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Author SHA1 Message Date
Ashish
23d73ae070
test(evals): add offline fidelity regression gate (recall-based, zero-model) (#1187)
## Description

Headroom's lossy compression drops rows/lines using statistical
heuristics but **never checks that meaning survived** — a dropped `OOM
killed worker 3` line can silently flip a model's answer with no signal
that compression caused it. The repo already ships a quality-metric
toolkit (`headroom/evals/metrics.py`) and a `weekly-suite` eval job, but
neither gates the compression path on a PR.

This adds a **per-PR fidelity regression gate**: compress vendored
golden tool-outputs through SmartCrusher's lossy path and assert the
evidence that answers each case's question survives. It is the first of
a planned trio (this is the "offline gate" half of the fidelity work);
query-aware retention and a hard token-budget API are documented
follow-ups.

Closes #

## Type of Change

- [ ] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Performance improvement
- [ ] Code refactoring (no functional changes)

## Changes Made

- **Blocking gate** (`tests/test_compression_fidelity_regression.py`):
compresses each golden case via `smart_crush_tool_output(...,
with_compaction=False)` and scores with `compute_information_recall`.
Two assertions:
- **Per-case critical recall == 1.0** — every `answer_evidence` string
(placed in error/anomaly rows, the documented SmartCrusher retention
guarantee) must survive.
- **Aggregate recall ≥ committed baseline** (`baseline.json`, tol 0.02)
— catches softer regressions.
- **Vendored fixtures** (`tests/fixtures/fidelity_golden/`):
deterministic `_generate.py` emits `cases.json` (4 cases: OOM crash,
payment exception, latency anomaly, CI failure) + `baseline.json`.
- **Non-blocking weekly report** (`.github/workflows/eval.yml`): one
step in the existing `weekly-suite` job (schedule/manual only) reuses
the existing `evaluate_information_retention` runner for a recall report
on the production routing path.
- **Pure reuse**: scoring (`evals/metrics.py`), compressor
(`smart_crush_tool_output`), and the weekly runner
(`evaluate_information_retention`) all already existed.

### Design notes

- **Zero new CI setup.** The blocking gate runs in the existing `[dev]`
test shard — no new workflow, no new deps, **no model, no network, no
secrets** (verified under `HF_HUB_OFFLINE=1`). It deliberately uses
small hand-made structured fixtures rather than the repo's HuggingFace
dataset loaders, which would require a network download + ModernBERT and
don't belong in a fast PR gate.
- **Scope:** structured JSON tool-output (the dominant, deterministic,
model-free case). Real-dataset (HotpotQA/BFCL) recall — which needs
`[all]` + a local model — is a **documented follow-up PR**, and the
`weekly-suite` job (which genuinely runs every Monday) is its natural
home.

## Testing

- [x] Unit tests pass (`pytest`)
- [x] Linting passes (`ruff check .`)
- [x] Type checking passes (`mypy headroom`)
- [x] New tests added for new functionality
- [x] Manual testing performed

### Test Output

```text
$ HF_HUB_OFFLINE=1 python -m pytest tests/test_compression_fidelity_regression.py -v
tests/test_compression_fidelity_regression.py::test_critical_evidence_survives_compression[logs_oom] PASSED
tests/test_compression_fidelity_regression.py::test_critical_evidence_survives_compression[payment_exception] PASSED
tests/test_compression_fidelity_regression.py::test_critical_evidence_survives_compression[latency_anomaly] PASSED
tests/test_compression_fidelity_regression.py::test_critical_evidence_survives_compression[ci_test_failures] PASSED
tests/test_compression_fidelity_regression.py::test_aggregate_recall_not_regressed PASSED
============================== 5 passed in 0.18s ===============================
```

## Real Behavior Proof

- **Environment:** local checkout of `feat/fidelity-regression-gate`,
`pip install -e ".[dev]"`, `HF_HUB_OFFLINE=1 TRANSFORMERS_OFFLINE=1`
(proves no model/network).
- **Exact command / steps:** `HF_HUB_OFFLINE=1 python -m pytest
tests/test_compression_fidelity_regression.py -q` → `5 passed in 0.14s`.
- **Negative control (proves the gate has teeth):** compressing
`logs_oom` and probing for a benign row that compression legitimately
drops returns `recall = 0.00, lost = ['heartbeat ping 25']` — i.e. the
gate fires when critical evidence is dropped, so it is not trivially
green.
- **Weekly (non-blocking) step verified locally:**
  ```text
  Information retention: 50/50 cases >=0.9 recall, avg compression 65.7%
  ```
- **Not tested:** real-dataset (HotpotQA/BFCL) recall and
prose/ModernBERT compression — intentionally deferred to a follow-up PR
targeting the weekly job.

