Commit Graph

421 Commits

Author SHA1 Message Date
Alpamys 0d6f95181a feat(v0.62.0): RAG & Activation Steering — RAFT + RA-DIT + soup steer + citation-faithful + GRACE codebook
5 Parts shipping wedge 14 of the roadmap (RAG-aware fine-tuning +
activation steering + lifelong edit codebook). Schema-only release;
live training loops + decode-hook intervention + codebook lookup all
land in v0.62.1 (mirrors v0.50.0 / v0.52.0 / v0.61.0 stub-then-live).

Part A — RAFT data format: new data.format='raft' schema +
_convert_raft validator (64 KiB per-field cap, 64-distractor cap,
null-byte rejection on every field) + raft-llama3-8b recipe.

Part B — RA-DIT two-stage: TrainingConfig.ra_dit_stage Literal
{retriever, generator} + ra_dit_retriever_model field + closed
allowlist + cross-validator enforcing stage to base-task pairing
(retriever to embedding, generator to sft) + 2 recipes.

Part C — soup steer (CAA / ITI / RepE): closed-allowlist control-vector
methods + validate_steering_method/name/strength + Typer subcommands
train/apply/list + soup serve --steer/--steer-strength flags +
steering_vector Registry artifact kind. apply_steering +
build_steering_vector deferred-live stubs raise NotImplementedError
with v0.62.1 marker after validating inputs.

Part D — Citation-faithful FT: score_citations precision/recall/F1
kernel + extract_citation_ids public API + citation_faithful /
citation_style / citation_recall_threshold schema. Cross-validator:
citation_faithful=true requires data.format='raft' AND task in
{sft, pretrain} (silent-no-op footgun rejection mirroring v0.52.0
distill / classifier task-gate policy).

Part E — GRACE codebook: GraceCodebookConfig + bounded size [1, 100k]
+ bounded dim [1, 16384]. Extends v0.61.0 SUPPORTED_EDIT_METHODS
allowlist with 'grace'; apply_edit routes grace plans to v0.62.1
marker while legacy rome/memit/alphaedit retain v0.61.1 marker
(regression-guarded via TestEditMarkerRegressionGuard).

Test count: 9571 -> 9786 (+215 net). 4 review-agent waves resolved
0 CRITICAL + 0 HIGH + 4 MEDIUM + 11 LOW (broken list_steers registry
context-manager + dict-key access; missing version bump;
citation_faithful task-gate; shared TOCTOU helper delegation; Rich
markup escape on --steer exception messages; --base length cap +
null-byte rejection; typing.Iterable -> collections.abc.Iterable
migration; except Exception -> except ImportError narrowing).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-20 20:20:30 +05:00
Alpamys efbb05759f chore: attribute @dreamer0129 as co-author of #174 fix
The list/info portions of 4f54179 follow the structure of @dreamer0129's
PR #175 draft. Adding Co-Authored-By trailer so GitHub contributors graph
reflects the original draft author.

Co-Authored-By: dreamer0129 <185807357+dreamer0129@users.noreply.github.com>
2026-05-20 00:20:39 +05:00
Alpamys 4f54179ea4 fix(security): backfill Rich markup escape in legacy adapters commands
Closes #174. Picked up after PR #175 (dreamer0129) went quiet — the
list/info path was clean, but compare() escaped only inside the
highlight branch, leaving a shared crafted base_model = "[link=evil]
click[/]" un-escaped on equal-value rows.

Fix follows the "escape always at the value layer, decoration wraps
after" pattern mirroring v0.57.0 `adapters diff` / `info`:

- list_adapters: wrap base / lora_r / peft_type / rel_path with
  rich.markup.escape() before table.add_row(); also escape
  adapter_path in the JSONDecodeError fallback.
- info: wrap base_model / peft_type / task_type / lora_r / lora_alpha
  / lora_dropout / modules_str inside the Rich Panel f-string; also
  escape adapter_path.name in the Panel title.
- compare: escape val1_str / val2_str unconditionally; [yellow]
  highlight wraps already-escaped values when they differ. Equal-value
  rows now also escape (was the v0.57.0 known-limitation gap).

+4 regression tests in tests/test_adapters.py::TestAdaptersMarkupEscape:
- test_list_escapes_crafted_base_model — asserts no ANSI hyperlink
  sequence (\x1b]8;) leaks from a crafted [link=http://evil/...] payload.
- test_info_escapes_crafted_base_model — same assertion for Panel.
- test_compare_escapes_equal_crafted_values — the specific regression
  for the PR #175 review gap (identical crafted values on both sides
  must NOT smuggle live markup through the equal-branch).
- test_compare_escapes_differing_crafted_values — highlight branch
  also escapes.

Closes v0.57.0 Known Limitation (9).

Verified locally:
- ruff check soup_cli/commands/adapters.py tests/test_adapters.py -> clean
- pytest tests/test_adapters.py --no-cov -> 20 passed
2026-05-20 00:12:05 +05:00
Alpamys 6ddaeb30d1 polish(v0.60.0 strict-safetensors): tighten header cap + input guards
Follow-up to PR #198 (issue #189):
- _MAX_SAFETENSORS_HEADER_BYTES: 1 GiB -> 100 MiB. Real safetensors
  headers are <10 MiB even for 70B-parameter models; 100 MiB is a
  generous defence-in-depth ceiling that still rejects an adversary's
  "header_len = 999 MiB" allocation attempt before fh.read() commits.
- is_safetensors_magic: input-shape guards (non-string / empty /
  null-byte path return False, never raise). Matches project policy
  for detection-style helpers (mirrors v0.30.0 Candidate, v0.41.0
  lr_groups, v0.53.3 is_known_vlm_base).
- +2 regression tests in tests/test_v0600_part_c.py:
  - test_is_safetensors_magic_rejects_invalid_input (5 bad inputs)
  - test_max_safetensors_header_bytes_tightened (guards against
    re-widening to 1 GiB in a future patch)

Module docstring updated to reference PR #198 / issue #189.

Verified locally:
- ruff check soup_cli/utils/strict_safetensors.py
  tests/test_v0600_part_c.py -> clean
- pytest tests/test_v0600_part_c.py --no-cov -> 21 passed,
  1 POSIX-skipped on Windows

Closes v0.60.0 Known Limitation (6) — full magic-byte + JSON-header
shape verification with hardened input surface.
2026-05-19 23:56:42 +05:00
Vivaan Dhawan 914a299965
Check safetensors magic bytes (#198)
Co-authored-by: Sumit Dhawan <sumitdhawan@Sumits-MacBook-Air.local>
2026-05-19 23:52:04 +05:00
Alpamys f2c74040ef fix(v0.61.0): POSIX CI green — lstat RAW path before realpath in 3 loaders
CI on ubuntu / macOS exposed a missed TOCTOU detail: `os.lstat(realpath(path))`
silently resolves symlinks before the lstat, so `S_ISLNK` never trips and a
symlinked input path passes the rejection. Windows CI was skipped (POSIX-only
symlink test), so the bug didn't surface in local smoke.

Three fixes, matching the v0.53.7 #106 project policy of "lstat the RAW path
before realpath":

- `edit_diff.load_probes` — lstat path first, then realpath after rejection.
- `unlearning_eval.load_evidence_file` — same.
- `unlearning_eval.get_fixture_path` — lstat raw candidate before realpath.

No new tests — the existing `test_symlink_rejected` covers it; it now passes
on POSIX where it previously failed.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-19 15:27:50 +05:00
Alpamys 740832e1b4 feat(unlearn/edit): v0.61.0 — Unlearning & Knowledge Edit (NPO/SimNPO/RMU + ROME/MEMIT/AlphaEdit)
5 Parts shipping schema + CLI surface for two of the most under-served axes
in fine-tuning: GDPR right-to-be-forgotten unlearning (the legal-liability
axis upstream TRL avoids) and surgical knowledge editing (research-coded
everywhere, productized nowhere). Schema-only release; live trainer +
kernel wiring deferred to v0.61.1 (matches established v0.50.0 / v0.52.0
/ v0.53.0 stub-then-live cadence).

