soup/docs
Alpamys 28a2d8cf82 feat(edit): GPT-2 Conv1D edits, covariance ROME, atomic governor, Mixtral LongLoRA (v0.71.16)
Knowledge edit depth — 4-issue patch (validated on real gpt2 + SmolLM2-135M, RTX 3050).

- #251 GPT-2 (transformer.h / mlp.c_proj Conv1D) support in ROME/MEMIT/AlphaEdit:
  transpose-aware _rank1_update + _alphaedit_project + MEMIT dim-check + PEFT unwrap.
- #250 covariance-preconditioned ROME via --cov-corpus (estimate_key_covariance +
  C^-1 k* solve; fail-loud reject for non-rome; cwd-contained O_NOFOLLOW loader).
- #252 atomic EditGovernor increment: save_state merges this run's delta under the
  cross-process lock (baseline-delta, mirrors namespace_pin).
- #147 Mixtral in the LongLoRA allowlist (is_mixtral_model + MixtralAttention
  forward override + _SEPARATE_QKV_FAMILIES).

Tests: 13511 -> 13595 (+81 in tests/test_v07116.py). Full suite green; ruff clean.
2026-06-07 16:11:56 +05:00
..
README.md docs: trim README to a 238-line front door; move feature reference to docs/ 2026-05-31 20:10:59 +05:00
adapters-and-governance.md feat(edit): GPT-2 Conv1D edits, covariance ROME, atomic governor, Mixtral LongLoRA (v0.71.16) 2026-06-07 16:11:56 +05:00
backends-and-ops.md feat(v0.71.5): ingest/data/prompt/drift polish 2026-06-02 14:34:36 +05:00
commands.md feat(edit): GPT-2 Conv1D edits, covariance ROME, atomic governor, Mixtral LongLoRA (v0.71.16) 2026-06-07 16:11:56 +05:00
data.md feat(build): manifest-level dotted-path custom transforms (#255) 2026-06-04 17:37:12 +05:00
evaluation.md feat(rag): RAFT span-mask trainer + RA-DIT auto-link + live steering + eval citation (v0.71.10) 2026-06-03 19:28:45 +05:00
models.md chore: release v0.71.0 — split heavy deps into [train] extra 2026-06-01 12:27:08 +05:00
peft-and-efficiency.md feat(edit): GPT-2 Conv1D edits, covariance ROME, atomic governor, Mixtral LongLoRA (v0.71.16) 2026-06-07 16:11:56 +05:00
performance-and-quantization.md docs: refresh FSDP-consolidate + KV-cache pages for v0.71.14 live wiring 2026-06-05 20:48:52 +05:00
serving-and-export.md docs: refresh FSDP-consolidate + KV-cache pages for v0.71.14 live wiring 2026-06-05 20:48:52 +05:00
training.md feat: architecture + distill + adapter-train live wiring (v0.71.12) 2026-06-04 19:36:04 +05:00

README.md

Soup Documentation

← Back to the main README

The main README is the 5-minute front door. This directory holds the full feature reference — every soup capability, grouped by area.

Guide Covers
Training tasks & methods SFT, DPO/GRPO/PPO/KTO/ORPO/SimPO/IPO/BCO, tool-calling, PRM, pre-training, distillation, classification, vision/audio/TTS, unlearning, RAFT/RA-DIT, loop-hardening detectors
PEFT, long context & efficiency DoRA, LoRA+, rsLoRA, VeRA, OLoRA, NEFTune, PiSSA, ReLoRA, optimizer & PEFT zoo, LLaMA Pro, GaLore, YaRN/LongLoRA, packing, curriculum, auto-tuning
Performance & quantization QAT, FP8, Quant Menu (I + II), KV-cache, NVFP4, save formats, Cut Cross-Entropy, gradient checkpointing, kernels, activation offloading, multi-GPU / DeepSpeed / FSDP
Data engineering Formats, the Axolotl/LF-parity pipeline, data tools, synthetic generation & forge, quality scorecards, trace tooling, remote datasets, mixing, recipe DAGs
Evaluation & probes Eval design/gate, eval-gated training, benchmarks, NLG metrics, calibration, Elo arena, diagnose, post-train X-ray probes, A/B, drift, tunability, soup advise
Serving & export OpenAI-compatible server, batch inference, benchmarking, merge/export, Anthropic Messages endpoint, speculative decoding, deploy autopilot, Web UI, Agent Forge
Adapters, registry & governance Adapter lifecycle/management, model registry, Soup Cans, the data flywheel (soup loop), knowledge editing, steering, supply-chain controls
Backends, platform & ops MLX/Unsloth backends, alternative hubs, HF Hub integration, autopilot, experiment tracking, plan/apply, env lockfiles, hardware-fit, completions, plugins, utility commands
Command reference The full soup command list
Supported models & extras Recommended model families, the VRAM size guide, the pip extras matrix

Per-release notes live on the GitHub Releases page; see also the repo-root CHANGELOG.md.