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victor
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•
4ee79c9
1
Parent(s):
a57d089
changed scrip and added model
Browse files- app.py +63 -5
- poke_model.pkl +3 -0
app.py
CHANGED
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import gradio as gr
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from fastai.vision.all import *
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import gradio as gr
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# Define the list of 1st generation Pokémon class names
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class_names = [
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"Bulbasaur", "Ivysaur", "Venusaur",
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"Charmander", "Charmeleon", "Charizard",
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"Squirtle", "Wartortle", "Blastoise",
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"Caterpie", "Metapod", "Butterfree",
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"Weedle", "Kakuna", "Beedrill",
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"Pidgey", "Pidgeotto", "Pidgeot",
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"Rattata", "Raticate", "Spearow",
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"Fearow", "Ekans", "Arbok",
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"Psyduck", "Golduck", "Machop",
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"Machoke", "Machamp", "Bellsprout",
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"Weepinbell", "Victreebel", "Tentacool",
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"Tentacruel", "Geodude", "Graveler",
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"Golem", "Ponyta", "Rapidash",
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"Magnemite", "Magneton", "Krabby",
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"Kingler", "Exeggcute", "Exeggutor",
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"Cubone", "Marowak", "Hitmonlee",
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"Hitmonchan", "Lickitung", "Koffing",
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"Weezing", "Rhyhorn", "Rhydon",
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"Chansey", "Tangela", "Kangaskhan",
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"Horsea", "Seadra", "Goldeen",
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"Seaking", "Staryu", "Starmie",
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"Mr. Mime", "Scyther", "Jynx",
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"Electabuzz", "Magmar", "Pinsir",
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"Tauros", "Magikarp", "Gyarados",
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"Lapras", "Ditto", "Eevee",
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"Vaporeon", "Jolteon", "Flareon",
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"Porygon", "Omanyte", "Omastar",
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"Kabuto", "Kabutops", "Aerodactyl",
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"Mew", "Mewtwo"
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]
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def get_x(item):
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return item['image'] # Access images directly
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def get_y(item):
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return class_names[item['labels']] # Map label index to class name
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# Load the model
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learn = load_learner('poke_model.pkl', cpu=False) # Ensure correct path to poke_model.pkl
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# Categories are derived from the vocabulary of the dataloader used during training
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categories = learn.dls.vocab # These are the class labels used in the trained model
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# Define the function for prediction
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def classify_pokemon(img):
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pred, idx, probs = learn.predict(img)
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return dict(zip(categories, map(float, probs)))
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# Gradio interface setup
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image = gr.inputs.Image(shape=(128, 128)) # Image size should match your training data size (e.g., 128x128)
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label = gr.outputs.Label()
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# Set up Gradio interface
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intf = gr.Interface(
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fn=classify_pokemon,
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inputs=image,
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outputs=label,
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)
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# Launch the app
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intf.launch(share=True) # share=True allows you to share the interface via a public link
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poke_model.pkl
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:df8a6e0f7870af2eb90b90b464009dd87dd703b2f99c0069346be2c234b63df1
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size 87794542
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