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import gradio as gr | |
import chatmodel as chat | |
import interpret as shap | |
import visualize as viz | |
with gr.Blocks() as ui: | |
with gr.Row(): | |
gr.Markdown( | |
""" | |
# Thesis Demo - AI Chat Application with XAI | |
### Select between tabs below for the different views. | |
""") | |
with gr.Tab("LlaMa 2 ChatBot"): | |
with gr.Row(): | |
gr.Markdown( | |
""" | |
### ChatBot Demo | |
LlaMa 2 7B Model fine-tuned for chat and transformed to huggingface format (see at [HGF](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf)) | |
""") | |
with gr.Row(): | |
gr.ChatInterface(chat.interference) | |
with gr.Tab("SHAP Dashboard"): | |
with gr.Row(): | |
gr.Markdown( | |
""" | |
### SHAP Dashboard | |
SHAP Visualization Dashboard adopted from [shapash](https://github.com/MAIF/shapash) | |
""") | |
with gr.Tab("Visualize Dashboard"): | |
with gr.Row(): | |
gr.Markdown( | |
""" | |
### Visualization Dashboard | |
Visualization Dashboard adopted from [BERTViz](https://github.com/jessevig/bertviz) | |
""") | |
with gr.Tab("LlaMa 2 Model Overview"): | |
with gr.Row(): | |
gr.Markdown( | |
""" | |
### LlaMa 2 Model & Data Overview for Transparency | |
Adopted from official [model paper](https://arxiv.org/abs/2307.09288) by Meta AI | |
""") | |
if __name__ == "__main__": | |
ui.launch(debug=True) |