Part A — task='unlearn' + NPO/SimNPO/RMU allowlist + UnlearnTrainerWrapper
  + data.forget_set / data.retain_set + training.unlearn_method/_alpha
Part B — soup eval unlearning (TOFU/MUSE/WMDP) with Forget Quality + Model
  Utility + PrivLeak kernels + OK/MINOR/MAJOR taxonomy; bundled TOFU
  mini-fixture under soup_cli/data/_fixtures/unlearning/
Part C — soup edit set (ROME/MEMIT/AlphaEdit) + EditPlan + per-method
  default layer; --plan-only ships live, apply_edit kernel deferred
Part D — Sequential edit governor: norm-blowup detection (OK/WARN/BLOWUP),
  auto-switch ROME→AlphaEdit at edit#10 or BLOWUP, refuses past cap
Part E — soup edit diff: cwd-contained probe loader, atomic JSONL out,
  shape + table renderer (live before/after generation v0.61.1)

Net: +125 tests (9446 → 9571), +5 utility modules + 1 trainer wrapper +
2 commands. Review-fix coverage: 0 CRITICAL + 5 HIGH + 11 MEDIUM + 11 LOW.
All ruff + pytest green; Step 6 smokes (CLI plumbing + happy paths + 5
schema rejection paths) confirmed end-to-end.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-19 15:16:15 +05:00
Alpamys 47409df730 fix(tests): v0.60.0 CI green — widen version floors + strip ANSI from merge help assert
Three failures on CI run 26084542388 — all are version-pin / Rich-wrap
artefacts, not real regressions in v0.60.0 functionality:

- test_v0560 test_pyproject_version: regex-based >=0.56 floor check
  (was substring `version = "0.5`)
- test_v0590 test_version_is_0_59 -> test_version_is_at_least_0_59:
  >=0.59 floor (matches v0.51/v0.54 floor-check idiom)
- test_v0600_part_e merge_help_lists_license_flags: strip ANSI codes
  before substring check (Rich splits `--license` across `\x1b[1;36m`
  escapes in the wrapped Typer table)

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-19 13:15:28 +05:00
Alpamys f3c40e7753 feat(security): v0.60.0 — Supply Chain Security wedge (adapter scan/sign/verify, strict-safetensors, namespace-pin, license-matrix, airgap-bundle)
Six controls that hosted vendors structurally can't provide:

- soup adapters scan: spectral backdoor scanner (rank-1 dominance + energy
  concentration + NaN/Inf + Frobenius outlier via robust median+MAD);
  pure numpy, reuses v0.57.0 adapter_diff loader
- soup adapters sign / verify: Merkle-root manifest in .soup-signature.json;
  recursive file enumeration (catches nested tokenizer/ tamper);
  sigstore + ed25519 backends stub-then-live (v0.60.1)
- soup adapters check-safetensors: closed 8-entry unsafe-extension allowlist;
  strict exit 3 for CI gating
- NamespacePinStore: TOFU SQLite anti-AI-Jacking; author + created_at
  fingerprint compared via datetime.fromisoformat for offset-aware order;
  bool opt-in rejected so --allow-namespace-shift cannot be a free-for-all
- License-conflict matrix: 33 SPDX-ish ids in MappingProxyType compat table;
  soup adapters merge --license <id> --license-override <reason> gate
- soup airgap-bundle: signed tarball with deterministic dataset labeling
  (sorted basename, NOT argv order); TOCTOU lstat+S_ISLNK on parent + output;
  atomic os.replace; tarfile.data_filter for future extractall callers

Test count: 9294 -> 9446 (+152 net across 6 new test files).
Review-fix coverage across 5 waves (python / security / code / tdd / smoke):
0 CRITICAL + 12 HIGH + 11 MEDIUM + 6 LOW fixed before commit.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-19 13:05:14 +05:00
Alpamys 124a72e042 docs(README): fix v0.59.0 test count typo (+99 actual, not +93)
The v0.59.0 What's New block claimed +93 new tests, but the actual count
is +99 new tests in tests/test_v0590.py (9193 -> 9294). Numbers in
CLAUDE.md / SECURITY.md / CONTRIBUTING.md / the release notes already
have the correct count.

Docs-only hotfix; does not require a version bump (per release checklist).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-18 21:58:18 +05:00
Alpamys 9563699eca fix(v0.59.0): rewrite null-byte env test — OS layer rejects setenv on every platform
The previous test_default_log_path_rejects_null_byte_env used monkeypatch.setenv
to inject a null byte into SOUP_AUDIT_LOG_PATH and expected default_log_path
to fall back gracefully. But the OS layer rejects null bytes in env vars on
every platform we ship on:

- POSIX (Linux/macOS): `ValueError: embedded null byte`
- Windows: `ValueError: embedded null character`

The setenv call itself raises, never reaching default_log_path. Split into two
tests that hit the actual validation surfaces:

1. test_default_log_path_rejects_null_byte_override — calls the private
   _validate_log_path_override helper directly with a null-byte string and
   asserts it returns None (so the caller falls back to the safe default).

2. test_default_log_path_handles_env_read_value_error — monkeypatches
   os.environ.get to raise ValueError, exercising the defence-in-depth
   try/except around the env read in default_log_path().

Both tests pass on Linux + macOS + Windows.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-18 21:25:56 +05:00
Alpamys d0f5e35c99 fix(v0.59.0): macOS CI — strip ANSI from train --help assert + handle null-byte env
Three macOS-3.11 CI failures in test_v0590.py post-merge:

1+2. test_train_annex_xi_flag_present_in_help / test_train_repro_receipt_flag_present_in_help
     — Typer's Rich-renderer wraps long lines and inserts ANSI colour codes
     BETWEEN the two dashes of `--annex-xi` / `--repro-receipt`, so the
     literal substring match fails. Strip ANSI escape codes via regex before
     asserting; also accept the bare option name as a defence-in-depth
     fallback against future Rich line-wrap quirks.

3. test_default_log_path_rejects_null_byte_env — POSIX `os.environ.get` raises
   `ValueError("embedded null byte")` when the env value contains a NUL
   character, while Windows allows the read. Wrap the env read in
   `try/except ValueError` so the function falls back to the safe default
   (~/.soup/audit.jsonl) on either platform.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-18 21:16:50 +05:00
Alpamys 6d44f0f931 feat(governance): v0.59.0 — CycloneDX/SPDX BOM + in-toto/SLSA-3 attest + Annex XI/XII + audit-log + repro-receipt + energy schema
Six Parts ship the procurement-floor moat — every Soup run can now emit
the formats regulated orgs demand, with no SaaS structurally able to
follow. Pure orchestration on top of v0.26 Registry + v0.34 cost
tracker + v0.56 diagnose — schema + atomic-write surface only; live
Sigstore signing, CodeCarbon hook, PDF rendering deferred to v0.59.1.

Part A — `soup bom emit` CycloneDX 1.6 ML-BOM + SPDX 2.3 AI-profile
dual emitter from any RegistryEntry. SHA-256 validation on every sha
field, license-id chain, base-model component with hash, per-artifact
file components, energy properties under metadata.properties.

Part B — `soup attest emit` in-toto v1 Statement wrapping SLSA-3
provenance v1 predicate. Stage allowlist (extract/train/eval/export/
publish), subject SHA locked to 64-hex, builder_id capped, SignatureBackend
enum with UNSIGNED live + SIGSTORE/ED25519 stubs raising NotImplementedError
with explicit v0.59.1 marker.

Part C — `soup train --annex-xi` EU AI Act Annex XI Sections 1+2 +
Annex XII Article 53(1)(d) markdown auto-doc. Top-10 domain cap,
modality breakdown, FLOPs/kWh/CO2. `_md_escape` neutralises |[](){}!<>
plus newline/CR/tab in every operator-controlled field — defends
against forged-heading + Markdown-link injection in downstream PDF/HTML
renderers (mirrors v0.29.0 model-card v2 policy).

Part D — `soup audit-log tail/rotate` HIPAA/SOC2-shaped JSONL with
PII redaction across every string field via v0.40.3 _SECRET_RE policy.
POSIX O_NOFOLLOW on append + 0o600 perms + lstat-based symlink rejection
at rotation backup path (no lexists race). SOUP_AUDIT_LOG_PATH env
override containment-checked to $HOME / $CWD / $TMPDIR.

Part E — `soup train --repro-receipt` SR 11-7-style receipt: seeds
(torch/numpy/python), kernel versions (CUDA/cuDNN/NCCL via best-effort
torch probes), GPU model + driver, OS + arch, Python version. Atomic
write, cwd-contained.

Part F — CodeCarbon hook schema + electricityMap SSRF validator with
full parity to v0.51.0 hubs.validate_hub_endpoint (scheme allowlist,
loopback-only HTTP, RFC1918 / link-local / reserved / multicast IP
rejection via ipaddress.ip_address, control-char + null-byte
rejection). PUE math + attach_energy populating BomEntry.

Cross-cutting: new paths.atomic_write_text shared TOCTOU-safe helper
centralises the v0.33.0 #22 / v0.43.0 / v0.55.0 / v0.56.0 / v0.57.0
/ v0.58.0 atomic-write pattern from four separate copies into one
single-source-of-truth (mirrors v0.40.6 / v0.53.5 peft_wiring policy).

Four review waves (python-reviewer + general-purpose security/code/tdd):
0 CRITICAL + 8 HIGH + 12 MEDIUM + 4 LOW resolved before commit.
HIGH fixes: audit-log lstat-before-write TOCTOU, O_NOFOLLOW on
append, redaction extended to host_id/operator_id/command, audit-log
env override containment, bom artifact size_bytes validation,
BomEntry attach_energy type-hint fix, default_log_path public symbol,
duplicated seeds validation removed.

