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Parent(s):
a4f2fe4
Added app and requirements
Browse files- app.py +22 -0
- requirements.txt +2 -0
app.py
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from transformers import ViTFeatureExtractor, ViTForImageClassification
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import gradio as gr
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def classify(image):
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feature_extractor = ViTFeatureExtractor.from_pretrained('google/vit-base-patch16-224')
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model = ViTForImageClassification.from_pretrained('google/vit-base-patch16-224')
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inputs = feature_extractor(images=image, return_tensors="pt")
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outputs = model(**inputs)
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logits = outputs.logits
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# model predicts one of the 1000 ImageNet classes
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predicted_class_idx = logits.argmax(-1).item()
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return model.config.id2label[predicted_class_idx]
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def image2speech(image):
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txt = classify(image)
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return fastspeech(txt), txt
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fastspeech = gr.Interface.load("huggingface/facebook/fastspeech2-en-ljspeech")
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app = gr.Interface(fn=image2speech, inputs="image", outputs=["audio", "text"])
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app.launch()
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requirements.txt
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transformers
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gradio
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