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Pin batch-size invariance of safety and judge generation in fp32 (`batch_size` 1 / 2 / 4 / 8)

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难度
3/5
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半天
新手友好度
62/100
Issue 类型
功能
描述清晰度
基本清楚
活跃度
活跃
技术栈
python
领域
testing

调研方向

Start with the batched generation helpers in forgelm/safety/_generate.py and forgelm/judge.py, then find the existing batch_size tests, which only check input validation. Add a tiny-model fp32 test that runs safety and judge generation at batch sizes 1, 2, 4 and 8 and asserts identical outputs. Done means that test passes, the row at docs/roadmap/risks-and-decisions.md:91 is removed, and the CHANGELOG names F-PR29-A8-10.

由索引模型根据 Issue 内容生成。

描述

area: eval-gates help wanted severity: low source: roadmap wave: 4

Deferred work · F-PR29-A8-10 · severity Low · cost ~1-2 h · recorded in docs/roadmap/risks-and-decisions.md:91

Summary

Both gates generate the answers they score with left-padded, batched greedy decoding (forgelm/safety/_generate.py, forgelm/judge.py), but every test stubs the batched helpers, so a change that made results depend on batch_size would ship without a failing test. The PR #29 review deferred the determinism test. #677 shows bf16 output legitimately varies with batch size, so the contract to pin is fp32.

Condition or budget

None recorded (the row still names v0.6.x).

State today (re-checked 2026-10-09)

No determinism test exists; the only batch_size tests check input validation.

Related

#676 asks for a safety-side batched-versus-single test (and accepts a weaker padding-side fix for the judge); #677 documents the bf16 variance.

Acceptance criteria

  • A tiny-model fp32 test runs safety generation and judge generation at batch_size 1, 2, 4 and 8 and asserts identical outputs.
  • The row is removed from the deferral table and the CHANGELOG names its ID (the table's removal contract).

Recorded in docs/roadmap/risks-and-decisions.md (read at f94595f) and re-checked against the code on 2026-10-09. The row leaves that table only when the fix is on main, the CHANGELOG names its ID and any promised guard exists.

主要语言
Python
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9
派生
1
平均合并
17 小时 14 分钟
30 天内合并 PR
17

环境准备

从这里开始

  1. 先读完整个 Issue,再读项目的贡献指南。
  2. 在 Issue 下留言说明你要接手 —— 这能避免两个人做同样的事。
  3. Fork 仓库,在一个分支上完成修改。
  4. 提交 Pull Request,并在描述里引用这个 Issue 编号。

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