Test count 9193 → 9294 (+99 net in tests/test_v0590.py; 93 pass +
6 POSIX-skipped on Windows for symlink rejection branches). v0.58.0
floor-check assertions widened from exact-match in test_v0580.py.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-18 21:05:12 +05:00
Alpamys 38e562831c refactor(doctor): harden NCCL benchmark from PR #178
PR #178 wired the live NCCL bandwidth measurement on top of the
v0.43.0 nccl_bandwidth_check reference table. Four polish items
on top of the merged version:

- Bump timing samples 5 -> 10 and report MEDIAN rather than mean.
  Median is robust to one-off jitter (kernel preemption, page
  faults, OS scheduler hiccups) that can scew a 5-sample mean by
  10-30%. Median of 10 gives a much more honest GB/s number.

- Bump warmup 1 -> 3 iters. First all_reduce in a fresh process
  pays for CUDA kernel JIT plus the initial NCCL collective
  handshake; one warmup isn't always enough to amortise that out.
  3 warmups is the standard NVIDIA recommendation for collective
  benchmarks.

- Time each iteration separately (collect a per-iter list, then
  median) instead of averaging total elapsed / iters. Same headline
  cost, but exposes per-call variance for future percentile output.

- Snapshot + restore MASTER_ADDR / MASTER_PORT around the spawn.
  The worker sets them unconditionally, so prior to this patch a
  second doctor invocation in the same process (test harness,
  notebook, future TUI auto-refresh) would inherit stale env. Now
  we restore exactly the prior state (including absent vars).

Plus three module-level constants (_NCCL_BENCHMARK_TENSOR_BYTES
/ _WARMUP_ITERS / _TIMED_ITERS) with comments explaining each
number so future tuning is informed, not magic. Status line now
prints the actual params so users see what we measured.

Existing tests (mock mp.spawn at the outer boundary) keep passing
unchanged; no new tests needed for this polish layer.
2026-05-17 18:38:34 +05:00
Salil M 168ecc0100
Add `--nccl` flag to `soup doctor` for multi-GPU bandwidth checks (#178)
* feat(doctor): add --nccl flag to measure and validate multi-GPU bandwidth

* test(doctor): add mocked CUDA tests to verify --nccl skip and success behaviors

* docs(readme): document the new --nccl bandwidth check flag for the doctor command
2026-05-17 18:35:51 +05:00
Alpamys b344aa881a feat(loop): soup loop CLI-first data flywheel capstone (v0.58.0)
Connects 8 existing uniques into one workflow: production traces ->
preference pairs -> Eval-Gated DPO -> canary deploy -> rollback, all
from a single CLI with budget guardrails and per-iteration replay.

Modules (live):
- utils/loop_state.py: LoopState frozen + atomic .soup/loop.yaml I/O
- utils/canary_router.py: deterministic SHA-256 routing + BucketStats
- utils/loop_budget.py: parse_budget_string + check_budget + UTC rollover
- utils/loop_iteration.py: IterationRecord + write/read/list manifests
- utils/loop_daemon.py: WatchConfig + run_once + watch daemon
- commands/loop.py: init / status / pause / resume / watch / canary / replay

Three review waves fixed 1 CRITICAL + 7 HIGH + 9 MEDIUM + 2 LOW total:
python-review wave 1 (BucketStats lock scope + TOCTOU lstat-before-write
on _check_path + init_state + NUL-byte on _bucket_for_key); code-review
wave 2 (watch preserves paused / budget-skip writes no manifest / canary
autoroll persisted to LoopState / route() math.ceil for sub-bucket
predictability / parse_budget_string usd-only friendly error /
list_iterations swallows OSError / module-top replace import);
security + tdd wave 3 (_check_dir TOCTOU mirrors _check_path pattern,
exact-boundary tests at _MAX_STR_FIELD=512 and _MAX_FILE_BYTES=1 MiB,
bool-rejection on 4 counters, empty-string rejection on 3 optional-str).

verification-loop: manual CPU smoke covering init / status / pause /
resume / watch --max-iterations / canary / replay end-to-end.

Notes:
- ASCII arrows (->) in user-facing help text (CI test_help_output_is_ascii_safe).
- Source-grep tests use Path(__file__).resolve().parent.parent for cwd-
  independence (defends against monkeypatch.chdir side-effects from
  earlier tests in the suite).
- Stage callbacks ship as no-op stubs; v0.26 trace-to-pref / eval-gate /
  v0.30 multi-adapter deploy wiring is operator-driven via WatchConfig
  fields. Pre-wired versions tracked for v0.58.1.

Test count: 8998 -> 9193 (+195 net in tests/test_v0580.py).
Lint clean. Full repo pytest green (9105 pass + 53 skipped pre-fixes).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 22:52:37 +05:00
Alpamys 6b11da386a docs(release): v0.57.0 — CONTRIBUTING test-file table + counts (step 11 follow-up)
- Bump tests/ count from "197 files, 8849 tests" to "201 files, 8998 tests"
- Append v0.57.0 adapter modules to the soup_cli/utils/ inventory:
  adapter_diff, adapter_merge, blame, adapter_branch
- Add 4 v0.57.0 test-file rows (test_v0570_part_{a,b,c,d}.py) to the
  test-file table covering Frobenius diff math + 4 merge strategies +
  blame plan emitter + SHA-256 snapshot pointers

plan.md banner + heading also flipped to (shipped 2026-05-15 — PyPI +
GHCR live); plan.md is gitignored so that change persists locally only.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 19:42:41 +05:00
Alpamys 77f7b71b23 docs(release): v0.57.0 — README body section + SECURITY.md notes
Step 9 follow-up: add dedicated `## Adapter Management (git for LoRA)`
section to the README body so the surface is self-contained when the
single-slot `## What's New` block is overwritten in v0.58.0.

Step 10 follow-up: add v0.57.0 to the SECURITY.md supported-versions
list + a detailed entry in the per-version fix notes covering all
9 HIGH fixes (TIES sign-tie default, 4× symlink TOCTOU rejections,
atomic writes, env CRLF rejection, allowlist policy migration, etc.)
and the 7 known limitations.

Tracked follow-ups filed as GitHub issues #171–#174:
  #171 — live blame ablation runner
  #172 — merge canary verdict via v0.55 eval gate
  #173 — branch pointers → v0.26 Registry lineage
  #174 — Rich-markup backfill for legacy adapters list/info/compare

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 19:25:14 +05:00
Alpamys 76dfbb363e test(adapters): mock os.environ.get for null-byte/CRLF env tests (CI fix)
POSIX setenv (and Windows equivalent) reject null bytes + control chars
at the syscall boundary, so monkeypatch.setenv("SOUP_BRANCHES_DIR",
"/some\x00path") raises ValueError on every CI runner before our code
ever sees the env var.

Stub os.environ.get directly so the helper's rejection branch is
exercised exactly as it would be if the env var arrived through some
other channel (subprocess env inheritance, in-process programmatic
mutation, etc).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 19:00:04 +05:00
Alpamys 8577bc2800 test(adapters): strip ANSI before help-output substring asserts (v0.57.0 CI fix)
Rich-wrap-CI workaround — same fix pattern as v0.55.0 / v0.56.0:
CliRunner output contains ANSI color escapes that break literal
'--top-k' in output substring matches because Rich renders option
names as -\x1b[0m\x1b[1;36m-top-k.

Adds _ANSI_RE + _strip_ansi() helper to each of the 4 test files
(test_v0570_part_{a,b,c,d}.py) and routes every help-output
substring assertion through it.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 18:50:52 +05:00
Alpamys 7da82d355a feat(adapters): v0.57.0 — git for LoRA (diff, merge, blame, branch)
Ships "soup adapters {diff,merge,blame,branch,checkout,branches}" — git-shaped
UX for LoRA adapter management. Pure-numpy math (no torch); TOCTOU defence on
every path; atomic writes throughout.

Part A — adapters diff (utils/adapter_diff.py, ~270 LOC):
  Per-layer ΔW Frobenius norm + relative drift; effective-rank delta via
  SVD entropy; top-K changed projections; JSON/Markdown/table output.

Part B — adapters merge (utils/adapter_merge.py, ~280 LOC):
  Four strategies — linear (weighted avg), ties (Yadav et al. — trim/
  elect-sign/disjoint), dare (Yu et al. — drop+rescale, deterministic),
  svd (low-rank reconstruction). MergeReport.verdict='UNKNOWN' is a stub;
  live canary verdict via v0.55 eval gate ships in v0.57.1.

Part C — adapters blame (utils/blame.py, ~190 LOC):
  Leave-one-out plan emitter + budget tracker (parse_budget mirrors v0.48.0
  data_mix idiom). Per-shard work table + feasibility check. Live ablation
  runner raises NotImplementedError v0.57.1 (mirrors v0.27.0 / v0.50.0 /
  v0.56.0 stub-then-live pattern).

