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Runtime error
Runtime error
Subhranil Sarkar
commited on
Commit
·
fad8c25
1
Parent(s):
e5fbe15
Add application files
Browse files
28.jpg
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57.jpg
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app.py
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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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MODEL = tf.keras.models.load_model("my_model")
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CLASS_NAMES = ['circle', 'rectangle']
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def classify_predict(inp):
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image = inp
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image_batch = np.expand_dims(image, 0)
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predictions = MODEL.predict(image_batch)
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values, indices = tf.math.top_k(predictions, 2)
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predicted_values = values.numpy().tolist()[0]
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indcs = indices.numpy().tolist()[0]
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confidences = {CLASS_NAMES[i]: round(v, 4) for i, v in zip(indcs, predicted_values)}
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print(confidences)
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return confidences
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interface = gr.Interface(
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fn=classify_predict,
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inputs=gr.inputs.Image(shape=(64, 64)),
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outputs="label",
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examples=["28.jpg", "57.jpg"]
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)
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interface.launch()
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requirements.txt
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tensorflow
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numpy
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