soup/docs
Alpamys 418f86390a feat(recipes): 2026 model-family expansion — 17 SFT recipes, catalog 116→133 (v0.71.24)
Add ready-made SFT recipes for the open-weight models released Feb–Jun 2026,
each base repo-ID verified to resolve on Hugging Face:
- Qwen3.5 0.8B/2B/4B/9B/27B + MoE 35B-A3B/122B-A10B/397B-A17B (Apache-2.0)
- Qwen3.6 27B + 35B-A3B (Apache-2.0)
- DeepSeek-V4 Flash/Pro (MIT), GLM-5.1 (MIT)
- Kimi-K2.5/K2.6 (Modified MIT), MiniMax-M3 (MiniMax Community License)
- Mistral-Large-3 (Apache-2.0, 675B/41B-active multimodal MoE)

Fix stale glm-5-sft repo-ID THUDM/glm-5 -> zai-org/GLM-5 (org migration).
+220 tests (tests/test_v07124.py). Catalog count 116 -> 133.
2026-06-21 13:00:47 +05:00
..
README.md feat(distill,agent,cloud): on-policy MiniLLM + aligned ULD + agent sandbox eval + Modal cloud (v0.71.18) 2026-06-08 23:49:14 +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(precision,rollout): live fp8/nvfp4 + vLLM sleep + openenv rollout + apple-adapter + delinearize-llama4 (v0.71.21) 2026-06-10 16:29:52 +05:00
commands.md feat(recipes): 2026 model-family expansion — 17 SFT recipes, catalog 116→133 (v0.71.24) 2026-06-21 13:00:47 +05:00
data.md feat(build): manifest-level dotted-path custom transforms (#255) 2026-06-04 17:37:12 +05:00
evaluation.md feat(serve): serve-time MoLE + per-request vector banks + epoch RAFT shuffle (v0.71.17) 2026-06-08 20:06:43 +05:00
models.md feat(recipes): 2026 model-family expansion — 17 SFT recipes, catalog 116→133 (v0.71.24) 2026-06-21 13:00:47 +05:00
peft-and-efficiency.md docs: refresh quant-menu modality + multipack sharding notes (v0.71.19) 2026-06-09 13:02:30 +05:00
performance-and-quantization.md feat(precision,rollout): live fp8/nvfp4 + vLLM sleep + openenv rollout + apple-adapter + delinearize-llama4 (v0.71.21) 2026-06-10 16:29:52 +05:00
serving-and-export.md feat(recipes): 2026 model-family expansion — 17 SFT recipes, catalog 116→133 (v0.71.24) 2026-06-21 13:00:47 +05:00
training.md feat(train): native Spectrum targeted training — soup spectrum scan + training.unfrozen_parameters (v0.71.23) 2026-06-12 17:40:46 +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, Modal cloud GPU training, 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.