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FEAT: dashboard #93

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UranusSeven opened this issue Jul 6, 2023 · 0 comments
Closed

FEAT: dashboard #93

UranusSeven opened this issue Jul 6, 2023 · 0 comments
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feature gpu help wanted Extra attention is needed
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@UranusSeven
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Is your feature request related to a problem? Please describe

A dashboard will provide the necessary monitoring and performance metrics, enabling efficient management and optimization of our system.

Describe the solution you'd like

Below are the key features I envision for a dashboard:

  1. Resource Monitoring
  • CPU: Real-time monitoring of CPU utilization across the distributed system nodes.
  • Memory: Tracking and visualization of memory usage for each node.
  • GPU: Monitoring GPU utilization, allowing us to identify bottlenecks or optimize resource allocation.
  • VRAM: Real-time monitoring of VRAM utilization for GPU-based inference.
  1. Performance Monitoring:
  • Model-Specific Metrics: For each deployed model, capture and display relevant metrics such as generate task queue length, number of tokens generated per second, and any other model-specific performance indicators.
  • Throughput and Latency: Measure the overall throughput and latency of the system, enabling us to identify any performance issues and assess system efficiency.

Describe alternatives you've considered

Additional context

@UranusSeven UranusSeven added the help wanted Extra attention is needed label Jul 13, 2023
@XprobeBot XprobeBot added this to the v0.4.2 milestone Sep 13, 2023
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