Improving trace quality by tracking "fitness" and "exit quality"
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3.15
performance
topic-JIT
type-feature
- 主要语言
- Python
- 星标
- 77.2k
- 派生
- 35.9k
- PR 合并指标
- PR 指标待抓取
描述
Feature or enhancement
Proposal:
The performance of the JIT depends heavily on the quality of the traces that the front-end produces. If traces are too short, very long, overlap a lot, or drop into the interpreter too often, performance suffers.
To avoid those cases of poor performance, we should track two values during tracing:
- The fitness of the current trace
- The quality of the end of the trace as a point to stop the trace.
If fitness < exit_quality we should stop the trace.
Fitness:
Fitness should:
- start high
- be reduced by branches, how much depending on the bias of branch
- be reduced (by quite a lot) by backward edges
- be reduced a small amount by each instruction (to discourage excessively long traces)
- start lower for non-branch side exits to reduce code replication
Exit quality
Exit quality should be high for:
- The starting point of the trace (very high for this)
ENTER_EXECUTORinstructions- Merge points in the control flow graph (will need the bytecode compiler to generate this data)
Exit quality should be low for:
- Specializable instructions
Has this already been discussed elsewhere?
This is a minor feature, which does not need previous discussion elsewhere
Links to previous discussion of this feature:
No response
Linked PRs
- gh-147966
- gh-148082
- gh-148089
- gh-148301
- gh-148840
- gh-148959
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调研方向
首先检查提案的适应度和退出质量标准,然后检查链接的 PR gh-147966、gh-148082、gh-148089、gh-148301、gh-148840 和 gh-148959。当适应度低于退出质量时跟踪停止,并且列出的跟踪、分支、后向边、指令和合并点行为都得到覆盖时,工作即告完成。
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评估
- 技术栈
- python
- 领域
- compilers, performance
- Issue 类型
- 功能
- 难度
- 5/5
- 预计耗时
- 一周以上
- 活跃度
- 停滞
- 描述清晰度
- 基本清楚
- 新手友好度
- 25/100