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493f84a
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.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ pokemon-model_transferlearning.keras filter=lfs diff=lfs merge=lfs -text
app.py ADDED
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+ import gradio as gr
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+ import tensorflow as tf
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+ print(tf.__version__)
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+ import numpy as np
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+ from PIL import Image
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+
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+ import os
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+
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+ model_path = "pokemon-model_transferlearning.keras"
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+ model = tf.keras.models.load_model(model_path)
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+
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+ def predict_pokemon(image):
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+ # Preprocess image
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+ print(type(image))
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+ image = Image.fromarray(image.astype('uint8')) # Convert numpy array to PIL image
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+ image = image.resize((150, 150)) # Resize the image to 150x150 pixels
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+ image = np.array(image)
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+ image = np.expand_dims(image, axis=0) # Add batch dimension
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+
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+ # Predict
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+ prediction = model.predict(image)
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+ # Convert the probabilities to rounded values
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+ prediction = np.round(prediction, 2)
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+
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+ # Make sure the indices are correct according to your model's training
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+ p_dratini = prediction[0][0] # Probability for class 'dratini'
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+ p_eevee = prediction[0][1] # Probability for class 'eevee'
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+ p_jolteon = prediction[0][2] # Probability for class 'jolteon'
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+
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+ return {'dratini': p_dratini, 'eevee': p_eevee, 'jolteon': p_jolteon}
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+
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+
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+ # Create the Gradio interface
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+ input_image = gr.Image()
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+ iface = gr.Interface(
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+ fn=predict_pokemon,
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+ inputs=input_image,
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+ outputs=gr.Label(),
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+ examples=["images/Dratini1.jpg",
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+ "images/Dratini2.jpg",
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+ "images/Dratini3.jpg",
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+ "images/Eevee1.jpg",
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+ "images/Eevee2.jpg",
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+ "images/Eevee3.jpg",
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+ "images/Jolteon1.jpg",
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+ "images/Jolteon2.jpg",
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+ "images/Jolteon3.jpg"],
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+ description="TEST.")
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+
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+ iface.launch()
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+
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+
images/Dratini1.jpg ADDED
images/Dratini2.jpg ADDED
images/Dratini3.jpg ADDED
images/Eevee1.jpg ADDED
images/Eevee2.jpg ADDED
images/Eevee3.jpg ADDED
images/Jolteon1.jpg ADDED
images/Jolteon2.jpg ADDED
images/Jolteon3.jpg ADDED
pokemon-model_transferlearning.keras ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:57c7a246c572082a9fef5d75425767f23cfc76a10aae428276845c0c175341fd
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+ size 250560147