Mohuu0601 commited on
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Create app.py

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  1. app.py +25 -0
app.py ADDED
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+ from transformers import AutoFeatureExtractor, AutoModelForImageClassification
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+ from PIL import Image
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+ import gradio as gr
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+
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+ # Load the model and feature extractor
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+ feature_extractor = AutoFeatureExtractor.from_pretrained("google/vit-base-patch16-224")
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+ model = AutoModelForImageClassification.from_pretrained("google/vit-base-patch16-224")
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+
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+ # Define prediction function
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+ def classify_image(image):
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+ image = Image.fromarray(image).convert("RGB")
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+ inputs = feature_extractor(images=image, return_tensors="pt")
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+ outputs = model(**inputs)
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+ predicted_class = outputs.logits.argmax(-1).item()
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+ return model.config.id2label[predicted_class]
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+
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+ # Create a Gradio app
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+ app = gr.Interface(
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+ fn=classify_image,
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+ inputs=gr.Image(type="numpy"),
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+ outputs="text",
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+ title="Image Classifier"
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+ )
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+
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+ app.launch()