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Alpamys 148cb0c125 fix(active-sample): variance-based diversity score for K>2 reward models (#206) 
v0.63.0 `score_uncertainty` raised on K>2 and `_row_uncertainty` fell back
to a monotone-broken `max(scores) - min(scores)`. Now generalises to K<=32
via population variance scaled by 4 — adding a fresh RM score equal to the
running mean strictly decreases uncertainty (the new contribution to the
sum-of-squares is zero while the denominator grows), so consensus on
redundant evidence can never spike the score.

K=1 max-entropy and K=2 disagreement formulas preserved verbatim (existing
operator dashboards depend on the |s1 - s2| value). Cap stays at K=32 for
DoS defence. _row_uncertainty K>2 path now routes through score_uncertainty
inside an isolated try/except — bad rows return 0.0 instead of crashing the
batch.

PEP 585 modernisation: collections.abc imports + list[...] annotations
(safe because `from __future__ import annotations` is in scope).
math.fsum used for the variance accumulation to keep rounding error
sub-ULP at K=32.

Tests: +32 net (25 in new tests/test_v0631_206.py + 7 TDD review-fix
followups). Full suite 11941 -> 11973 pass.

Closes #206.
 		2026-05-26 17:50:30 +05:00
..
diagnose fix(diagnose): multilingual refusal patterns — en/es/fr/de/ru (#166) 2026-05-26 16:00:41 +05:00
__init__.py Initial project setup: CLI skeleton + config + trainer + data pipeline 2026-02-20 16:14:56 +05:00
_eval_text.py feat(eval): soup eval design — derive evals from data (v0.55.0) 2026-05-15 12:44:14 +05:00
ab_test.py feat(v0.63.0): Production Trace Ecosystem — soup ingest + prune-prompt + active-sample + ab + drift-alarm 2026-05-20 22:02:54 +05:00
activation_offload.py feat(training): Training Speed & Memory — CCE, FP8, grad-ckpt tiers, kernel picker, cross-doc attn, activation offload (v0.28.0) 2026-04-22 22:51:15 +05:00
active_sampler.py fix(active-sample): variance-based diversity score for K>2 reward models (#206) 2026-05-26 17:50:30 +05:00
adapter_bisect.py feat(v0.67.0): Adapter Lifecycle Finish — CMA-ES merge + VeRA bank + MoLE + PRs + soup.lock + bisect 2026-05-24 15:58:30 +05:00
adapter_branch.py feat(adapters): v0.57.0 — git for LoRA (diff, merge, blame, branch) 2026-05-15 18:37:14 +05:00
adapter_diff.py feat(adapters): v0.57.0 — git for LoRA (diff, merge, blame, branch) 2026-05-15 18:37:14 +05:00
adapter_merge.py feat(v0.67.0): Adapter Lifecycle Finish — CMA-ES merge + VeRA bank + MoLE + PRs + soup.lock + bisect 2026-05-24 15:58:30 +05:00
adapter_pr.py feat(v0.67.0): Adapter Lifecycle Finish — CMA-ES merge + VeRA bank + MoLE + PRs + soup.lock + bisect 2026-05-24 15:58:30 +05:00
adapter_scan.py feat(security): v0.60.0 — Supply Chain Security wedge (adapter scan/sign/verify, strict-safetensors, namespace-pin, license-matrix, airgap-bundle) 2026-05-19 13:05:14 +05:00
adapter_sign.py feat(security): v0.60.0 — Supply Chain Security wedge (adapter scan/sign/verify, strict-safetensors, namespace-pin, license-matrix, airgap-bundle) 2026-05-19 13:05:14 +05:00
advanced_precision.py feat(v0.53.0): Quant Menu II — UD GGUFs + KV cache + NVFP4 + LF parity + save formats 2026-05-12 14:31:26 +05:00
advise.py feat(advise): soup advise — pre-flight decision (v0.54.0) 2026-05-14 21:48:19 +05:00
