paschalc24 commited on
Commit
8121a75
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1 Parent(s): 0cb1f5e

Add ImageRecognitionDemo App

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  1. app.py +17 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import AutoFeatureExtractor, AutoModelForImageClassification, AutoTokenizer, AutoModelForSequenceClassification
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+ from transformers import pipeline
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+
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+ image_model = AutoModelForImageClassification.from_pretrained("google/vit-base-patch16-224")
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+ extractor = AutoFeatureExtractor.from_pretrained("google/vit-base-patch16-224")
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+
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+ image_pipe = pipeline("image-classification", model=image_model, feature_extractor=extractor)
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+
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+ # classify the image and returns the results
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+ def classify_image(inp):
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+ results = image_pipe(inp)
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+ return {result["label"]: result["score"] for result in results}
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+
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+ gr.Interface(fn=classify_image,
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+ inputs=gr.Image(type="pil"),
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+ outputs=gr.Label(num_top_classes=5)).launch()