itspreto / vectr8 Goto Github PK
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Home Page: https://github.com/itsPreto/VECTR8/blob/main/README.md
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Integrate Performance Monitoring in Database Creation Page
- Display real-time metrics on resource usage (CPU, GPU, memory) during embedding and database creation.
- Provide visual indicators of performance bottlenecks.
- Implement alerts for high resource usage.
Add Data Cleanup Feature Using LLM
- Implement regex functionality to remove noisy tokens (e.g., new lines, special characters).
- Leverage LLMs to assist users in cleaning up their unstructured data.
- Provide options for data transformation and normalization.
Add Authentication and User-based Access Control
- Implement user authentication using standard protocols (e.g., OAuth, JWT).
- Create role-based access control to manage permissions for different user roles.
- Develop a secure login and registration system.
Implement Version Control for Datasets
- Add version control to track changes in datasets.
- Enable users to revert to previous versions of datasets.
- **Title:** Implement Interactive Dashboards for Data Summaries - **Description:** - Create dashboards to display real-time updates and summaries of datasets and embeddings. - Include customizable widgets for different metrics and visualizations (e.g., embedding quality, nearest neighbors). - Add tools for data filtering, sorting, and grouping. - **Labels:** `feature`, `frontend`, `dashboard`
Add Help and Support Section
- Create a help and support section with comprehensive documentation and tutorials.
- Include in-app help and tooltips for guidance.
Build Model Evaluation Page
- Develop a page for benchmarking embeddings generated by different models.
- Implement different metrics for evaluating embedding quality (e.g., cosine similarity, Euclidean distance).
- Visualize nearest neighbor search results.
- Provide tools to evaluate model performance on downstream tasks (classification, clustering).
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