advise_history.py feat(advise): soup advise — pre-flight decision (v0.54.0) 2026-05-14 21:48:19 +05:00
agent_forge.py feat(agent): Agent Forge — OpenAPI/MCP/GraphQL spec → tool-calling SFT dataset (v0.46.0 Part B) 2026-05-11 17:12:13 +05:00
agent_rollout.py feat(grpo): v0.50.0 — GRPO Plus (unsloth + axolotl RL parity) 2026-05-12 00:30:43 +05:00
airgap_bundle.py feat(security): v0.60.0 — Supply Chain Security wedge (adapter scan/sign/verify, strict-safetensors, namespace-pin, license-matrix, airgap-bundle) 2026-05-19 13:05:14 +05:00
annex_xi.py feat(governance): v0.59.0 — CycloneDX/SPDX BOM + in-toto/SLSA-3 attest + Annex XI/XII + audit-log + repro-receipt + energy schema 2026-05-18 21:05:12 +05:00
anthropic_messages.py feat(v0.45.0): Plugin System & Ecosystem Wins — 5 Parts, +169 tests 2026-05-10 21:21:04 +05:00
apple_adapter.py feat(v0.68.0): Anti-trend Insurance — compile (DSPy/GEPA) + distill-prompt + compile-tools + apple-adapter + local-rl 2026-05-24 20:24:39 +05:00
attest.py feat(governance): v0.59.0 — CycloneDX/SPDX BOM + in-toto/SLSA-3 attest + Annex XI/XII + audit-log + repro-receipt + energy schema 2026-05-18 21:05:12 +05:00
audit_log.py fix(v0.59.0): macOS CI — strip ANSI from train --help assert + handle null-byte env 2026-05-18 21:16:50 +05:00
auto_quant.py feat(trainers): v0.35.0 — Trainer Coverage (closes #60, #61, #45) 2026-04-28 15:01:42 +05:00
backend_detect.py feat(v0.53.9): Live Dashboard + UX + Bench + Standalone CLIs 2026-05-14 04:28:19 +05:00
batch_probe.py feat(v0.40.3): Stub-to-live wave 1 (#33, #64; #65 still deferred) 2026-05-08 16:02:45 +05:00
behavior_battery.py feat(v0.65.0): Eval Depth — judge calibration + behaviour battery + capability suite + CheckList DSL + IRT subset 2026-05-21 15:35:47 +05:00
bitnet.py feat(v0.52.0): Modality II — TTS + Distillation + BitNet + EBFT-GDPO + MoE quant + reasoning_effort 2026-05-12 13:38:01 +05:00
blame.py feat(v0.66.0): Post-train X-rays — SAE diff + live blame + sleeper probe + interference matrix + probe pack 2026-05-22 14:08:12 +05:00
block_expansion.py feat(longctx): v0.53.4 — Long Context + Architecture 2026-05-13 14:52:10 +05:00
bom.py feat(governance): v0.59.0 — CycloneDX/SPDX BOM + in-toto/SLSA-3 attest + Annex XI/XII + audit-log + repro-receipt + energy schema 2026-05-18 21:05:12 +05:00
brain_rot.py feat(brain-rot): per-language low-effort + clickbait bundles for es/fr/de/ru (#234) 2026-05-26 16:43:17 +05:00
brain_rot_lang.py feat(brain-rot): per-language low-effort + clickbait bundles for es/fr/de/ru (#234) 2026-05-26 16:43:17 +05:00
build_dag.py feat(v0.69.0): Data Engineering Pro — soup build + expect + gen-magpie + persona-mix + brain-rot 2026-05-25 16:00:15 +05:00
canary_discovery.py feat(eval): soup eval design — derive evals from data (v0.55.0) 2026-05-15 12:44:14 +05:00
canary_router.py feat(loop): soup loop CLI-first data flywheel capstone (v0.58.0) 2026-05-15 22:52:37 +05:00
capability_suite.py feat(v0.65.0): Eval Depth — judge calibration + behaviour battery + capability suite + CheckList DSL + IRT subset 2026-05-21 15:35:47 +05:00
checklist_dsl.py feat(v0.65.0): Eval Depth — judge calibration + behaviour battery + capability suite + CheckList DSL + IRT subset 2026-05-21 15:35:47 +05:00
checkpoint_trigger.py fix(v0.44.0): write_trigger lstat unresolved path so symlink at trigger is detected 2026-05-10 19:28:02 +05:00
