yupikopi commited on
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a7c3f84
1 Parent(s): 42c95ca

Create app.py

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  1. app.py +28 -0
app.py ADDED
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+ import gradio as gr
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+ import tensorflow as tf
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+ import numpy as np
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+ from PIL import Image
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+ import tensorflow.keras as keras
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+
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+ from tensorflow.keras.models import load_model
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+
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+ # load model
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+ model = load_model('model_10.h5')
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+
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+ classnames = ['Pikachu','Raichu','Pichu']
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+
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+
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+
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+ def predict_image(img):
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+ img_4d=img.reshape(-1,224, 224,3)
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+ prediction=model.predict(img_4d)[0]
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+ return {classnames[i]: float(prediction[i]) for i in range(3)}
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+
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+
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+
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+ image = gr.inputs.Image(shape=(224, 224))
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+ label = gr.outputs.Label(num_top_classes=3)
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+
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+
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+ gr.Interface(fn=predict_image, inputs=image, title="Garbage Classifier V3",
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+ description="ThiFaces using Gradio.",outputs=label,enable_queue=True,interpretation='default').launch()