Layout
+# ------------------------------
+
+with gr.Blocks() as demo:
+    gr.Markdown("## AI Multi‑Modal Assistant")
+
+    with gr.Tab("Image Analysis"):
+        image_input = gr.Image(type="pil", label="Upload an image for classification")
+        analyze_image_button = gr.Button("Analyze Image")  # ✅ MOVED INSIDE the tab
+
+        image_output = gr.JSON(label="Image Analysis Results")
+        pdf_button_image = gr.Button("Download Report (PDF)")
+
+        analyze_image_button.click(fn=analyze, inputs=image_input, outputs=image_output)
+
+    pdf_button_image.click(
+        fn=lambda x: generate_pdf(analyze(x)),
+        inputs=image_input,
+        outputs=gr.File(label="Download PDF Report"),
+    )
+
+
+    with gr.Tab("Text Analysis"):
+        text_input = gr.Textbox(
+            label="Enter text to analyze",
+            placeholder="Type your text here...",
+            lines=5
+        )
+
+        analyze_text_button = gr.Button("Analyze Text")
+        text_output = gr.JSON(label="Text Analysis Results")
+        pdf_button_text = gr.Button("Download Report (PDF)")
+
+        # Text analysis events
+        
+        analyze_text_button.click(
+            fn=analyze,
+            inputs=text_input,
+            outputs=text_output
+        )
+
+        pdf_button_text.click(
+            fn=lambda x: generate_pdf(analyze(x)),
+            inputs=text_input,
+            outputs=gr.File(label="Download PDF Report")
+        )
+
+
+# ------------------------------
+# 5. Launch the App
+# ------------------------------
+demo.launch(share=True)

imagenet_classes.txt

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+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
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+AI is transforming the world of technology and science.