bupt-gamma/igraph/graph-ml-training

Claude Code and agent skill by bupt-gamma/igraph

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GraphML 训练参数构建、工具 schema 展开与训练后指标总结流程。

Install

npx vskill@latest install bupt-gamma/igraph/graph-ml-training

SKILL.md

GraphML 训练

必要检查

  • 依据 train 工具 schema 准备参数。
  • 尽可能从 schema 展开完整的 train 参数:即使用户未要求修改,也应显式列出所有适用字段及其默认值。

操作步骤

  1. 确认图状态和任务类型。
  2. 根据用户请求和工具 schema 构建完整的 train 参数集,包含所有适用的默认参数。
  3. 调用一次 train。用户发出的训练请求即为本次任务授权,不要在 epoch、轮询或评估阶段重复请求确认,也不要重复提交同一训练任务。参数校验失败时不得通过删掉用户指定配置来重试。
  4. train 返回 job_id 后,只对该作业调用 get_job_status,直到 completed、failed 或 cancelled;已经结束的作业不要调用 cancel_job。
  5. 总结指标、model/artifact ID 和后续步骤。

Security

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  • Model reviewPassed

Quality evaluation

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Source

Popularity

Repository stars
79
Repository forks
6
7-day trend score
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