Part D — adapters branch / checkout / branches (utils/adapter_branch.py,
~230 LOC):
  SHA-256 snapshot pointers under ~/.soup/branches/ (SOUP_BRANCHES_DIR
  override, $HOME/$CWD/$TMPDIR-bounded). Drift detection on checkout —
  refuses restore when source SHA != snapshot SHA. CRLF/null-byte
  rejection on env override (mirrors v0.51.0 hub-endpoint policy).

5-agent review-fix wave (1 CRITICAL + 9 HIGH + 11 MEDIUM + 4 LOW):
  - TIES tied-sign defaults to +1 (np.sign(0)==0 would silently zero all
    tied parameters)
  - load_branch / delete_branch reject symlinks via os.lstat + S_ISLNK
    before read/unlink
  - merge output safetensors + adapter_config.json atomic writes with
    symlink target rejection at output path; source config size-capped
    at 256 KB
  - compute_adapter_diff weights-file path symlink-rejected via lstat
    BEFORE is_file() (defends against .safetensors -> /etc/passwd escape)
  - _count_dataset_rows opens via realpath captured at containment check
    (closes TOCTOU window)
  - diff --output write is atomic (tempfile + os.replace)
  - SOUP_BRANCHES_DIR rejects every C0 control char, not just null
  - SUPPORTED_STRATEGIES is now frozenset (matches v0.41.0+ allowlist
    policy); STRATEGY_ORDER tuple preserved for canonical iteration
  - 5× pytest.raises(Exception) tightened to FrozenInstanceError
  - 2 zero-assertion Part D tests converted to real assertions
  - Added: bool base_model rejection, top_k boundary 1/201, density=1.0
    inclusive bound, inf weight rejection, tied-sign positive default,
    bool False for num_shards/budget_seconds, POSIX symlink rejections
    for diff weights / merge output / load_branch / delete_branch,
    no-top-level-torch source-grep guards, traversal delete_branch.

Plus v0.56.0 follow-up: test_v0560.py version-floor tests widened from
exact-match to floor-check (matches v0.51.0 / v0.54.0 idiom — every
subsequent release would otherwise edit this one line).

Test count: 8849 → 8998 (+149 net in 4 new files; 4 POSIX-only symlink
tests skipped on Windows). Full suite green.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 18:37:14 +05:00
Alpamys a3810823d1 refactor(train): harden diagnose-gate rank guard from PR #169
PR #169 wired LOCAL_RANK==0 guard on _run_diagnose_gate so distributed
launches only run the gate on one worker per machine. Two minor polish
items on top of the merged version:

- Wrap the int() parse in try/except ValueError. A malformed LOCAL_RANK
  (garbage value from a misconfigured launcher) would previously crash
  the post-training gate. Falling back to True is safer than silently
  skipping the gate -- over-running is recoverable, under-running hides
  failures.
- Expand the docstring to explain why we use LOCAL_RANK (per-machine)
  rather than RANK (global): the gate reads the local output_dir, so
  one gate per machine is the right granularity for typical single-
  machine multi-GPU runs. Documents the choice for future readers.
- Add a focused test (test_diagnose_gate_handles_malformed_local_rank)
  asserting the safe fallback path.
2026-05-15 17:29:26 +05:00
Yixuan Xu 4c2a578ac0
Guard diagnose gate on distributed worker ranks (#169)
Co-authored-by: mzl2233 <mzl2233@users.noreply.github.com>
2026-05-15 17:27:54 +05:00
Alpamys 7d81496c69 test(diagnose): strip ANSI before help-output substring asserts (v0.56.0 CI fix)
Rich's CliRunner output on CI carries ANSI escape codes that split long
option names like `--badge` and `--diagnose-gate` across colour-reset
boundaries (`-\x1b[0m\x1b[1;36m-badge`), breaking naive `"--badge" in
result.output` substring checks. Same fix pattern as v0.55.0 CI hotfix.

Failures: tests/test_v0560.py::TestCli::test_diagnose_help and
TestTrainDiagnoseGate::test_help_lists_flag on all 9 CI matrix cells.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 15:16:54 +05:00
Alpamys 72189baba7 feat(diagnose): soup diagnose — post-training model report card (v0.56.0)
Six failure-mode probes (forgetting / refusal / format / mode_collapse /
memorization / contamination) + FailureReport frozen dataclass + SVG
badge + soup train --diagnose-gate. Same OK/MINOR/MAJOR taxonomy as
v0.26.0 Quant-Lobotomy.

- soup diagnose <run-id> [--evidence|--output|--badge|--attach-to-registry]
- soup train --diagnose-gate <evidence.json> refuses MAJOR runs
- diagnose_report added to registry._VALID_KINDS

Review wave (4 agents): 4 HIGH + 8 MEDIUM + 2 LOW addressed —
atomic+TOCTOU-safe badge write, typer.Exit (not sys.exit), realpath
containment, evidence size cap, contamination combined-complexity cap,
ReDoS probe, extras null-byte sanitisation, extract_row_text
centralisation, tokenize delegates to _eval_text.

Test count: 8676 -> 8849 (+123 in test_v0560.py + 50 net adjustments).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 15:03:00 +05:00
Alpamys 04c504e761 test(eval): strip ANSI before help-output substring asserts (v0.55.0 CI fix)
3 macOS CI failures from the v0.55.0 push — Rich wraps option names
with ANSI escapes when the terminal is narrow (macOS CI runners
default to a smaller width than Linux/Windows), so substring searches
like `"--goal" in result.output` fail because the actual output
contains `\x1b[1;36m-\x1b[0m\x1b[1;36m-goal\x1b[0m`.

Project precedent: v0.53.5 / v0.53.6 / v0.53.8 / v0.53.9 all hit the
same pattern; tests/test_auto_tuning.py and tests/test_eval_platform.py
already ship `_ANSI_RE` + `_strip_ansi` helpers.

Failures fixed:
  tests/test_v0550.py::TestCLIPlumbing::test_eval_design_help
  tests/test_v0550.py::TestEvalAgainst::test_against_help
  tests/test_v0550_followups.py::TestEvalAgainst::test_against_cli_help_lists_flag

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 13:10:53 +05:00
Alpamys 58d7d510bf feat(eval): soup eval design — derive evals from data (v0.55.0)
Trainer libraries help you RUN evals — none help you DEFINE them.
v0.55.0 closes that gap with 5 new subcommands:

- soup eval design <data> --goal "..."  → goal-conditioned EvalDesign
                                          (TF-IDF salience + scorer dispatch)
- soup eval discover <data>             → held-out canaries + memorization probes
                                          (farthest-first Jaccard clustering)
- soup eval lock + soup eval coverage   → SHA-256-checksummed artifact +
                                          gap analysis vs v0.54.0 task taxonomy
- soup eval gate-install --baseline R   → pre-push regression gate
                                          (paired-bootstrap CI, shlex.quote)
- soup eval against B --candidate C     → run-vs-run paired-bootstrap CI

Heuristic / CPU-only — no GPU required. Lazy imports across all 6 new
modules so `soup --help` startup remains < 200 ms.

New registry artifact kinds: eval_suite, canaries.
New tracker accessor: ExperimentTracker.get_metric_series(run_id, metric).

Security policy (all atomic-write + read surfaces):
  - cwd containment via os.path.realpath + commonpath
  - unconditional os.lstat + stat.S_ISLNK rejection (TOCTOU defence)
  - atomic write via tempfile.mkstemp + os.replace
  - shlex.quote for shell-script generation (NO hand-rolled escape)
  - MappingProxyType on every registry / metric / scorer map
  - frozen dataclass on every public return type
  - bool-as-int rejection on every numeric input
  - DoS caps: 10k subsample for TF-IDF + clustering hot paths

Review-fix coverage across 4 agents (python / security / code / tdd):
0 CRITICAL + 7 HIGH + 11 MEDIUM + 6 LOW resolved before commit.

Tests: 8571 → 8676 (+105 net).
Lint: ruff clean.
Smoke: every CLI command + every failure mode exercised in /tmp/soup_smoke.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-15 12:44:14 +05:00
Alpamys 9e18643ea0 test(advise): fix cross-platform CI failures in test_v0540
Two failures on ubuntu/macos/windows × py3.9/3.11/3.12 after v0.54.0
push:

1. test_env_null_byte_falls_back: monkeypatch.setenv can't set raw
   NUL into the OS env layer (POSIX execve + Win32 SetEnv both
   refuse). Switched to a temporary `advise_history.os.environ` swap
   so the helper's defence-in-depth NUL guard is still exercised
   without going through the C env layer.

2. test_default_missing_data: Click 8.0–8.1 returns rc=0 on
   `no_args_is_help=True` invocations; Click 8.2+ returns rc=2 (the
   "missing command" convention). CI runners had the newer Click;
   dev box had the older. Accept both renderings.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 21:58:58 +05:00
Alpamys 600686cd70 feat(advise): soup advise — pre-flight decision (v0.54.0)
`soup advise <data.jsonl> --goal "..."` returns one of PROMPT_ENG /
RAG / SFT / DPO / GRPO with a confidence, reason, and reverse-when
criterion BEFORE the user spends 8 hours on a GPU. Layer above
autopilot — autopilot picks hyperparams AFTER the training decision;
advise picks the training decision itself.

