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Parent(s):
Added base code from ViLT model
Browse files- .gitignore +5 -0
- README.md +37 -0
- app.py +39 -0
- gitattributes +27 -0
- requirements.txt +3 -0
.gitignore
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venv
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venv/
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*.ipynb
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flagged
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*.jpg
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README.md
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---
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title: Image Information Retrieval
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emoji: 🌍
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colorFrom: indigo
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colorTo: gray
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sdk: gradio
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app_file: app.py
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pinned: false
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---
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# Configuration
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`title`: _string_
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Display title for the Space
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`emoji`: _string_
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Space emoji (emoji-only character allowed)
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`colorFrom`: _string_
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Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
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`colorTo`: _string_
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Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
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`sdk`: _string_
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Can be either `gradio` or `streamlit`
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`sdk_version` : _string_
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Only applicable for `streamlit` SDK.
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See [doc](https://hf.co/docs/hub/spaces) for more info on supported versions.
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`app_file`: _string_
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Path to your main application file (which contains either `gradio` or `streamlit` Python code).
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Path is relative to the root of the repository.
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`pinned`: _boolean_
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Whether the Space stays on top of your list.
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app.py
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import gradio as gr
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from transformers import ViltProcessor, ViltForQuestionAnswering
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import torch
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torch.hub.download_url_to_file('http://images.cocodataset.org/val2017/000000039769.jpg', 'cats.jpg')
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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 answer_question(image, text):
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encoding = processor(image, text, return_tensors="pt")
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# forward pass
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with torch.no_grad():
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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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predicted_answer = model.config.id2label[idx]
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return predicted_answer
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image = gr.Image(type="pil")
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question = gr.Textbox(label="Question")
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answer = gr.Textbox(label="Predicted answer")
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examples = [["cats.jpg", "How many cats are there?"]]
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title = "Interactive demo: ViLT"
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description = "Gradio Demo for ViLT (Vision and Language Transformer), fine-tuned on VQAv2, a model that can answer questions from images. To use it, simply upload your image and type a question and click 'submit', or click one of the examples to load them. Read more at the links below."
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article = "<p style='text-align: center'><a href='https://arxiv.org/abs/2102.03334' target='_blank'>ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision</a> | <a href='https://github.com/dandelin/ViLT' target='_blank'>Github Repo</a></p>"
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interface = gr.Interface(fn=answer_question,
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inputs=[image, question],
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outputs=answer,
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examples=examples,
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title=title,
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description=description,
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article=article)
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interface.launch(debug=True)
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gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.arrow filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.joblib filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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requirements.txt
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gradio
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torch
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git+https://github.com/huggingface/transformers.git
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