jon-fernandes commited on
Commit
b947cf2
1 Parent(s): fdcbfe1

Updated from colab

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Files changed (2) hide show
  1. app.py +15 -0
  2. requirements.txt +2 -0
app.py ADDED
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+ from transformers import AutoModelForImageClassification, AutoFeatureExtractor
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+ import gradio as gr
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+
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+ import torch
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+
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+ def classify_image(image):
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+ device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
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+ model = AutoModelForImageClassification.from_pretrained('glopez/cifar-10').to(device)
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+ feature_extractor = AutoFeatureExtractor.from_pretrained('glopez/cifar-10')
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+ inp = feature_extractor(image, return_tensors='pt').to(device)
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+ outp = model(**inp)
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+ pred = torch.argmax(outp.logits, dim=1).item()
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+ return model.config.id2label[pred]
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+
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+ interface = gr.Interface(fn=classify_image, inputs=gr.Image(shape=(224, 224)), outputs="text").launch(debug=True, share=True)
requirements.txt ADDED
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+ torch
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+ transformers