Three Parts:
- Part A: Verdict engine — TASK_CATEGORIES + CHOICES allowlists,
  frozen Verdict / DatasetProfile / ROIEstimate dataclasses, pure-
  Python classify_task + compute_dataset_profile + build_verdict
  rubric (DPO / GRPO floor 500 / PROMPT_ENG floor 50 / RAG / SFT).
- Part B: Probe runner — synth_probe_baselines + synth_probe_lora_delta
  heuristic stubs with forward-compat model/device/lr/timeout_seconds
  kwargs (v0.54.1 lifts to live model loading per stub-then-live
  cadence used by v0.27.0 MII / v0.37.0 multipack / v0.50.0 GRPO Plus).
- Part C: Cross-project learning — ~/.soup/advise_history.jsonl with
  cross-process file locking (fcntl on POSIX, sidecar <path>.lock +
  msvcrt on Windows). `soup advise compare` reads history; env
  override SOUP_ADVISE_HISTORY_PATH containment-checked to $HOME /
  $CWD / tempdir (mirrors v0.36.0 SOUP_BATCH_CACHE_PATH policy).

CLI: Typer subcommand group `run` / `explain` / `compare` plus argv
preprocessor in cli.py that maps `soup advise data.jsonl` →
`soup advise run data.jsonl`. Scoped to argv[1] == "advise" only
(code-review HIGH fix — defends against rewrites when an unrelated
arg contains the literal string "advise").

Schema: AdviseConfig (goal / probe / record) field on SoupConfig
honors the plan's cross-cutting bullet.

Security: cwd-containment + os.lstat + S_ISLNK symlink reject on
every path input; atomic writes via tempfile.mkstemp + os.replace
on scratch + history; per-line 64 KB cap + 16 MiB file cap on
history reads; bool / finite / NUL / oversize guards on every public
input; Rich markup escape on user-controlled output.

Reviewed by python / code / security / tdd / architect agents — every
finding fixed before commit (0 CRITICAL + 5 HIGH + 7 MEDIUM + 4 LOW).

Test count: 8400 → 8571 (+136 in tests/test_v0540.py, +35 net
adjustments to v0.53.x version-pin assertions to forward-compat >=).

Note: Windows CRLF / LF warnings during stage are .gitattributes-
governed and benign. CI runs on ubuntu-latest / windows-latest /
macos-latest × Python 3.9 / 3.11 / 3.12.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 21:48:19 +05:00
Alpamys cfdabf2b3b feat(v0.53.11): GRPO Plus finish + preference live
Closes v0.50.1 (#123, #126, #127), v0.49.1 (#119), v0.40.1 (#68).

#123 — live math kernels for 6 GRPO variants (gspo/dapo/dr_grpo/bnpo/
two_sided/rft) + `_GRPOTrainerVariant` HF Trainer subclass via
`make_grpo_trainer_variant` factory. Variant compute_loss reads kernel
inputs FIRST (no double-forward); falls back to super() only on missing
attrs. Case-insensitive variant normalisation before lru_cache.

#126 — PRMTrainerWrapper + `_PRMTrainer` HF Trainer subclass with real
compute_loss (gather hidden states at step_positions -> reward_head ->
MSE via compute_prm_loss). Dataset wrapped in datasets.Dataset.from_list
for HF Trainer compatibility. Bool-before-isinstance guard on batch_size.

#127 — GRPOStabilityCallback inherits transformers.TrainerCallback
(lazy), live EMA ref-model update in on_step_end with strict=True +
fallback-to-strict=False-with-WARNING on key mismatch (silent corruption
defence). math.isfinite guard on alpha.

#119 — LongLoRA forward override via LongLoRAForwardOverride context
manager with idempotent install (_soup_longlora_patched marker prevents
re-entry double-wrap), 256-char class name cap on regex match, restore
on __exit__ AND on exception.

#68 — true per-batch weighted-sum preference combine reading policy/ref
logps from TRL inputs + each compute_*_term kernel + combine_losses.
Explicit None checks on trainer attrs (no `or` on possibly-tensor),
DEBUG log on per-term skip.

Review fixes from 4 agents (python/code/security/tdd): 10 HIGH + 8
MEDIUM + 7 LOW — see CLAUDE.md v0.53.11 entry for the full list.

Test count: 8330 -> 8400 (+75 in test_v05311.py: 54 initial + 21
review-fix coverage gaps).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 15:40:34 +05:00
Alpamys 76f033a6ff feat(v0.53.10): Quick wins + packaging + UX wiring
7 issues closed:
- #150 [mix] pyproject extra bundles scikit-optimize so `soup data mix
  --optimize` runs the Bayesian loop instead of the v0.48.0 Dirichlet
  fallback; new describe_default_optimizer() helper labels the active
  backend without paying skopt's import cost.
- #113 [data-pro] extras (langdetect + presidio-analyzer) with lazy
  fall-through helpers in utils/data_score (broader language coverage +
  Presidio entity recognition on top of the v0.47.0 regex baseline).
  Llama-Guard-3-1B documented as a manual recipe (license + size).
- #154 SOUP_POSTHOG_KEY / SOUP_POSTHOG_ENDPOINT env override via
  sentinel-based explicit-vs-env precedence; HTTPS-only +
  RFC1918/link-local rejection on the endpoint; null-byte / control-char
  / >256-char rejection on the key.
- #152 --hub flag plumbed on chat / serve / infer / merge / export /
  push via shared utils/hubs.apply_hub_to_cli_model +
  prefetch_model_from_hub helpers; push uses upload_repo (skips
  HF-specific Collections + model-card auto-render on non-HF hubs).
- #153 `soup data download --hub modelscope|modelers` live SDK
  (lifts the v0.53.8 advisory-only path); friendly ImportError
  advisory when the SDK is missing.
- #155 Web UI Tool Outputs panel — `loadToolOutputs` polls
  /api/tool-outputs every 3s; XSS-safe DOM-built table (textContent
  per cell, no innerHTML for user-controlled fields); Bearer token
  threaded via the v0.53.9 window._authToken bootstrap.
- #156 SoupTrainerCallback.on_step_end records tool_calls counts
  from kwargs['inputs'] into the global tool buffer. Best-effort
  (# noqa: BLE001 per project policy — training must never crash).

13 review-fixes applied (4 HIGH / 5 MEDIUM / 4 LOW):
- HIGH PostHog explicit-endpoint precedence sentinel
- HIGH absolute path leak in local_path advisory reduced to relpath
- HIGH Rich markup escape on base / local_path / cache_dir
- HIGH callback # noqa: BLE001 per project policy
- MED `import time` moved out of try block
- MED oversize key + explicit-empty key rejection tests
- MED source-grep regression guards (advisory-removal, helper imports
  across 5 non-push commands)
- MED `prefetch_model_from_hub` outside-cwd cache_root rejection
- LOW empty-list + bool-True tool_calls no-op tests
- LOW push.py uses upload_repo + validate_hub_name regression guard

Test count: 8285 -> 8330 (+45 in tests/test_v05310.py).
Full suite green; ruff clean; on Win+Py3.10.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 13:58:20 +05:00
Alpamys e8422660a5 fix(tests): strip ANSI codes before help-output substring asserts (v0.53.9)
CI's Rich pipeline emits styled output that splits `--vocab-size` into
multiple ANSI-bracketed spans (e.g. `\x1b[36m-\x1b[0m\x1b[36m-vocab\x1b[0m\x1b[36m-size\x1b[0m`),
breaking naive `"--vocab-size" in result.output` checks. Locally Rich
auto-detects non-TTY and skips the codes, so the regression only shows
on CI (ubuntu/macos/windows × 3.9/3.11/3.12).

Fix: small `_plain()` helper using `re.sub(r"\x1b\[[0-9;]*m", "", ...)`
applied to the 7 failing assertions. Same approach already used in
several other v0.5x test modules.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 09:43:45 +05:00
Alpamys bde9d149a0 feat(v0.53.9): Live Dashboard + UX + Bench + Standalone CLIs
Eight features that close out the v0.44.x live-monitoring deferrals
plus a long tail of standalone CLI wins:

- #94  /api/train/stream async SSE with per-subscriber cursor + JS
       EventSource consumer; SoupTrainerCallback pushes TrainEvent on
       each on_log.
- #95  soup ui --public derives LAN IP via SOCK_DGRAM connect-trick,
       prints scannable QR; --auth-token override; SPA bootstrap
       hydrates window._authToken from ?token= + sessionStorage and
       cleans the URL via history.replaceState; CORS regex auto-widens
       to loopback + RFC1918 in public mode; set_auth_token rotation
       race fixed via threading.Lock.
- #98  soup serve --reasoning-parser strips <think>...</think> (and
       OpenThinker tags); pre-compiled regex with marker-token
       fast-path + 1 MiB cap + leading-newline-only strip.
- #100 ToolOutputsBuffer global singleton + /api/tool-outputs JSON
       endpoint; best-effort observation hook in callback.on_log.
- #15  soup tokenizer train: BPE training CLI with raw-path lstat
       symlink rejection, 50 MiB total / 8 KiB per-line caps,
       post-mkdir output-dir re-check, --special-token NUL/oversize
       dedup, vocab bounds [256, 200000].
- #26  soup bench --p50 --p95 renders extra per-prompt tail-latency
       Rich table; --prompts-file gains symlink rejection.
- #28  soup bench --backend auto: MLX weights.npz probe (per-entry
       lstat) -> config.json model_type keyword -> transformers
       fallback; SOUP_BENCH_BACKEND env hint.
- #12  examples/synthetic_workflow.{md,yaml} end-to-end walkthrough.

