Effective monitoring and detailed metrics are essential for gaining clarity on the performance of your deployments. Recognizing the importance of tracking traffic and system behavior, our team has revamped the analytics dashboard to address common challenges such as overloaded endpoints, delayed responses, and error occurrences. Based on our own experiences and the needs expressed by users, we set out to redesign the dashboard for a more intuitive and responsive experience.
The updated dashboard now offers several new features to enhance your monitoring and debugging capabilities:
- Real-Time Metrics: Experience instant data updates that provide an up-to-the-second view of your endpoint’s performance. Whether it’s monitoring response times, request latency, or error rates, the enhanced backend system ensures metrics load swiftly, even under high traffic conditions.
- Customizable Time Ranges and Auto-Refresh: Easily zoom in on specific intervals or observe long-term trends with flexible time range settings. The auto-refresh option keeps your dashboard continuously updated without the need for manual reloading.
- Replica Lifecycle View: Gain a comprehensive overview of each replica’s journey from initialization to termination. This detailed view tracks all state transitions and helps you understand the inner workings of your endpoint’s infrastructure.
While these enhancements mark a significant improvement, our work is ongoing. We are dedicated to further refining the dashboard and welcome feedback on what works well and what could be improved. Your insights are invaluable as we continue to optimize the experience.
To explore these updates firsthand, please visit the Inference Endpoints page at https://endpoints.huggingface.co.
Image credit: Hugging Face – Blog
