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  ## Project File Structure
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  <pre>
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  KB-VQA
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  ├── Files: Various files required for the demo such as samples images, dissertation report ..etc.
 
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+ # Demonstration Environment
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+ The project demo app can be accessed from the developed [HF Space](https://huggingface.co/spaces/m7mdal7aj/KB-VQA), and the entire code can be accessed from [here](https://huggingface.co/spaces/m7mdal7aj/KB-VQA/tree/main).
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+ To run the demo app locally, from the root of the local code repository run `streamlit run app.py`. This will run the whole app. However, to run the `Run Inference Tool`, a GPU is required.
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  ## Project File Structure
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+ Each main python module of the project is extensively documented to guide the reader on how to use each module and its correcponding classes and functions.
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+ Below is the overall file structure of the project:
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  <pre>
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  KB-VQA
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  ├── Files: Various files required for the demo such as samples images, dissertation report ..etc.