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title: ConvoTrack | |
emoji: π | |
colorFrom: indigo | |
colorTo: yellow | |
sdk: docker | |
pinned: false | |
license: mit | |
short_description: 'A chatbot for Minutes of Meeting ' | |
NOTE: | |
Currently, the application supports only JSON files. If you want to modify it for other file types, update the following line in the code: | |
uploaded_file = st.file_uploader("Upload a JSON file for processing", type=["json"]) | |
For example, to support CSV files: | |
uploaded_file = st.file_uploader("Upload a file for processing", type=["csv"]) | |
To support multiple file types (e.g., JSON, CSV, TXT), you can modify the code as follows: | |
uploaded_file = st.file_uploader("Upload a file for processing", type=["json", "csv", "txt"]) | |
USER FLOW: | |
1]Upload JSON File: The app processes the uploaded file and extracts meeting passages. | |
2]Embedding Generation: The passages are converted into embeddings using a pre-trained transformer model. | |
3]FAISS Indexing: Embeddings are stored in a FAISS index for efficient retrieval. | |
4]User Query: Users input questions about the document. | |
5]Retrieval & Reranking: Relevant passages are retrieved and reranked for relevance. | |
6]Response Generation: Contextual answers are generated using Google Generative AI. |