Discussion on 【Hardware Monitoring】

[Zeyi-Lin]

🤩 Features description [Please make everyone to understand it]

研究者比较关心的监控指标主要包含：

• GPU利用率
• GPU显存占用
• 内存占用
• 磁盘利用率
• 磁盘IO
• CPU内存
• CPU利用率
• 显卡温度
• ...

细粒度：

• 整个进程占用的硬件情况
• 程序中每个网络模块所占用的硬件情况（一般是GPU显存相关的）

之前用的工具有：

• gpustat: 精细监控每个user的GPU使用情况
• PyTorch hook: https://pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.register_forward_hook
• Profiler: https://pytorch.org/tutorials/beginner/profiler.html

ps:

• 计算flops的包: https://github.com/facebookresearch/fvcore/blob/main/docs/flop_count.md
• FLOPS计算文章：https://zhuanlan.zhihu.com/p/663566912

[ZhikangNiu]

I think disk utilization, disk io. CPU memory, CPU utilization are also necessary

[Zeyi-Lin]

I think disk utilization, disk io. CPU memory, CPU utilization are also necessary

🍺Get，added to the top floor.

[KashiwaByte]

I think the temperature of hardware is also needed.

[Puiching-Memory]

https://github.com/grafana/grafana Is a good reference example. I was attracted by the features of this software the first time I used it. But the technology they use is not compatible with python.