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Runtime error
Runtime error
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c638c97
1
Parent(s):
f7336b5
added app
Browse files
app.py
ADDED
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from transformers import ViltProcessor, ViltForQuestionAnswering
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import torch
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import gradio as gr
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processor = ViltProcessor.from_pretrained("dandelin/vilt-b32-finetuned-vqa")
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model = ViltForQuestionAnswering.from_pretrained("dandelin/vilt-b32-finetuned-vqa")
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def question_answer(image, questions):
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questions = [line.strip() for line in questions.strip().splitlines()]
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answers = []
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for question in questions:
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with torch.no_grad():
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# prepare inputs
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encoding = processor(image, question, return_tensors="pt")
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# forward pass
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outputs = model(**encoding)
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logits = outputs.logits
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idx = logits.argmax(-1).item()
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answers.append(
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"Question: " + question + "\nAnswer: " + model.config.id2label[idx]
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)
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return "\n\n".join(answers)
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iface = gr.Interface(
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fn=question_answer,
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inputs=["image", "textarea"],
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outputs=["textarea"],
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)
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iface.launch()
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