Refactor streamlit frontend and monitoring - #2
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- Update toxicity type descriptions - Simplify the layout - Improve error handling and user feedback during comment analysis - Remove unused code and comments for better readability
- Remove emojis from titles and headers for a cleaner look. - Adjust caching duration for data loading from 30 seconds to 5 seconds. - Enhance user feedback display by adding true labels for predictions. - Simplify success and warning messages by removing emojis. - Introduce a new section for displaying raw user feedback data.
- Add latency measurement to prediction endpoints in FastAPI. - Include prediction latency in the response payload. - Update Streamlit app to support logging and display of prediction latency. - Introduce a new section for visualizing prediction latency over time.
- Add moderation endpoint to FastAPI for analyzing and making decisions on user-generated content. - Introduce moderation queue management with functionality for human review and statistics retrieval. - Update Streamlit frontend to include moderation actions and display moderation queue statistics. - Enhance user experience by providing feedback on moderation decisions and queue status. - Add new schemas for moderation requests and responses to support the moderation workflow.
- Change moderation decision actions from 'allow' and 'block' to 'approve' and 'reject' for clarity. - Update corresponding schema descriptions to reflect new action terminology. - Enhance unit tests for moderation endpoint to cover new action responses and ensure proper functionality. - Refactor mock model behavior in tests to better simulate prediction outcomes.
jairus-m
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Summary
Refactor Streamlit frontend and implement content moderation features with improved monitoring capabilities. Add pre-commits.
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