Improving trace quality by tracking "fitness" and "exit quality"
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3.15
performance
topic-JIT
type-feature
- 主要語言
- Python
- 星號
- 77.2k
- 分支
- 36k
- PR 合併指標
- PR 指標待擷取
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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研究方向
首先檢視提案的適應度與退出品質標準,然後檢查連結的 PR gh-147966、gh-148082、gh-148089、gh-148301、gh-148840 和 gh-148959。當適應度低於退出品質時追蹤停止,且列出的追蹤、分支、反向邊、指令與合併點行為都獲得涵蓋時,工作即告完成。
由索引模型根據 Issue 內容生成。
評估
- 技術堆疊
- python
- 領域
- compilers, performance
- Issue 類型
- 功能
- 難度
- 5/5
- 預估耗時
- 一週以上
- 活躍度
- 停滯
- 描述清晰度
- 基本清楚
- 新手友好度
- 25/100