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Resource Monitoring

Real-Time System Monitoring​

Integrated Grafana and Prometheus for Real-Time System Performance Tracking, with a Focus on GPU Metrics​

GenAI Studio integrates Grafana and Prometheus to provide comprehensive, real-time, and historical monitoring of system performance, with a strong emphasis on GPU-specific metrics. This integration allows for:

  • Real-Time Monitoring: The system continuously collects and tracks key performance indicators (KPIs) across various system components. This includes traditional metrics like CPU usage, memory utilization, disk I/O, and network activity.

  • Historical Data Analysis: Prometheus stores time-series data, enabling in-depth analysis of past performance trends, identification of bottlenecks, and capacity planning.

  • GPU-Focused Metrics: In addition to standard system metrics, the solution gathers and visualizes critical GPU metrics. These metrics may include:

    • GPU utilization (%)
    • GPU memory usage (total, used, and free)
    • GPU temperature
    • GPU power consumption
    • GPU clock speeds (core and memory)
    • GPU compute unit/core utilization
    • Specific metrics related to GPU workloads (e.g., frame rates in graphics applications, tensor core usage in machine learning).

Resource Monitoring

Benefits​

Proactive Issue Detection: By monitoring system and GPU metrics in real-time, potential problems can be identified and addressed before they lead to performance degradation or system failures.

Performance Optimization: Historical data analysis helps identify performance bottlenecks and areas for optimization, leading to more efficient resource utilization.

Resource Management: The system provides insights into resource usage patterns, enabling better capacity planning and allocation of resources.

Improved Reliability: Early detection of issues and proactive intervention contribute to increased system reliability and uptime.

Enhanced Visibility: Customizable dashboards provide a clear and comprehensive view of system and GPU performance, facilitating better understanding and decision-making.