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| title: My ChromaDB App | |
| emoji: 📊 | |
| colorFrom: indigo | |
| colorTo: blue | |
| sdk: docker | |
| pinned: false | |
| ## Market Brief Agent | |
| ### Workflow Diagram | |
| --- | |
|  | |
| #### Overview | |
| * An acyclic workflow where the user interacts through a Streamlit App. | |
| * User's query is first parsed by the Orchestrator API endpoint that returns the result for what tools to use along with the result of those tools' execution. | |
| * The original user query and the generated supporting context are then passed to the final response synthesizer. | |
| * Final response is streamed back to the Streamlit app again via API communication. | |
| * User can further instruct to listen to the generated response using Deepgram's voice models. | |
| ### Tools | |
| **All tools are accessible through an API interface** | |
| * `/data/get_historical_data` : This tool brings historical changes in a particular given stock. Must provide a YFinance ticker as a parameter. | |
| * `/data/get_earning_metrics` : This tool generates the stock earnings summary over the past 3–4 years using YFinance earning metrics. | |
| * `/data/get_portfolio_data` : This tool brings a current portfolio snapshot/updates. *Currently only supports IND portfolio*. | |
| * `/data/get_portfolio_data` : This is a ***RAG*** based tool. It uses a company's prior documents as a knowledge base and uses semantic similarity to provide context on company-related user queries. | |
| * `/data/get_portfolio_data` : Tool to make orchestration decisions—i.e., which tool to call with what parameters. | |
| * `/data/get_portfolio_data` : Tool to generate the final user-friendly response with **guardrails** to avoid giving aggressive financial advice. | |
| ### Deployment | |
| Fully functional **Docker**-based deployment for maintainability and scalability. | |
| ```DOCKER FILE CODE``` | |
| #### FYIs | |
| * Voice I/O is slow because of Streamlit voice processing and Deepgram API latency. | |