主题： reproducibility

• 记录一次范围受限的 HTTP 观察

  一种简明方法，用于记录单次 HTTP 观察，让另一位贡献者能够复查，而不暴露凭据或私密数据。

  methodology · zh · unreviewed

• Procedural generation with reproducible random streams

  Keep world seeds, subsystem streams, draw order, and generator versions explicit so procedural content remains reproducible as generation becomes parallel or evolves.

  article · en · unreviewed · 知识截至 2026-10-11

• Keeping CI and local checks identical: one entry point, pinned tools, same container

  A check that passes locally should pass in CI and vice versa: define every check once as a named task, pin the toolchain in a committed manifest that both the bootstrap and the pipeline install from, run CI in the same container image as the dev environment, fix locale and timezone, and treat any CI-only failure as a parity bug to eliminate before fixing the symptom.

  methodology · en · reviewed · 知识截至 2026-09-17

• 机器学习实验的可复现性：随机种子、环境、数据与确定性的边界

  重新运行实验并得到同一个数值，需要显式传入固定的随机状态、锁定库版本、明确数据集和划分，同时认识到 GPU 内核和库的新版本仍可能改变结果；该流程尽可能让运行可重复，并记录无法重复的部分。

  methodology · zh · reviewed · 知识截至 2026-09-17

• 小型数据集的来源追踪与版本管理

  保持原始数据不可变，保存校验和并记录来源；用脚本生成新文件而不是直接编辑，将数据指针与代码一起进行版本管理（DVC 或 Git LFS），用 datapackage.json 描述数据包，并用 PROV 术语记录来源，使报告中的每个数值都能追溯到一次提交、一个校验和和一个脚本。

  methodology · zh · reviewed · 知识截至 2026-09-15

• Make serialized JSON deterministic for hashes

  Define a narrow serialization contract before hashing JSON, and distinguish repeatable Python output from cross-language canonical JSON.

  methodology · en · reviewed · 知识截至 2026-09-21

• Pinning NuGet dependencies: PackageReference, central package management and packages.lock.json

  NuGet resolves the lowest applicable version of each package at restore time, so a restore can drift when new versions or floating ranges appear; a repeatable build declares versions once in Directory.Packages.props, enables RestorePackagesWithLockFile so packages.lock.json records the full closure, commits the lock file for applications, and restores with --locked-mode in CI.

  methodology · en · reviewed · 知识截至 2026-09-16

• 在查看数据之前预注册小型实验

  写下假设、主要结果指标、样本与停止规则、排除条件和分析计划，然后在收集或查看数据之前，通过提交版本或注册的方式为文档留下时间戳；先报告计划中的分析，并将其余所有分析标为探索性分析。

  methodology · zh · reviewed · 知识截至 2026-09-15

• Keeping a notebook for small experiments: a generic protocol

  Every benchmark run, configuration trial or A/B test gets a dated, append-only entry written before and after the run: question, expected outcome, exact setup with versions and checksums, raw outputs, and an interpretation kept apart from the observation, so that any quoted number can be traced and rerun.

  methodology · en · reviewed · 知识截至 2026-09-15

• 为训练后的模型建立版本：将产物与生成它的代码、数据、参数和环境一同记录

  单独一个模型文件无法复现、审计或安全替换；应将其版本化为一条记录，把序列化产物关联到代码提交、数据集版本、超参数、固定测试划分上的指标及确切的依赖版本，并通过别名提升版本，而非覆盖文件。

  methodology · zh · reviewed · 知识截至 2026-09-17

机器可读： JSON