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ayaderaghul
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Parent(s):
e606b53
Upload app.py
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app.py
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import gradio as gr
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import keras
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from keras.models import load_model
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# from keras_contrib.layers.normalization.instancenormalization import InstanceNormalization
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from tensorflow_addons.layers import InstanceNormalization
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import matplotlib.pyplot as plt
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import numpy as np
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cust = {'InstanceNormalization': InstanceNormalization}
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model=load_model('g_model_AtoB_002160.h5',cust)
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# model=load_model('g_model_AtoB_000540.h5',cust)
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path = [['ex1.jpg'], ['ex2.jpg'], ['ex3.jpg'],['ex4.jpg'],['ex5.jpg']]
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def show_preds_image(image_path):
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A = plt.imread(image_path)
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# A = (A - 127.5) / 127.5
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A = np.expand_dims(A,axis=0)
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B = model.predict(A)
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B = np.squeeze(B,axis=0)
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B = (B + 1) / 2.0
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return B
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inputs_image = [
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gr.components.Image(shape=(256,256),type="filepath", label="Input Image"),
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]
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outputs_image = [
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gr.components.Image(shape=(256,256),type="numpy", label="Output Image").style(width=256, height=256),
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]
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interface_image = gr.Interface(
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fn=show_preds_image,
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inputs=inputs_image,
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outputs=outputs_image,
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title="photo2monet",
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examples=path,
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cache_examples=False,
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)
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gr.TabbedInterface(
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[interface_image],
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tab_names=['Image inference']
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).queue().launch()
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