Review fixes: 0 CRITICAL + 11 HIGH + 14 MEDIUM + 9 LOW across the
python / code / security / tdd review agents. Notable HIGH:
- QR token now consumed by SPA (was unreachable previously).
- set_auth_token rotation lock-protected, 8-thread stress tested.
- Tokenizer input + output symlink TOCTOU defence on raw path.
- SSE generator switched to async (asyncio.sleep) for non-blocking
  multi-subscriber operation.
- CORS regex for --public LAN mode (the old fixed allowlist of
  http://0.0.0.0:port never matched a real Origin header).
- _has_mlx_weights per-entry lstat so a symlinked weights.npz can't
  trigger MLX dispatch.

Test count: 8257 -> 8285 (+57 in tests/test_v0539.py, minus the
relaxed v0.53.8 version-pin asserts in tests/test_v0538.py).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 04:28:19 +05:00
Alpamys 13ffc89058 chore: ignore out/ directory (training run artifacts)
Local training runs write to ./out/ by default (e.g. .checkpoint.json
from soup train). Add it to the existing training-outputs gitignore
block alongside output/ and checkpoints/.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 00:33:16 +05:00
Alpamys 53bb82afeb fix(v0.53.8.1): hatch artifacts directive — fix PyPI duplicate-filename 400
v0.53.8 PyPI publish failed with:
  400 Invalid distribution file. ZIP archive not accepted:
  Duplicate filename in local headers

Root cause: `[tool.hatch.build.targets.wheel.force-include]` shipped
`soup_cli/data/_fixtures/` AND `packages = ["soup_cli"]` recursed into
the same path, so both the wheel and sdist contained each JSONL twice.

Fix: switch from force-include to `artifacts = [...]` which adds
non-Python files to the existing package tree exactly once. Standard
hatchling pattern for shipping data files inside an already-packaged
directory.

Version bumped to v0.53.8.1 (patch) — same code surface, just a build
config fix. v0.53.8 GitHub release remains as the feature changelog;
PyPI ships under v0.53.8.1.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 00:18:20 +05:00
Alpamys 7b98982ab6 fix(test): v0.53.8 CI hardening — strip ANSI + use _repo_root() helper
Five v0.53.8 CI failures (ubuntu/macos × py3.9/3.11/3.12):

1. test_help_lists_hub_flag — Typer's Rich-rendered help wraps long
   option help across ANSI box-drawing lines; "--hub" appears as
   "│ --\nhub" in the CI terminal renderer. Strip ANSI + collapse
   whitespace before asserting.

2-5. test_pyproject_version / test_*_extra_present / test_force_include
   — used `Path("pyproject.toml")` (relative to cwd). CI invokes pytest
   from a different cwd than the repo root on at least one matrix
   entry. Switched to a `_repo_root()` helper that derives from
   `__file__` (matches v0.43.0 Part D demo_bundles approach).

Local re-run: 66/66 v0.53.8 tests pass after the fix.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-14 00:04:29 +05:00
Alpamys 6d2170c4f3 feat(v0.53.8): Remote data + Hubs + Trackers (wave 2) — 6 features
- #85 fsspec live loaders — data/loader.py routes the v0.42.0 fsspec
  scheme allowlist (s3:// / gs:// / gcs:// / az:// / abfs:// / abfss:// /
  oci://) through fsspec.open with validate_remote_uri containment
  BEFORE connection. Friendly Rich panel names the pip install
  advisory when the backend SDK is missing. Threads data.streaming
  + data.buffer_size. Row count capped at 1M.

- #130 Hub dispatcher live — utils/hubs.download_repo() and
  upload_repo() lazy-import per backend (huggingface_hub /
  modelscope / openmind_hub). Shared _validate_repo_id_shape (bool /
  null-byte / leading-slash / .. / control-char / oversize) + cwd
  containment on local_dir / folder_path. commands/train.py pre-fetches
  non-HF base into .soup_hub_cache/ (sanitised slug, idempotent on
  resume, cfg.base updated via model_copy). soup data download --hub
  flag plumbed. Multi-command rollout for chat / serve / infer / merge
  / export / push tracked for v0.53.9.

- #89 [trackers] pyproject extra bundles mlflow / swanlab / trackio;
  tracker_missing_dep_message surfaces a friendly pip install advisory
  via importlib.util.find_spec (non-executing probe).

- #90 utils/trackers.send_telemetry_payload — opt-IN via SOUP_TELEMETRY=1;
  lazy httpx; 1s hard timeout; HTTPS-only with SSRF re-validation
  (mirrors v0.51.0 hub endpoint policy); silent-fail on every exception.

- #93 Fixtures migrated to soup_cli/data/_fixtures/ — zipapp /
  namespace-package safe via [tool.hatch.build.targets.wheel.force-include];
  _bundle_source_path falls back to examples/data/ for editable installs.

- #69 utils/hf_space.detect_space_sdk(requirements_text) — picks
  "streamlit" / "gradio" from the rendered requirements.txt; closes
  the v0.40.2 known limitation that custom Spaces always defaulted to
  gradio. Wired into commands/deploy.py.

Review pass: python-review + code-review + security-review ran in
parallel; 16 findings fixed (3 HIGH + 8 MEDIUM + 5 LOW). Highlights:
cwd-containment on local_dir/folder_path, Windows ..\ traversal
defence on .soup_hub_cache slug, Pydantic model_copy(update=...)
instead of attribute mutation, idempotent pre-fetch via cache probe,
1M-row cap on remote materialisation, SSRF re-validation on
telemetry endpoint override, 256 KB cap on detect_space_sdk input,
modelscope.push_model commit_message kwarg removed (would TypeError
at runtime), find_spec instead of __import__ to avoid swanlab
side-effects.

Test count: 8162 -> 8257 (+66 in tests/test_v0538.py + 29 net adjustments).
Lint clean. CPU smoke: version, --help, load_config_from_string with
hub: modelscope passes; mlx + non-HF rejected; data download --hub
modelscope advisory rendered; detect_space_sdk live on real
requirements.txt bodies; package-data fixtures resolve from
soup_cli/data/_fixtures/.

v0.53.7 known limitation #1 (bash 501 marker) bumped to v0.53.9.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 23:55:23 +05:00
Alpamys 0ddefc5c6f docs: SECURITY.md v0.53.7 per-version fix note
Audit follow-up — v0.53.7 was added to the supported-version list but
the per-version security fix paragraph was missing. Add the dense
hardening summary matching the v0.53.6 / v0.53.5 style: bash 501 revert
rationale, atomic checkpoint write, _node_seed lstat-on-raw-path,
failed_reason redaction, Bearer auth gate on tool endpoints, SSE header
injection defence, vLLM /v1/messages loopback CORS, atomic Arrow save,
cache-hash gate on pre_tokenized short-circuit, prompt_strategy
trusted-input limitation. Docs-only — no version bump.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 20:11:18 +05:00
Alpamys a26511f868 fix(test): v0.53.7 — symlink test accepts either rejection branch
test_load_jsonl_rows_rejects_symlink: when the symlink target is outside
cwd, is_under_cwd's realpath resolution catches it before the lstat check
fires. Both rejections are valid security guards; broaden the regex to
match either error message ("symlink" or "under cwd").

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 19:55:16 +05:00
Alpamys 9c9f962676 fix(test): v0.53.7 CI hardening — importorskip(fastapi) + Arrow target setup
CI run 25805598433 failed across all 9 OS×Python cells:
- TestToolEndpointsLive / TestAnthropicMessagesStreaming /
  TestReviewFixesVllmAnthropicLive ModuleNotFoundError: fastapi (CI does
  not install [serve] extra) → autouse fixture pytest.importorskip()
- test_load_pretokenized_dataset_rejects_symlink:
  load_pretokenized_dataset called datasets.load_from_disk on the symlink
  target before the lstat check ran → moved the lstat + S_ISLNK check
  to the entry of the helper so symlinks reject before any load attempt
- test_redact_exc_message_handles_windows_paths: hardened _redact_exc_message
  to strip both POSIX absolute paths and Windows-style paths regardless
  of host platform

Local pytest tests/test_v0537.py: 112 passed, 7 skipped.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 19:45:21 +05:00
Alpamys 18d8b36114 feat(v0.53.7): Data Forge + Pipeline live (wave 1) — 11 items
Closes v0.47.0 deferrals (#111, #112), community QA (#75), v0.42.1 wave 1
(#87, #86, #88), and 5 v0.53.6 stub-to-live carry-overs (#102 vLLM parity
+ SSE streaming, #103 tool HTTP endpoints, #105 instantiate_trainer_plugins,
#106 run_recipe DAG runner).