citation_faithful.py feat(v0.62.0): RAG & Activation Steering — RAFT + RA-DIT + soup steer + citation-faithful + GRACE codebook 2026-05-20 20:20:30 +05:00
classifier.py feat(modality): v0.53.2 — lift Modality II stubs (distill + classifier + EBFT/GDPO + reasoning_effort) 2026-05-13 12:56:50 +05:00
cmaes_merge.py feat(v0.67.0): Adapter Lifecycle Finish — CMA-ES merge + VeRA bank + MoLE + PRs + soup.lock + bisect 2026-05-24 15:58:30 +05:00
compile_tools.py feat(v0.68.0): Anti-trend Insurance — compile (DSPy/GEPA) + distill-prompt + compile-tools + apple-adapter + local-rl 2026-05-24 20:24:39 +05:00
completions.py feat(v0.64.0): Pre-flight & Tooling — tunability, plan/apply, env, hardware-fit, completions, license-advisor 2026-05-20 23:45:04 +05:00
constants.py feat: add GitHub repo link to CLI output, bump version to v0.17.3 2026-03-26 15:48:04 +05:00
convergence.py feat(training): v0.32.0 — Training Stability & Auto-Tuning 2026-04-26 15:24:31 +05:00
crash.py feat(observability): v0.34.0 — Observability & Dev UX (7 Parts) 2026-04-28 13:14:49 +05:00
cross_doc_attn.py feat(training): Training Speed & Memory — CCE, FP8, grad-ckpt tiers, kernel picker, cross-doc attn, activation offload (v0.28.0) 2026-04-22 22:51:15 +05:00
curriculum.py feat: v0.23.0 — AWQ/GPTQ Export, Sample Packing, Data Split, Curriculum Learning 2026-04-03 13:55:01 +05:00
curriculum_dynamic.py feat(adaptive): v0.53.5 — Adaptive Training (BETA → stable) 2026-05-13 15:55:28 +05:00
cut_ce.py feat(training): Training Speed & Memory — CCE, FP8, grad-ckpt tiers, kernel picker, cross-doc attn, activation offload (v0.28.0) 2026-04-22 22:51:15 +05:00
data_forge.py feat(v0.53.7): Data Forge + Pipeline live (wave 1) — 11 items 2026-05-13 19:28:11 +05:00
data_mix.py feat(v0.53.10): Quick wins + packaging + UX wiring 2026-05-14 13:58:20 +05:00
data_pipeline.py fix(test): v0.53.7 CI hardening — importorskip(fastapi) + Arrow target setup 2026-05-13 19:45:21 +05:00
data_score.py feat(v0.53.10): Quick wins + packaging + UX wiring 2026-05-14 13:58:20 +05:00
deepspeed.py feat(v0.27.0): Multi-GPU Mastery — topology, ZeRO++, FSDP2+compile, MII, PP, recipes 2026-04-21 14:54:34 +05:00
delinearize_llama4.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
demo_bundles.py feat(v0.53.8): Remote data + Hubs + Trackers (wave 2) — 6 features 2026-05-13 23:55:23 +05:00
deploy_autopilot.py feat(deploy): On-Device Deploy Autopilot — 10-profile catalog + recipe/script writer (v0.46.0 Part A) 2026-05-11 17:11:36 +05:00
deploy_measure.py feat(v0.53.1): Quant Menu II + Export pipeline live 2026-05-13 00:16:03 +05:00
distill.py feat(modality): v0.53.2 — lift Modality II stubs (distill + classifier + EBFT/GDPO + reasoning_effort) 2026-05-13 12:56:50 +05:00
dpo_variants.py feat(preference): v0.40.0 — Preference Variety (4 Parts: BCO + dispatcher + DPO variants + multi-objective) 2026-05-01 22:26:30 +05:00
drift_alarm.py feat(v0.63.0): Production Trace Ecosystem — soup ingest + prune-prompt + active-sample + ab + drift-alarm 2026-05-20 22:02:54 +05:00
ebft_gdpo.py feat(modality): v0.53.2 — lift Modality II stubs (distill + classifier + EBFT/GDPO + reasoning_effort) 2026-05-13 12:56:50 +05:00
echo_trap.py feat(echo-trap): add tokenizer-aware repetition scoring (#242) 2026-05-25 19:46:51 +05:00
