Reinforcement Learning
Transformers
English
post-training
distillation
agentic-coding
composer-2.5
cursor
kimi-k2
grpo
dapo
diloco
openenv
trl
verl
research
methodology
Instructions to use Codeseys/composer-replication-framework with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Codeseys/composer-replication-framework with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Codeseys/composer-replication-framework", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| # Docs Refine 2026-06 — Change Summary | |
| > Branch: `docs/refine-2026-06` (off `master` HEAD `aae66fa`). **Docs-only.** | |
| > **MERGED** into `main` as of `4e6e82e` (merge commit "Merge docs/refine-2026-06"), | |
| > after the 3 documented waves (`20e3bd9`, `f00833d`, `e130879`) plus 3 reconciliation | |
| > commits (`ace6dd4`, `5e64616`, `d7e4b4e`) that retired the now-resolved main-lags-master | |
| > foot-gun — 6 commits total in range `fb13ea3..4e6e82e`, not the 3 this summary originally | |
| > listed. (This header was updated 2026-06-09 to reflect the merged reality.) | |
| This engagement refined the documentation corpus to (1) enforce the ground-truth provenance | |
| correction recorded in [ADR-014](adrs/ADR-014-policy-optimization-objective-menu.md), (2) | |
| archive point-in-time historical artifacts without breaking references, and (3) add a single | |
| honest newcomer overview. **No `.py`, `pyproject.toml`, or any file under | |
| `composer_replication/ examples/ spikes/ tests/` was touched** — proven by | |
| `git diff --name-only aae66fa..HEAD` showing only `.md` paths (see end of this doc). | |
| ## Method | |
| Plan → parallel read-only audit (4 agents over the living docs) → apply fixes in the main | |
| thread → two independent adversarial review passes (one per the post-wave-1 commit, one over | |
| the whole changeset) → iterate to convergence. Both adversaries + a deterministic link/invariant | |
| script signed off with zero blockers. | |
| ## Commits | |
| | SHA | Wave | Theme | | |
| |---|---|---| | |
| | `20e3bd9` | Wave 1 | Correctness: channel-3 provenance, gap honesty, dead links | | |
| | `f00833d` | Wave 2 | Archive point-in-time wave reviews + dated review bundles (move + redirect stub) | | |
| | `e130879` | Wave 3 | Add `docs/OVERVIEW.md`, index ADR-014, fold in adversarial-review corrections | | |
| ## Files touched — what changed and why | |
| ### Wave 1 — correctness (commit `20e3bd9`) | |
| | File | Change | Fact | | |
| |---|---|---| | |
| | `README.md` | v0.1 roadmap cell reframed: "Full Composer recipe" = channels 1 (Dr.GRPO) + 2 (SDPO); trace-replay-DPO labelled the framework's own addition with an ADR-014 link. | A | | |
| | `docs/HF_REPO_LAYOUT.md` | v0 and v1 trained-variant rows: stop bundling trace-replay-DPO into "Composer recipe"; mark it additive. | A | | |
| | `docs/VISION_VALIDATION.md` | Status banner: stale "210 passing tests" → "115 + 1 skip-marked" pointing to the canonical `V1_V8_COVERAGE.md`; note the PO-objective menu (default Dr.GRPO, ADR-014); keep both honest gaps OPEN (Docker e2e; A1-done / A2–A4-scaffold). | B, D | | |
| | `docs/ALTERED_MINDS_TIE_IN.md` | Phase-3: only A1 has a real Modal runner; A2/A3/A4 scaffold + plan-builder only, blocked on dataset construction; real 8B run additionally user-gated. Added a `strip_thinking=False`-for-SDPO foot-gun note. | D, E | | |
| | `docs/USER_GUIDE.md` | Clone+install block: add `git checkout master` + a branch foot-gun callout (HF `main` lags `master`; else ImportError on `make_dr_grpo_config`). | F | | |
| | `BACKLOG.md` | Fixed two dead paths `examples/qwen3_05b_quickstart/` → `examples/qwen_05b_quickstart/`. | dead-link | | |
| | `docs/INTEGRATION_RECIPES.md` | Fixed dead link `ADR-007-distillation-losses.md` → `ADR-007-self-distillation-losses.md`. | dead-link | | |
| | `framework/composer-replication-framework.md` | Fixed 2 root-relative links that 404 from a subdirectory on HF Hub (`docs/…`, `spikes/…` → `../…`). | dead-link | | |
| | `publications/HF_DISCUSSION_POST.md` | Fixed 7 root-relative links (same subdirectory-resolution issue → `../` / same-dir). | dead-link | | |
| ### Wave 2 — archive historical artifacts (commit `f00833d`) | |
| Moved (via `git mv`, history preserved) into archives, with a **one-line redirect stub** left | |
| at every original path so prose references — including those baked into immutable accepted ADRs | |
| (ADR-007/008/012) and off-limits spike verdicts that cannot be edited — keep resolving: | |
| - → `docs/research/_archive/`: `WAVE_7_10_FINAL_REVIEW.md`, `WAVE_13/14/15_FINAL_REVIEW.md`. | |
| - → `docs/_archive/`: `DEEP_WORK_LOOP_LOG.md`, `WAVE_COMPOSER_DATAGEN_RL_2026-05-29.md`. | |
| - → `docs/_archive/reviews/`: the two dated review bundles | |
| (`cross-family-adr-008-009-010-2026-05-29/`, `final-verify-deep-work-2026-05-29/`) — all 8 | |
| per-model review/verify files moved as renames; a `SYNTHESIS.md` redirect stub remains at each | |
| origin (the entry point ADRs cite by directory). | |
| - Added `docs/_archive/README.md` and `docs/research/_archive/README.md` indexing what was | |