- #88 markdown ingest heading split (split_markdown_by_headings)
- #112 soup data decontaminate --benchmark-file (cwd-contained operator
  corpus + symlink rejection)
- #87 prompt_strategy live resolver (resolve_prompt_strategy + lru_cache,
  importlib-based; per-row hook in sft_format.py)
- #86 soup data preprocess AOT tokenize (atomic Arrow shard write + cache
  metadata sidecar; SFT + Pretrain wrappers short-circuit on
  format='pre_tokenized' + tokenized_path with cache-hash gate)
- #111 forge --judge-provider {ollama,anthropic,vllm} live (lazy v0.20.0
  providers; SSRF parity)
- #75 QA log entry for synth-data provider manual smoke
- #106 run_recipe LIVE for 6 NODE_KINDS (seed / llm_text / code / judge /
  validator / sampler); atomic checkpoint via tempfile.mkstemp; resume
  rehydrates predecessor outputs from per-node sidecar JSONL; lstat-on-
  raw-path symlink rejection (v0.33.0 #22 TOCTOU parity); failed_reason
  path-redacted
- #105 instantiate_trainer_plugins LIVE for cce_plugin / grokfast /
  spectrum / llmcompressor / sonicmoe / math_verify (lazy imports,
  friendly pip-install advisory on missing dep)
- #103 POST /v1/tools/python + /v1/tools/web_search LIVE (Bearer auth gate,
  deny-by-default domain allowlist, 5s timeout, 5-result cap). bash
  reverted to HTTP 501 — security review caught /bin/sh -c child escapes
  RLVR sandbox's OS-level isolation; deferred to v0.53.8.
- #102 vLLM /v1/messages parity LIVE on both backends; CORS loopback-only
- #102 Anthropic-shape SSE streaming on /v1/messages LIVE; Cache-Control:
  no-store; CRLF/NUL/oversize strip on model+msg_id (header injection)

Review fixes (1 CRITICAL + 11 HIGH + 17 MEDIUM + 10 LOW from python-reviewer
+ code-reviewer + security-reviewer + tdd-guide) all addressed in this commit.

Test count: 8051 → 8162 (+111 in tests/test_v0537.py).
Test files: 189 → 190.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 19:28:11 +05:00
Alpamys c9e32f4e19 fix(test): v0.53.6 CI hardening — importorskip(fastapi) + strip ANSI
CI failures on `tests/test_v0536.py`:

1. `ModuleNotFoundError: No module named 'fastapi'` on Ubuntu/macOS runners
   — fastapi is in the [serve] extra, not [dev]. Added
   `pytest.importorskip("fastapi")` to all 7 tests that use TestClient
   (matches the pattern in `_build_app`).

2. `--execute` / `--output` / `v0.53.7` substring checks failed because
   CI terminals render Typer/Rich help text with style spans (`-` and
   `-execute` end up in separate `\x1b[...]m` runs). Added `_strip_ansi`
   helper + wrapped 5 substring checks. Same fix pattern as the v0.53.5
   `--live` CI fix on test_v0535.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 17:22:16 +05:00
Alpamys 70326f1aa7 feat(v0.53.6): plugin callback + Anthropic /v1/messages + n-gram spec + 3 stubs
Ships v0.53.6 "Plugin + Agent + Anthropic API" — 6 features, 3 live and
3 stub-then-live with v0.53.7 markers.

LIVE
- #101 SoupPluginCallback fans HF Trainer events to enabled Soup plugin
  hooks (pre_train/post_train/pre_step/post_step). Hook exceptions
  swallowed at WARNING. Hook snapshot collected once and passed to ctor
  (race-free per code-review fix). Wired into all 13 transformer-backend
  trainers via utils/peft_wiring.attach_plugin_callback.
- #102 POST /v1/messages on transformers backend reuses the v0.45.0
  anthropic_messages converter + existing chat handler. Streaming -> 501.
  Validation errors -> generic 'Invalid request' body, details at DEBUG
  (security-review redaction fix).
- #104 n-gram speculative decoding: NgramSpecConfig.num_draft_tokens
  threaded through model.generate(prompt_lookup_num_tokens=N).
  Mutually exclusive with assistant_model.

STUB-THEN-LIVE (v0.53.7)
- #103 /v1/tools/{python,bash,web_search} return HTTP 501.
- #105 instantiate_trainer_plugins validates then NotImplementedError.
- #106 run_recipe + 'soup data recipe --execute --output <dir>' with
       CLI-side is_under_cwd containment before the live runner.

Tests: 7998 -> 8051 (+53 in tests/test_v0536.py). Lint clean.
Three review agents (python / code / security); every HIGH/MEDIUM fixed.
TDD coverage gaps closed (ngram-None regression, max_tokens cap,
run_recipe boundaries, console-print failure swallow).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 17:10:16 +05:00
Alpamys 8bd67f697f fix(test): strip ANSI before --live substring check (v0.53.5 CI fix)
Rich splits the `--live` token across ANSI colour codes on narrow CI
terminals (`-\x1b[0m\x1b[1;36m-live`), so the raw-output substring
assertion failed on macOS/Windows runners but passed locally on a wide
terminal. Strip ANSI escapes before the check — matches how earlier test
files (e.g. test_v0402_part_b) handle Rich-coloured `--help` output.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 16:04:49 +05:00
Alpamys bc1f060da9 feat(adaptive): v0.53.5 — Adaptive Training (BETA → stable)
Closes #114, #115, #116, #117, #118, #17 — lifts every v0.48.0 BETA
deferral and adds the deepseek-v3-reasoning recipe.

- #114 DynamicCurriculumCallback live (TrainerCallback + all_reduce + JSONL)
- #115 curriculum_dynamic schema gate widened to 13 transformer trainers
- #116 soup data mix --live runs real proxy soup train subprocesses
- #117 skopt.Optimizer(GP) wrapped behind OptimizerProtocol
- #118 MixOptimizationReport.elapsed_seconds excludes failed candidates
- #17 deepseek-v3-reasoning GRPO recipe

Test count: 7935 → 7998 (+63). 4 review agents (python/code/security/tdd)
ran sequentially; every CRITICAL→LOW finding fixed.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 15:55:28 +05:00
Alpamys 89b06efb8c feat(longctx): v0.53.4 — Long Context + Architecture
Six closes lifting the v0.49.0 LongLoRA hardening + v0.41.0 LLaMA Pro
deferred stubs, plus a UX upgrade to the CUDA-OOM friendly message:

- #11   utils/errors.py: OOM hint now names --batch-size / --grad-accum
- #122  flash_attn.is_flash_attn_v3_available() + LongLoRA+FA3 schema reject
- #120  LongLoRA arch allowlist expansion (Mistral / Qwen / Phi); Mixtral
        intentionally excluded (regex matches the bare 'mistral' token only)
- #121  apply_long_context_config auto-detects 'llama3' when caller passes
        rope_scaling_type=None and the model config carries a Llama 3.1
        rope_scaling block
- #83   block_expansion.expand_model_blocks LIVE (deepcopy last-N blocks,
        zero-init residual projections, append, bump num_hidden_layers) +
        apply_llama_pro_freeze + shared apply_block_expansion_if_configured
        helper wired into SFT + Pretrain (mirrors v0.40.6 peft_wiring
        centralisation policy so SFT and Pretrain stay in lock-step)
- #74   HF push surface QA — test plan recorded in tests/qa/v053_qa.md;
        live execution against a private HF repo deferred to a credentialed
        contributor

Review pipeline (python / code / security / tdd agents) ran; every
CRITICAL -> LOW finding addressed:
- bool-first guards in _check_model_name (defends against int subclass)
- is_supported_longlora_arch defensive non-string surface (returns False,
  never raises) matching v0.53.3 is_known_vlm_base policy
- _truncate_for_message(value, limit=64) bounds the base echo in
  LongLoRA error messages (security MEDIUM, mirrors v0.34.0 crash.py)
- null-byte + non-string TypeError guards on validate_longlora_compat
  task / backend params (matches v0.50.0 validate_long_context_grpo_compat)
- _get_layers_module uses explicit `is None` not falsy shortcut (defends
  against nn.Module.__bool__ overrides on subclasses)
- _zero_init_block_residual returns bool + warnings.warn when neither
  standard projection matches the cloned block (non-Llama-shaped arches
  still train but lose the LLaMA Pro identity-init guarantee)

Test count: 7879 -> 7935 (+56 net; +49 in new tests/test_v0534.py).
Lint clean. CPU smoke verified on a real transformers.LlamaForCausalLM:
4 -> 6 layers, down_proj + o_proj actually zeroed on PyTorch tensors,
old blocks frozen + new blocks trainable, forward pass finite.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 14:52:10 +05:00
Alpamys 29f875f6ef feat(grpo): v0.53.3 — grpo_fp16 routing + vision-GRPO VLM base probe
Two surgical fixes from the v0.50.0 GRPO Plus deferred-stub family land:

- #128 grpo_fp16 routing: GRPOTrainerWrapper._build_precision_kwargs
  returns {fp16, bf16} per (device, grpo_fp16) matrix (CPU/MPS/XPU →
  both False, CUDA + grpo_fp16=True → fp16/!bf16, default CUDA →
  legacy bf16). SoupConfig._validate_grpo_fp16_amp_exclusive rejects
  the silent-mutex combo with auto_mixed_precision=True; short-circuits
  when task != 'grpo' so the v0.50.0 task-gate diagnosis fires first.

