python / python/cpython

Encode immediate def-use in the JIT specializer

未關閉
#148,080 4 則留言 1 個 reaction 已指派 0 人 在 GitHub 檢視

還沒有人認領這個 Issue。

interpreter-core 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:

Our JIT IR naturally encodes liveness in it by virtue of being a stack IR. However, we're missing a crucial piece of info to allow for stronger optimizations: def-use.

Background: Normal SSA (static single assignment form) IR already naturally encodes def-use, and LLVM's SSA flavor also includes use-def as a property.

The idea of def-use is as the name suggests, to include information of where something is defined and where it is used (hence the name def-use).

We need def-use for the following optimizations:

  1. Eliminating redundant ops after we've constant folded combined with refcount elimination. The problem is that the current refcount elimination complicates the stack effect. So naturally the current remove_unneeded_uops pass cannot do its job properly for all of those, as the ref shuffling form of uops blocks it. This issue is becoming a bigger one as we are starting to constant fold more in the JIT as we record more info, which leaves a bunch of redundant ops lying around that we could really do away with. E.g we can constant fold most LOAD_ATTR, but we leave their operand loads lying around even when no guards need it.
  2. To feed info to the future partial evaluator (PE). In my past experiments, partial evaluation is not worth it if the unboxed operand goes straight into a boxed consumer (e.g. a C API call). This mostly wrecks the perf of PE. We need a good heuristic to determine if something is worth to unbox or whether we should keep it boxed. A reminder that the PE pass is planned to take info from the current specializer pass.

Design (def-use):

typedef union {
    uintptr_t bits;
} JitOptRef;

becomes

typedef struct {
    uintptr_t bits;
    _PyUOpInstruction *originator;
} JitOptRef;

At selected uops, we then assign orginator to be the originating instruction this symbol comes from. E.g.

[0xfefefefe] LOAD_FAST x

symbol x's originator will point to 0xfefefefe (LOAD_FAST).

Not that this encodes only the most recent def-use as a property of the reference, which should be safe. We do not need full def-use chains further back, as an interesting property of a stack IR I've observed, but not yet proven, is that local rewrites can generalize to a whole-trace optimization if done correctly. E.g. see how remove_unneeded_uops just by performing local rewrites is able to remove dead code for a larger-than-local chunk of the trace.

Has this already been discussed elsewhere?

No response given

Links to previous discussion of this feature:

No response

貢獻指南

開啟貢獻指南

從這裡開始

  1. 先讀完整個 Issue,再讀專案的貢獻指南。
  2. 在 Issue 下留言說明你要接手 —— 這能避免兩個人做同樣的事。
  3. Fork 儲存庫,在一個分支上完成修改。
  4. 送出 Pull Request,並在描述裡引用這個 Issue 編號。

研究方向

首先閱讀 JIT 專門器的 JitOptRef 設計,以及 issue 中提到的 remove_unneeded_uops pass。追蹤選定的 uops 在哪裡建立或更新參照,然後判斷 originator 資料如何支援冗餘操作消除以及未來的部分求值輸入。完成的實作應在指定的 uops 處包含 def-use 資訊,同時不破壞現有的堆疊效果處理。

由索引模型根據 Issue 內容生成。

評估

技術堆疊
c, 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
冷清
描述清晰度
基本清楚
新手友好度
35/100

把新 issue 寄到你的電子郵件信箱

精選適合新手參與的 GitHub issue 摘要。