generate tasks within a kind concurrently
还没有人认领这个 Issue。
评估
- 难度
- 4/5
- 预计耗时
- 3-5 天
- 新手友好度
- 35/100
- Issue 类型
- 功能
- 描述清晰度
- 基本清楚
- 活跃度
- 停滞
- 技术栈
- python
- 领域
- devops, performance
调研方向
Start in src/taskgraph/generator.py around lines 76-89, where transforms are currently run serially for tasks within a kind. Investigate safe worker-thread or process approaches and when their setup overhead is worthwhile, then benchmark generation for the tests kind and smaller kinds. Done means transforms run concurrently without changing generated results and performance impact is measured.
由索引模型根据 Issue 内容生成。
描述
In #5 we've discussed parallelizing the loading of kinds to improve decision task performance. One of the discoveries in that thread was that for Gecko (where we have the longest decision task), this would only incrementally improve performance. As it turns out, most of the work is inside of the test kind, and kind-level concurrency won't help there at all.
Something we could do to improve generate within a kind is to concurrently run transforms for individual tasks. This is currently done serially over here, and AFAICT, there should be nothing stopping us from running those across multiple threads or processes. It's unclear to me if this will be a massive win, but in a quick test it appears there are ~22,000 calls to transforms for the tests kind, so presumably it would be something.
We may need some sort of intelligent way to push these into worker threads/processes; it's possible that for kinds with just a few tasks that the overhead of setup/teardown would be more than the reduction we'd get from the concurrency. Perhaps a minimum number tasks should be needed before spawning workers (either an absolute number, or one relative to the number of workers we'd spawn, which would presumably be based on the # of cores available).
- 主要语言
- Python
- 星标
- 26
- 派生
- 55
- 平均合并
- 2 天 6 分钟
- 30 天内合并 PR
- 15
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难度 5/5 一周以上 新手友好度 20/100
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