- #129 vision-GRPO base probe: KNOWN_VLM_REGEX covers 10 VLM families
  (Qwen2-VL/Qwen2.5-VL/QVQ/Pixtral/InternVL/Llama-3.2-Vision/LLaVA/
  MiniCPM-V/Idefics/ShareGPT4V/Fuyu) with word-boundary anchors;
  is_known_vlm_base returns False (never raises) on bad input;
  validate_vision_grpo_compat now accepts optional base kwarg with
  64-char error-message truncation. YAML pairing vision_grpo: true
  with a non-VLM base is rejected at schema load with a friendly
  families listing instead of a cryptic runtime AttributeError.

Scope: 4 larger v0.53.3 items (#127 stability callback, #123 GRPO
variant losses, #126 PRMTrainerWrapper, #68 multi-objective preference
live combine) are scope-deferred to v0.53.4 — each warrants its own
focused release per the v0.40.x stub-then-live cadence.

Tests: 7842 -> 7879 (+37 in tests/test_v0533.py). Four review agents
(python/code/security/tdd) ran; every HIGH/MEDIUM/LOW finding fixed
(task-gate priority short-circuit, MPS branch documented, 64-char
error truncation, QVQ regex coverage, 512-byte boundary test).

Two pre-existing v0.50.0 Part E tests migrated `base: test-llama` ->
`base: Qwen/Qwen2-VL-7B-Instruct` to clear the new probe.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 13:42:06 +05:00
Alpamys 2292e81c3f feat(modality): v0.53.2 — lift Modality II stubs (distill + classifier + EBFT/GDPO + reasoning_effort)
Closes #132, #133, #135, #137. Records #71 ONNX QA (partial — tiny-gpt2
PASS, TinyLlama-1.1B blocked by host RAM during onnx.load post-process).

New trainer wrappers:
- DistillTrainerWrapper (soup_cli/trainer/distill.py) — student + frozen
  teacher, KL/JS divergence kernels scaled by T**2, device-bridge for HF
  Trainer auto-CUDA promotion, DataCollatorForSeq2Seq for variable-length
  loss-masked rows, separate trust_remote_code resolution per model.
- ClassifierTrainerWrapper (soup_cli/trainer/classifier.py) — single/multi
  label sequence classification, 1024-entry multi-label cap, label_names
  string-to-int resolution. Routes classifier / reranker / cross_encoder.

Live loss kernels:
- apply_ebft_loss (structured / strided) + attach_ebft_compute_loss (SFT)
- apply_gdpo_loss (standard / length_normalized / margin) +
  attach_gdpo_compute_loss (DPO). Both attach hooks idempotent.

Prompt-format wiring:
- apply_reasoning_effort_prefix injects gpt-oss
  <|reasoning_effort|>{low,medium,high}<|/reasoning_effort|> header.
- build_assistant_only_labels(train_on_eot=True) keeps EOT/EOS unmasked.

Bugs surfaced + fixed during Wave 3 CPU smoke (regression guards in tests):
- Distill collator did not pad pre-tokenised labels (variable-length crash)
- Distill compute_loss device-mismatch when HF Trainer auto-promoted
  student to CUDA while teacher stayed on CPU.

Tests: 7722 -> 7842 (+120 in test_v0532.py). 5 review agents run; every
CRITICAL/HIGH/MEDIUM/LOW finding fixed.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 12:56:50 +05:00
Alpamys 2ea26df5ea fix(v0.53.1): CI green — inspect click params directly instead of asserting on Rich --help output
The three CLI tests added in the previous commit (test_help_lists_measure_flag,
test_save_format_help_lists_flag, test_torchao_help_lists_quant_config)
assumed the literal option name (e.g. `--measure`, `--save-format`,
`--quant-config`) would appear contiguously in CliRunner-captured
output. On CI runners the terminal defaults to 80-col and Rich wraps
long option names across lines, splitting the literal string.

Fix: walk `typer.main.get_command(app).params` and collect every `opt`
+ `secondary_opt` into a set, then assert membership. The test now
verifies what we actually care about (the option is registered) without
depending on Rich's wrapping behaviour.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 00:24:59 +05:00
Alpamys 725696b1da feat(v0.53.1): Quant Menu II + Export pipeline live
Lift six v0.53.0 deferred stubs from NotImplementedError to live wiring:

- #82 autopilot pre-quantized base detection
  utils name regex over gptq/awq/aqlm/eetq/fp8/mxfp4 with word-boundary
  anchoring + HQQ Nbit extraction + config.json quantization_config probe
  (cwd-contained + symlink-rejected). decide_quantization() short-circuits
  the VRAM heuristic when prequantized is set. autopilot pipeline auto-
  applies so TheBloke/Llama-2-7B-Chat-GPTQ is recommended gptq instead of
  4bit-on-top-of-quantized.

- #142 merge_4bit + export_torchao live writers
  soup merge --save-format {fp16|4bit|4bit_forced}: single BNB-4bit
  merged checkpoint without the dequant->merge->requant cycle (fixes
  wrong-name llm_int8_skip_modules to bnb_4bit_skip_modules per code-
  review). soup export --format torchao --quant-config <yaml>: torchao
  .quantize_ + save_pretrained with per-scheme closed kwarg allowlist
  (Int4WeightOnly accepts {group_size, inner_k_tiles}, NVFP4 accepts
  nothing extra; dunder + unknown keys rejected per security-review H1).
  load_quant_config enforces yaml.safe_load + 256 KB cap + extension
  allowlist + cwd containment + S_ISLNK rejection.

- #139 export_advanced_gguf via llama.cpp imatrix
  3-stage pipeline: convert_hf_to_gguf.py -> optional imatrix ->
  quantize. argv-list subprocess (no shell), 30-min timeout, realpath-
  verified convert script stays inside llama_cpp_dir (security-review
  M5). _prepare_calibration_text accepts JSONL with text/prompt/content
  field aliases + raw text fallback; strips null bytes, collapses
  newlines, 8 KB per-line + 50 MB total cap (security-review M1); POSIX
  O_NOFOLLOW closes the TOCTOU window between dispatch-time check and
  open() (security-review M3). UD- prefix stripped before passing to
  llama-quantize. _safe_stderr Rich-escapes subprocess stderr before
  embedding in RuntimeError (security-review L4).

- #109 soup deploy autopilot --measure
  Live Quant-Lobotomy scorecard: classifies each candidate quant OK /
  MINOR / MAJOR (thresholds 2% / 5% mirror v0.26.0 Part D). Results
  cached at ~/.soup/deploy_autopilot_cache.json (atomic write, 0o600
  perms on POSIX, S_ISLNK rejection on BOTH load and save). pick_best
  soft-fallback now picks max-by-delta (was max-by-after) matching the
  v0.33.0 #54 design intent. _DEPLOY_MEASURE_BEFORE_GEN / _AFTER_FACTORY
  module-level hooks act as the stop-gap escape hatch until v0.46.1
  ships first-party transformers / vLLM generator factories.

- #70/#72 manual QA log scripted at tests/qa/v053_qa.md with exact
  reproduction recipes + acceptance criteria for the CUDA + llama.cpp
  smokes that can't run on the CI runners.

Shared cleanup:
- soup_cli/utils/paths.enforce_under_cwd_and_no_symlink consolidates the
  v0.33.0 #22 TOCTOU pattern previously copy-pasted in save_formats.py
  and gguf_quant.py (code-review HIGH fix).

Reviews ran: python / code / security / tdd. Every CRITICAL / HIGH /
MEDIUM / LOW finding fixed or documented.

Test count: 7610 -> 7722 (+112 across 4 new files).

Known limitations: live GPU + bitsandbytes / torchao smokes for the
new merge / export paths remain pending (recipes in QA log); injected-
generator escape hatch is non-public until v0.46.1; cache key truncates
base_sha to 16 hex (1-in-2^32 collision floor).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-13 00:16:03 +05:00