edit_diff.py fix(v0.61.0): POSIX CI green — lstat RAW path before realpath in 3 loaders 2026-05-19 15:27:50 +05:00
edit_governor.py feat(unlearn/edit): v0.61.0 — Unlearning & Knowledge Edit (NPO/SimNPO/RMU + ROME/MEMIT/AlphaEdit) 2026-05-19 15:16:15 +05:00
encoding.py fix(v0.40.1): QA Hardening — UTF-8 bootstrap, schema strictness, multi-objective preference runtime, CLI UX 2026-05-08 12:03:16 +05:00
energy.py feat(governance): v0.59.0 — CycloneDX/SPDX BOM + in-toto/SLSA-3 attest + Annex XI/XII + audit-log + repro-receipt + energy schema 2026-05-18 21:05:12 +05:00
env_lock.py feat(v0.64.0): Pre-flight & Tooling — tunability, plan/apply, env, hardware-fit, completions, license-advisor 2026-05-20 23:45:04 +05:00
errors.py feat(longctx): v0.53.4 — Long Context + Architecture 2026-05-13 14:52:10 +05:00
eval_design.py feat(eval): soup eval design — derive evals from data (v0.55.0) 2026-05-15 12:44:14 +05:00
eval_gate_hook.py feat(eval): soup eval design — derive evals from data (v0.55.0) 2026-05-15 12:44:14 +05:00
eval_lock_coverage.py feat(eval): soup eval design — derive evals from data (v0.55.0) 2026-05-15 12:44:14 +05:00
expectations.py feat(v0.69.0): Data Engineering Pro — soup build + expect + gen-magpie + persona-mix + brain-rot 2026-05-25 16:00:15 +05:00
fetch_examples.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
flash_attn.py feat(longctx): v0.53.4 — Long Context + Architecture 2026-05-13 14:52:10 +05:00
fp8.py feat(fp8): add rowwise and rowwise_with_gw_hp scaling recipes for FP8 training (#62) 2026-04-28 20:16:43 +05:00
freeze.py feat: v0.24.0 — Dataset Hub, Freeze Training, Loss Watchdog, Dataset Registry 2026-04-03 16:35:23 +05:00
fsdp.py feat(v0.27.0): Multi-GPU Mastery — topology, ZeRO++, FSDP2+compile, MII, PP, recipes 2026-04-21 14:54:34 +05:00
fsdp_consolidate.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
galore.py v0.12.0: ORPO/SimPO/IPO trainers + DoRA/LoRA+/GaLore 2026-03-25 18:12:36 +05:00
gguf_quant.py feat(v0.53.1): Quant Menu II + Export pipeline live 2026-05-13 00:16:03 +05:00
gpu.py v0.10.1: Fix 6 bugs from manual testing report 2026-03-24 12:31:37 +05:00
gpu_monitor.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
grace_codebook.py feat(v0.62.0): RAG & Activation Steering — RAFT + RA-DIT + soup steer + citation-faithful + GRACE codebook 2026-05-20 20:20:30 +05:00
graceful_save.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
grad_accum.py feat(training): v0.32.0 — Training Stability & Auto-Tuning 2026-04-26 15:24:31 +05:00
gradient_ckpt.py feat(speed,memory): v0.28.0 features go multi-trainer (v0.33.0 Part C) 2026-04-27 18:55:50 +05:00
grpo_long_context.py feat(grpo): v0.50.0 — GRPO Plus (unsloth + axolotl RL parity) 2026-05-12 00:30:43 +05:00
grpo_variants.py feat(v0.53.11): GRPO Plus finish + preference live 2026-05-14 15:40:34 +05:00
hardware_fit.py feat(v0.64.0): Pre-flight & Tooling — tunability, plan/apply, env, hardware-fit, completions, license-advisor 2026-05-20 23:45:04 +05:00
hf.py feat(hf): v0.29.0 — HuggingFace Hub Deep Integration 2026-04-23 16:17:28 +05:00
hf_space.py feat(v0.53.8): Remote data + Hubs + Trackers (wave 2) — 6 features 2026-05-13 23:55:23 +05:00
hubs.py feat(v0.53.10): Quick wins + packaging + UX wiring 2026-05-14 13:58:20 +05:00