| archived and why ("point-in-time, superseded by current METHODOLOGY / BACKLOG / V1_V8_COVERAGE | |
| / ADRs"), extending the existing `_archive` convention (`WAVE_16_RECON_AUDIT.md` already lived | |
| in `docs/research/_archive/`). | |
| ### Wave 3 — new overview + ADR index + review fixes (commit `e130879`) | |
| | File | Change | | |
| |---|---| | |
| | `docs/OVERVIEW.md` | **New.** 5-minute newcomer tour: what it is, the three channels with honest provenance (1+2 = genuine Composer replication; 3 = framework's additive channel), what's proven (CPU SDPO-fires, A1 8B Modal run, GSM8K GRPO, $0.98/trace, 115 tests), what's gapped (Docker e2e, A2–A4 ladder), day-one foot-guns (main-lag, strip_thinking, k1/k3 delta, compose_loss-is-harness). Linked from README + both `_archive` READMEs. | | |
| | `README.md` | Added a "🧭 New here? → OVERVIEW.md" pointer + clarified the intro that trace-replay is the framework's own addition (not Cursor's). Added the master-branch guard to the Install block (adversary finding). | | |
| | `docs/adrs/README.md` | Added the missing ADR-014 row + a provenance note recording the channel-3 correction. | | |
| | `docs/ALTERED_MINDS_TIE_IN.md`, `docs/VISION_VALIDATION.md` | Adversary corrections: dropped the parent-commit SHA mislabelled as "HEAD"; re-attributed the A2–A4 gap claim to cite ADR-014 only for "the A1 run used dr_grpo" (and ADR-013 for its sole user-gated box) instead of ADR-014's acceptance gate, which doesn't contain the dataset-construction detail; fixed one more stale `qwen3_05b_quickstart` path. | | |
| ## Deliberately left alone — and why | |
| - **Accepted ADR bodies (ADR-001…014).** Immutable once `accepted` (per the ADR index's own | |
| rule). Only the ADR *index* (`docs/adrs/README.md`) was updated. The provenance correction | |
| was propagated into the *living* docs that ADR-014 supersedes, not by editing older ADRs. | |
| - **`research/01..12`, `framework/`, `publications/PAPER_v0.md` deep-dive bodies.** Preserved as | |
| point-in-time research snapshots (only the 9 dead links in `framework/` + | |
| `publications/HF_DISCUSSION_POST.md` were repaired). `docs/COMPOSER_RECIPE_MAPPING.md` and | |
| `docs/METHODOLOGY.md` were audited and found **already correct** on channel-3 provenance (they | |
| already frame channel 3 as "NOVEL — our addition / not in Composer"), so they were not rewritten. | |
| - **`docs/VISION_VALIDATION.md` dated update blocks (e.g. the "77 tests" Wave-12 line).** These | |
| are explicitly-dated historical self-audit snapshots in the doc's house style; only the current | |
| top status banner was refreshed. Rewriting dated snapshots would falsify the audit trail. | |
| - **The two `qwen3_7b_*` proposals in VISION_VALIDATION (lines ~80, ~138).** These accurately | |
| record example dirs that were *proposed* in the Wave-6 audit but never built under any name; | |
| "fixing" them to the 0.5B path would misrepresent history. Only the line describing the | |
| packaging deliverable that actually shipped (`qwen_05b_quickstart`) was corrected. | |
| ## Notes for a maintainer (issues found but NOT fixable under docs-only / scope) | |
| 1. **Off-limits dead link.** `examples/gsm8k_grpo_with_sdpo/README.md:66` links to | |
| `docs/adrs/ADR-002-channel2-sdpo.md`, which does not exist (ADR-002 is `ADR-002-trace-source.md`; | |
| the SDPO design decision is **ADR-008**). This file is under `examples/` (off-limits to this | |
| docs-only engagement), so it was left unchanged. **Recommended fix:** repoint that link to | |
| `docs/adrs/ADR-008-drgrpo-sdpo-live-channel.md`. | |
| 2. **API_REFERENCE freshness gap.** `docs/API_REFERENCE.md` documents the `composer_replication` | |
| surface but has **no section for the trainer config factories** — neither `make_dr_grpo_config` | |
| (ADR-008) nor the new `make_po_config(objective=…)` / `PO_OBJECTIVES` menu (ADR-014). This is a | |
| *missing* doc, not a *wrong* one; it was not added here because the public signatures could not | |
| be verified against source without reading the `.py` (out of scope), and Invariant 7 forbids | |
| fabricating an API surface. **Recommended fix:** add a config-factory section to API_REFERENCE | |
| from the verified `composer_replication/trainer/composer_trainer.py` signatures. | |
| ## Verification (proof, not claim) | |
| - **Docs-only invariant:** `git diff --name-only aae66fa..HEAD` → every path ends in `.md` | |
| (no `.py`, no `pyproject.toml`, nothing under `composer_replication/ examples/ spikes/ tests/`). | |
| - **Link integrity:** a scripted scan of every relative `[](…)` link across all in-scope `.md` | |
| (root + `docs/` + `framework/` + `publications/`, excluding the 4 off-limits trees) reports | |
| **zero dead links** in the changeset. The one known dead link (`ADR-002-channel2-sdpo.md`) is | |
| pre-existing and lives in off-limits `examples/` — see note 1. | |
| - **Archive integrity:** every archived file has both a redirect stub at its origin and a | |
| full-content copy under `_archive/`; all 8 review-dir files preserved (renames, no content loss). | |
| - **Two adversarial reviews + a deterministic check** all returned zero blockers. | |