ZachBeesley commited on
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5fc084e
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1 Parent(s): 5577db9

Create app.py

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  1. app.py +20 -0
app.py ADDED
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+ !pip install transformers
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+ !pip install gradio
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+
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+ from transformers import AutoImageProcessor
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+ from transformers import TFAutoModelForImageClassification
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+ import tensorflow as tf
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+
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+ def classifier(image):
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+ image_processor = AutoImageProcessor.from_pretrained("ZachBeesley/Food-Classifier")
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+ inputs = image_processor(image, return_tensors="tf")
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+ model = TFAutoModelForImageClassification.from_pretrained("ZachBeesley/Food-Classifier")
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+ logits = model(**inputs).logits
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+ predicted_class_id = int(tf.math.argmax(logits, axis=-1)[0])
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+ return model.config.id2label[predicted_class_id]
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+
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+ import gradio as gr
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+
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+
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+ demo = gr.Interface(fn=classifier, inputs="image", outputs="label")
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+ demo.launch()