ingest_sources.py feat(v0.63.0): Production Trace Ecosystem — soup ingest + prune-prompt + active-sample + ab + drift-alarm 2026-05-20 22:02:54 +05:00
integrations.py feat(v0.45.0): Plugin System & Ecosystem Wins — 5 Parts, +169 tests 2026-05-10 21:21:04 +05:00
interference.py feat(v0.66.0): Post-train X-rays — SAE diff + live blame + sleeper probe + interference matrix + probe pack 2026-05-22 14:08:12 +05:00
irt.py feat(v0.65.0): Eval Depth — judge calibration + behaviour battery + capability suite + CheckList DSL + IRT subset 2026-05-21 15:35:47 +05:00
iterative_dpo.py feat(v0.70.0): Loop Hardening — reward-hacking + ULD + MiniLLM + RL ckpt + iterative DPO + echo-trap 2026-05-25 17:17:03 +05:00
jinja_analyzer.py feat(multipack): v0.37.0 — Multipack (5 Parts A/B/C/D/E) 2026-04-30 13:48:16 +05:00
kernel_picker.py feat(trainers): v0.35.0 — Trainer Coverage (closes #60, #61, #45) 2026-04-28 15:01:42 +05:00
knowledge_edit.py feat(v0.62.0): RAG & Activation Steering — RAFT + RA-DIT + soup steer + citation-faithful + GRACE codebook 2026-05-20 20:20:30 +05:00
kv_cache.py feat(v0.53.0): Quant Menu II — UD GGUFs + KV cache + NVFP4 + LF parity + save formats 2026-05-12 14:31:26 +05:00
launcher.py feat(v0.27.0): Multi-GPU Mastery — topology, ZeRO++, FSDP2+compile, MII, PP, recipes 2026-04-21 14:54:34 +05:00
license_advisor.py feat(v0.64.0): Pre-flight & Tooling — tunability, plan/apply, env, hardware-fit, completions, license-advisor 2026-05-20 23:45:04 +05:00
license_matrix.py feat(security): v0.60.0 — Supply Chain Security wedge (adapter scan/sign/verify, strict-safetensors, namespace-pin, license-matrix, airgap-bundle) 2026-05-19 13:05:14 +05:00
liger.py fix: rename APIs to match test plan, fix RoPE factor detection 2026-03-26 15:14:24 +05:00
llama_proxy.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
llama_server_timings.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
local_rl.py feat(v0.68.0): Anti-trend Insurance — compile (DSPy/GEPA) + distill-prompt + compile-tools + apple-adapter + local-rl 2026-05-24 20:24:39 +05:00
loftq_init.py feat(trainer): Optimizer & PEFT Zoo (v0.41.0) 2026-05-10 15:35:35 +05:00
log_level.py feat(v0.40.2): Quick polish + v0.40.1 carry-overs (#36, #50, #51 + 7 papercuts) 2026-05-08 13:20:21 +05:00
long_context.py feat(longctx): v0.53.4 — Long Context + Architecture 2026-05-13 14:52:10 +05:00
longlora.py feat(v0.53.11): GRPO Plus finish + preference live 2026-05-14 15:40:34 +05:00
loop_budget.py feat(loop): soup loop CLI-first data flywheel capstone (v0.58.0) 2026-05-15 22:52:37 +05:00
loop_daemon.py feat(loop): soup loop CLI-first data flywheel capstone (v0.58.0) 2026-05-15 22:52:37 +05:00
loop_iteration.py feat(loop): soup loop CLI-first data flywheel capstone (v0.58.0) 2026-05-15 22:52:37 +05:00
loop_state.py feat(loop): soup loop CLI-first data flywheel capstone (v0.58.0) 2026-05-15 22:52:37 +05:00
lr_finder.py fix(v0.33.0): review-wave findings (CRITICAL + HIGH + MEDIUM + LOW) 2026-04-27 19:57:57 +05:00
lr_groups.py feat(trainer): Optimizer & PEFT Zoo (v0.41.0) 2026-05-10 15:35:35 +05:00
magpie.py feat(v0.69.0): Data Engineering Pro — soup build + expect + gen-magpie + persona-mix + brain-rot 2026-05-25 16:00:15 +05:00
metrics.py feat(inference): v0.30.0 — Inference Excellence 2026-04-24 23:39:04 +05:00
mii.py fix(v0.33.0): review-wave findings (CRITICAL + HIGH + MEDIUM + LOW) 2026-04-27 19:57:57 +05:00
