OhMySkills
AI 智能体 feature-store 更新于 2026-10-02

Feature Store 工程规则

Feature store rules: point-in-time correctness and train/serve parity

技术栈
Feature Store
主题
工程基线
条目
9 条
版本
v0.2.0

✓ 应当这么做

  • ✓ Version datasets and pipelines together so a model and its inputs are traceable
  • ✓ Validate schema and null-rate drift on every ingestion run
  • ✓ Write idempotent transformations that can be re-run safely

✕ 常见反模式

  • ✕ Silent schema drift between source and warehouse
  • ✕ Pipelines that mutate the raw layer in place
  • ✕ Dashboards built directly on non-validated raw tables

◎ 交付前验证

  • ◎ Row counts and key uniqueness compared against the previous run
  • ◎ Backfill path tested on a partition
  • ◎ Lineage graph updated for the new source

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