Set up monitoring and automatic tools for model training
@tvosch 已经在做这个了。
开始于 2026年7月3日。
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描述
Set up monitoring and automatic tools
This issue will provide the implementation of a variety of monitoring tools, automatic conversion scripts etc.
The approach is to run cronjobs locally that query over multiplexed tmux on the login nodes. Tmux sessions with non-whitelisted commands are usually cancelled by the admins after a certain period of time. Because we use "headless" (essentially only an sshd process which is assumed to be whitelisted) the process will therefore not to be killed on the login node.
Note that it's not desired to run this on a shared localhost as it uses ssh credentials to log into the HPC.
Some HPCs do not have internet access on the compute nodes and MareNostrum5 does not even have internet access on the login nodes. Thus this approach easily generalizes for every HPC cluster.
Current setup uses the Raspberry Pi5 of Thomas.
Codebase is here: https://github.com/OpenEuroLLM/oellm-monitoring
Tools
- Automatic W&B sync
- Compute usage alerts sent to Mattermost
- Disk usage alerts sent to Mattermost
- Training progress tracker synced to https://huggingface.co/spaces/openeurollm/oellm_progress
- Automatic checkpoint conversion
- Training queue updates send to Mattermost
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- 3
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- PR 合并指标
- 30 天内没有已合并 PR
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从这里开始
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- 在 Issue 下留言说明你要接手 —— 这能避免两个人做同样的事。
- Fork 仓库,在一个分支上完成修改。
- 提交 Pull Request,并在描述里引用这个 Issue 编号。
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