minillm.py feat(v0.70.0): Loop Hardening — reward-hacking + ULD + MiniLLM + RL ckpt + iterative DPO + echo-trap 2026-05-25 17:17:03 +05:00
mix_proxy.py feat(adaptive): v0.53.5 — Adaptive Training (BETA → stable) 2026-05-13 15:55:28 +05:00
mixed_precision.py feat(training): v0.32.0 — Training Stability & Auto-Tuning 2026-04-26 15:24:31 +05:00
mlx.py feat(v0.25.0): Beyond the Wrapper — 8 major features 2026-04-13 12:58:11 +05:00
moe.py feat: v0.14.0 — pre-training + MoE support 2026-03-25 22:26:01 +05:00
moe_quant.py feat(v0.52.0): Modality II — TTS + Distillation + BitNet + EBFT-GDPO + MoE quant + reasoning_effort 2026-05-12 13:38:01 +05:00
mole_routing.py feat(v0.67.0): Adapter Lifecycle Finish — CMA-ES merge + VeRA bank + MoLE + PRs + soup.lock + bisect 2026-05-24 15:58:30 +05:00
multipack.py feat(multipack): v0.37.0 — Multipack (5 Parts A/B/C/D/E) 2026-04-30 13:48:16 +05:00
multipack_sampler.py feat(catalog): v0.51.0 — Model Catalog Expansion + Alternative Hubs 2026-05-12 12:05:04 +05:00
multipack_trainer.py feat(trainer): multipack live HF Trainer DataLoader override (v0.40.4 Part B) 2026-05-09 13:20:47 +05:00
namespace_pin.py feat(security): v0.60.0 — Supply Chain Security wedge (adapter scan/sign/verify, strict-safetensors, namespace-pin, license-matrix, airgap-bundle) 2026-05-19 13:05:14 +05:00
neat_packing.py feat(multipack): v0.37.0 — Multipack (5 Parts A/B/C/D/E) 2026-04-30 13:48:16 +05:00
ngram_spec.py feat(v0.45.0): Plugin System & Ecosystem Wins — 5 Parts, +169 tests 2026-05-10 21:21:04 +05:00
nlg_metrics.py feat(eval): Tracker & Eval Pro — 18 features (v0.43.0) 2026-05-10 18:04:40 +05:00
ollama.py feat: add Ollama integration — deploy GGUF models in one command (v0.18.0) 2026-04-01 13:47:40 +05:00
onboarding.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
optimizer_zoo.py feat(trainer): Optimizer & PEFT Zoo (v0.41.0) 2026-05-10 15:35:35 +05:00
paths.py feat(governance): v0.59.0 — CycloneDX/SPDX BOM + in-toto/SLSA-3 attest + Annex XI/XII + audit-log + repro-receipt + energy schema 2026-05-18 21:05:12 +05:00
peft_builder.py feat(lora): v0.39.0 — LoRA Quality (PiSSA + ReLoRA + per-pattern rank + surgical patches + templates registry) 2026-05-01 16:18:07 +05:00
peft_patches.py feat(lora): v0.39.0 — LoRA Quality (PiSSA + ReLoRA + per-pattern rank + surgical patches + templates registry) 2026-05-01 16:18:07 +05:00
peft_wiring.py feat(v0.53.11): GRPO Plus finish + preference live 2026-05-14 15:40:34 +05:00
persona_hub.py feat(v0.69.0): Data Engineering Pro — soup build + expect + gen-magpie + persona-mix + brain-rot 2026-05-25 16:00:15 +05:00
pipeline.py feat(v0.27.0): Multi-GPU Mastery — topology, ZeRO++, FSDP2+compile, MII, PP, recipes 2026-04-21 14:54:34 +05:00
preference_combine.py feat(v0.53.11): GRPO Plus finish + preference live 2026-05-14 15:40:34 +05:00
prm.py feat(v0.53.11): GRPO Plus finish + preference live 2026-05-14 15:40:34 +05:00
probe_pack.py feat(v0.66.0): Post-train X-rays — SAE diff + live blame + sleeper probe + interference matrix + probe pack 2026-05-22 14:08:12 +05:00
profiler.py fix: v0.24.1 — Windows Unicode fix, AWQ/GPTQ output path traversal 2026-04-03 23:41:44 +05:00
profiling.py feat(observability): v0.34.0 — Observability & Dev UX (7 Parts) 2026-04-28 13:14:49 +05:00
