swanlab-reader

读取 SwanLab 实验数据。当用户发来 SwanLab run URL 时使用。

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Install skill "swanlab-reader" with this command: npx skills add ckqiao/swanlab-reader

SwanLab Reader

安装

# 依赖:swanlab、numpy(uv run 自动处理)
uv run python skills/swanlab-reader/swanlab_reader.py set-key <your-key>

首次设置 API Key(只需一次)。key 保存在 ~/.config/swanlab/key,或通过环境变量 SWANLAB_KEY / SWANLAB_API_KEY 传入。

命令

runs — 项目概览

uv run python skills/swanlab-reader/swanlab_reader.py runs <username/project>

info — 指标 + 配置

uv run python skills/swanlab-reader/swanlab_reader.py info <url>

末尾输出可直接复制粘贴的 history 命令。

history — 历史序列

uv run python skills/swanlab-reader/swanlab_reader.py history <url> <key1> [key2] ...
uv run python skills/swanlab-reader/swanlab_reader.py history <url> <key> --plot   # 带 ASCII 图

plot — 单独画图

uv run python skills/swanlab-reader/swanlab_reader.py plot <url> <key>

compare — 多 run 对比

uv run python skills/swanlab-reader/swanlab_reader.py compare <url1> <url2> [url3 ...]

自动获取所有 run 的所有指标并列对比。

工作流

  1. runs <project> 看项目下有哪些 run
  2. info <url> 看指标列表 + 配置,复制末尾的 history 命令
  3. history <url> <keys> 查具体指标历史
  4. compare <url1> <url2> ... 多 run 并排对比

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