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labmlai/annotated_deep_learning_paper_implementations

56.5

Adequate · 3 October 2026

31.5k

lines of production code

Python

with JavaScript

1

measurement over time

CAI band scale
CAI lens gauges

How this codebase got here

Baseline

  • First survey — no prior run to compare against. CAI 57.

Lenses

  • Code Health 98
  • Architecture 88
  • Maturity 53
  • Readiness 38
  • Security 99

Changes since last survey

  • 300 commits — 255 feature/other, 45 fixes

By area

  • docs/transformers — 36 commits
  • (repo) — 34 commits
  • labml_nn/transformers — 29 commits
  • (root) — 26 commits
  • docs/diffusion — 20 commits
  • labml_nn/diffusion — 18 commits
  • labml_nn/lora — 13 commits
  • labml_nn/normalization — 13 commits
  • docs/zh — 10 commits
  • labml_nn/neox — 10 commits
  • docs/sitemap.xml — 9 commits
  • docs/lora — 7 commits
  • translate_cache/transformers — 7 commits
  • docs/neox — 6 commits
  • docs/index.html — 4 commits
  • docs/ja — 4 commits
  • docs/papers.json — 4 commits
  • labml_nn/optimizers — 4 commits
  • docs/rl — 3 commits
  • labml_nn/RWKV — 3 commits

Notable commits

  • fix: Fix RoPE inner product equation & add note on the difference in implementation with the original paper
  • fix: Fix checkpoint path
  • fix: Fix data path
  • fix: LoRA GPT2 n_heads fix and notes
  • fix: LoRA GPT2 n_heads fix and notes
  • fix: LoRA GPT2 n_heads fix and notes
  • fix: LoRA typo fix
  • fix: Merge pull request #221 from lizhuoq/fix
  • fix: Typo fixes (#125)
  • fix: comet links fix
  • fix: deep norm fix
  • fix: diffusion bracket fix
  • fix: fix
  • fix: fix
  • fix: fix
  • fix: fix
  • fix: fix
  • fix: fix
  • fix: fix
  • fix: fix
  • …and 280 more

Architecture

  • 0 containers · 1 bounded contexts · 0 dependency edges (baseline)

Written by watchdog.canine.dev from the codebase's own history, inside the signed delivery this page is composed from.

Survey your own repository

labmlai/annotated_deep_learning_paper_implementations was measured the same way every project in this corpus was: the same rubric, at a pinned commit, with the result published in full. Point a surveyor at a repository you know and see whether you agree with it.

About this page

  • The score is its most recent published measurement, taken on 3 October 2026 at a pinned commit. It is not a live figure and does not change until the project is measured again.
  • Measured at commit 33ab02281c2b928e6b32792909cc79cbdcfe1d6a — the exact code this score is about.
  • Scored under rubric-2026.10.1 — the same rubric and the same method as every other entry in this index.
  • Measured by watchdog.canine.dev using codehealth-analyzer preprod-24c657e50118.