profiling_v0_43.py feat(eval): Tracker & Eval Pro — 18 features (v0.43.0) 2026-05-10 18:04:40 +05:00
prompt_compile.py feat(v0.68.0): Anti-trend Insurance — compile (DSPy/GEPA) + distill-prompt + compile-tools + apple-adapter + local-rl 2026-05-24 20:24:39 +05:00
prompt_distill.py feat(v0.68.0): Anti-trend Insurance — compile (DSPy/GEPA) + distill-prompt + compile-tools + apple-adapter + local-rl 2026-05-24 20:24:39 +05:00
prune_prompt.py feat(v0.63.0): Production Trace Ecosystem — soup ingest + prune-prompt + active-sample + ab + drift-alarm 2026-05-20 22:02:54 +05:00
qat.py Add Quantization-Aware Training support (Phase 7) — v0.6.0 2026-03-23 20:35:35 +05:00
qr_url.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
quality.py fix: rename APIs to match test plan, fix RoPE factor detection 2026-03-26 15:14:24 +05:00
quant_menu.py feat(quant): v0.38.0 — Quant Menu (8 Parts: A-H) 2026-05-01 13:31:49 +05:00
ra_dit.py feat(v0.62.0): RAG & Activation Steering — RAFT + RA-DIT + soup steer + citation-faithful + GRACE codebook 2026-05-20 20:20:30 +05:00
reasoning_effort.py feat(modality): v0.53.2 — lift Modality II stubs (distill + classifier + EBFT/GDPO + reasoning_effort) 2026-05-13 12:56:50 +05:00
reasoning_parser.py feat(v0.53.9): Live Dashboard + UX + Bench + Standalone CLIs 2026-05-14 04:28:19 +05:00
recipe_dag.py feat(v0.45.0): Plugin System & Ecosystem Wins — 5 Parts, +169 tests 2026-05-10 21:21:04 +05:00
recipe_run.py fix(test): v0.53.7 CI hardening — importorskip(fastapi) + Arrow target setup 2026-05-13 19:45:21 +05:00
registry.py feat: v0.24.0 — Dataset Hub, Freeze Training, Loss Watchdog, Dataset Registry 2026-04-03 16:35:23 +05:00
relora.py feat(lora): v0.39.0 — LoRA Quality (PiSSA + ReLoRA + per-pattern rank + surgical patches + templates registry) 2026-05-01 16:18:07 +05:00
replay.py feat(observability): v0.34.0 — Observability & Dev UX (7 Parts) 2026-04-28 13:14:49 +05:00
repro_receipt.py feat(governance): v0.59.0 — CycloneDX/SPDX BOM + in-toto/SLSA-3 attest + Annex XI/XII + audit-log + repro-receipt + energy schema 2026-05-18 21:05:12 +05:00
reward_hacking.py feat(v0.70.0): Loop Hardening — reward-hacking + ULD + MiniLLM + RL ckpt + iterative DPO + echo-trap 2026-05-25 17:17:03 +05:00
ring_attention.py fix: rename APIs to match test plan, fix RoPE factor detection 2026-03-26 15:14:24 +05:00
rl_checkpoint.py feat(v0.70.0): Loop Hardening — reward-hacking + ULD + MiniLLM + RL ckpt + iterative DPO + echo-trap 2026-05-25 17:17:03 +05:00
run_cost.py feat(observability): v0.34.0 — Observability & Dev UX (7 Parts) 2026-04-28 13:14:49 +05:00
sae_diff.py feat(v0.66.0): Post-train X-rays — SAE diff + live blame + sleeper probe + interference matrix + probe pack 2026-05-22 14:08:12 +05:00
save_formats.py feat(v0.53.1): Quant Menu II + Export pipeline live 2026-05-13 00:16:03 +05:00
server_tools.py feat(v0.45.0): Plugin System & Ecosystem Wins — 5 Parts, +169 tests 2026-05-10 21:21:04 +05:00
sglang.py fix: rename APIs to match test plan, fix RoPE factor detection 2026-03-26 15:14:24 +05:00
shortcuts.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
sleeper_probe.py feat(v0.66.0): Post-train X-rays — SAE diff + live blame + sleeper probe + interference matrix + probe pack 2026-05-22 14:08:12 +05:00
soup_lock.py feat(v0.67.0): Adapter Lifecycle Finish — CMA-ES merge + VeRA bank + MoLE + PRs + soup.lock + bisect 2026-05-24 15:58:30 +05:00
spec_pairing.py feat(inference): v0.30.0 — Inference Excellence 2026-04-24 23:39:04 +05:00
spike_recovery.py feat(training): v0.32.0 — Training Stability & Auto-Tuning 2026-04-26 15:24:31 +05:00
sse_train_stream.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
steering.py feat(v0.62.0): RAG & Activation Steering — RAFT + RA-DIT + soup steer + citation-faithful + GRACE codebook 2026-05-20 20:20:30 +05:00
strict_safetensors.py polish(v0.60.0 strict-safetensors): tighten header cap + input guards 2026-05-19 23:56:42 +05:00
structured_output.py feat(serve): structured-output + auto-quant live (v0.33.0 Part D) 2026-04-27 18:43:07 +05:00
sweep_config.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
tail_latency.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
terraform_plan.py feat(v0.64.0): Pre-flight & Tooling — tunability, plan/apply, env, hardware-fit, completions, license-advisor 2026-05-20 23:45:04 +05:00
tool_outputs.py feat(v0.53.9): Live Dashboard + UX + Bench + Standalone CLIs 2026-05-14 04:28:19 +05:00
topology.py feat(v0.27.0): Multi-GPU Mastery — topology, ZeRO++, FSDP2+compile, MII, PP, recipes 2026-04-21 14:54:34 +05:00
tracing.py feat(inference): v0.30.0 — Inference Excellence 2026-04-24 23:39:04 +05:00
trackers.py feat(v0.53.10): Quick wins + packaging + UX wiring 2026-05-14 13:58:20 +05:00
train_event_buffer.py feat(v0.53.9): Live Dashboard + UX + Bench + Standalone CLIs 2026-05-14 04:28:19 +05:00
trainer_plugins.py feat(v0.53.7): Data Forge + Pipeline live (wave 1) — 11 items 2026-05-13 19:28:11 +05:00
trust_remote.py feat(correctness): v0.36.0 — Correctness First (4 Parts: A/B/C/D) 2026-04-30 11:52:51 +05:00
tts.py feat(v0.52.0): Modality II — TTS + Distillation + BitNet + EBFT-GDPO + MoE quant + reasoning_effort 2026-05-12 13:38:01 +05:00
tunability.py feat(v0.64.0): Pre-flight & Tooling — tunability, plan/apply, env, hardware-fit, completions, license-advisor 2026-05-20 23:45:04 +05:00
ui_env.py feat(v0.44.0): Live Dashboard & UX - 21 features, +192 tests 2026-05-10 19:20:18 +05:00
uld.py feat(v0.70.0): Loop Hardening — reward-hacking + ULD + MiniLLM + RL ckpt + iterative DPO + echo-trap 2026-05-25 17:17:03 +05:00
unlearning.py feat(unlearn/edit): v0.61.0 — Unlearning & Knowledge Edit (NPO/SimNPO/RMU + ROME/MEMIT/AlphaEdit) 2026-05-19 15:16:15 +05:00
unlearning_eval.py fix(v0.61.0): POSIX CI green — lstat RAW path before realpath in 3 loaders 2026-05-19 15:27:50 +05:00
unsloth.py Add Unsloth backend for 2-5x faster training (Phase 5) — v0.4.3 2026-03-23 16:55:44 +05:00
v028_features.py feat(preference): v0.40.0 — Preference Variety (4 Parts: BCO + dispatcher + DPO variants + multi-objective) 2026-05-01 22:26:30 +05:00
vector_bank.py feat(v0.67.0): Adapter Lifecycle Finish — CMA-ES merge + VeRA bank + MoLE + PRs + soup.lock + bisect 2026-05-24 15:58:30 +05:00
vllm.py feat(v0.53.7): Data Forge + Pipeline live (wave 1) — 11 items 2026-05-13 19:28:11 +05:00
vscode_setup.py feat(eval): Tracker & Eval Pro — 18 features (v0.43.0) 2026-05-10 18:04:40 +05:00
warmup.py feat(training): v0.32.0 — Training Stability & Auto-Tuning 2026-04-26 15:24:31 +05:00
why.py feat(observability): v0.34.0 — Observability & Dev UX (7 Parts) 2026-04-28 13:14:49 +05:00