## Review Readiness

- [x] I have performed a self-review
- [x] This PR is ready for human review

## Checklist

- [x] My code follows the project's style guidelines
- [x] I have performed a self-review of my code
- [x] I have commented my code, particularly in hard-to-understand areas
- [x] I have made corresponding changes to the documentation
- [x] My changes generate no new warnings
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] New and existing unit tests pass locally with my changes
- [ ] I have updated the CHANGELOG.md if applicable

## Additional Notes

- CHANGELOG/version intentionally untouched: repo uses
**release-please**.
- **Follow-up PR (planned):** wire the real HotpotQA/BFCL loaders
(`headroom/evals/datasets.py`) into the `weekly-suite` job for genuine
benchmark-scale recall coverage (model-allowed, non-blocking). Further
follow-ups from the same design: a live per-request fidelity guardrail,
query-aware lossy retention, and a hard `target_tokens` budget API.

Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-22 22:53:59 -05:00
dependabot[bot]
e408012c2b
ci: bump dtolnay/rust-toolchain from 1.95.0 to 1.100.0 in the actions-minor-patch group (#849)
Bumps the actions-minor-patch group with 1 update:
[dtolnay/rust-toolchain](https://github.com/dtolnay/rust-toolchain).

Updates `dtolnay/rust-toolchain` from 1.95.0 to 1.100.0
<details>
<summary>Commits</summary>
<ul>
<li><a
href="4a76a4951e"><code>4a76a49</code></a>
toolchain: 1.100.0</li>
<li>See full diff in <a
href="https://github.com/dtolnay/rust-toolchain/compare/1.95.0...1.100.0">compare
view</a></li>
</ul>
</details>
<br />


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Dependabot will resolve any conflicts with this PR as long as you don't
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Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: JerrettDavis <mxjerrett@gmail.com>
2026-06-11 19:44:15 -05:00
Ashish
53a08c63bf
feat(evals): add zero-cost tool schema compaction integrity eval (#817)
## Summary

- Adds `evaluate_tool_schema_compaction()` and
`generate_tool_schema_cases()` to `CompressionOnlyRunner`
- Four built-in cases cover the property-name vs annotation-key
distinction: `title`, `deprecated`, `readOnly`, and all four at once
- Each case asserts: byte count shrinks (annotations stripped), all
`must_preserve` property names survive in `properties`, no `required`
entry points to a stripped key, root-level schema annotations
(`$schema`, `title`) are dropped
- Wires the new eval into `.github/workflows/eval.yml` alongside the
existing CCR round-trip smoke step — runs on every PR touching
`headroom/transforms/**`, `headroom/evals/**`, or
`headroom/compress.py`, at zero API cost

## Motivation

PR #785 fixed a bug where the compaction pass stripped property *names*
that happened to match DROP_KEYS (e.g. a field literally called
`title`). This eval encodes the invariant that fix established so future
changes to the compaction logic can't silently regress it.

## Test plan

- [ ] `pytest
tests/test_evals_metrics.py::test_tool_schema_compaction_integrity` —
all 4 cases pass, `total_tokens_saved > 0`
- [ ] CI smoke step "Run tool schema compaction integrity eval (zero
cost)" passes with no API key required

## Real behavior proof

```
$ pytest tests/test_evals_metrics.py::test_tool_schema_compaction_integrity -v
PASSED [100%]
1 passed in 0.53s
```

Zero API calls, zero cost. Runs in under 1 second.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-10 16:03:42 -05:00
Patrick A
53d2342291
ci: speed up GitHub Actions — path filters, caching, timeouts, version upgrades (#620)
* ci: speed up GitHub Actions - path filters, caching, timeouts, version upgrades

Performance improvements:
- init-e2e.yml, wrap-e2e.yml: add path filters so e2e Docker builds only run when
  e2e-related files change (saves ~10 min per irrelevant PR push)
- init-e2e.yml, wrap-e2e.yml: add concurrency groups to cancel superseded PR runs
- ci.yml: add pip caching to lint and build jobs
- ci.yml: cache actionlint + act binaries in workflow-validation (skip curl on hits)
- eval.yml: add pip caching to smoke-test and weekly-suite jobs
- docs.yml: add pip caching for mkdocs-material install
- rust.yml: replace cargo install --locked cargo-audit/deny with taiki-e/install-action
  (prebuilt binaries; saves 2-5 min per audit run)

Bug fixes:
- docker.yml: fix actions/checkout@v6 -> @v4 (v6 does not exist; would break all
  Docker builds on every release/PR touching docker paths)

Version upgrades:
- wagoid/commitlint-github-action: @v5 -> @v6
- devcontainers.yml: docker/setup-buildx-action@v3 -> @v4 (align with docker.yml)

Safety improvements:
- ci.yml: add timeout-minutes to all 13 jobs (changes, lint, build-wheel,
  prefetch-model, test x4, test-extras, test-agno, commitlint, build,
  workflow-validation, docker-native-e2e, windows-native-wrapper, macos-native-wrapper)
- docker.yml: add timeout-minutes to docker-build (75m), docker-manifest (20m),
  promote-latest (10m)
- eval.yml: add timeout-minutes to smoke-test (30m); bump weekly-suite 60->90m
- rust.yml: add timeout-minutes to test (30m), wheels (45m), audit (20m)

Observed wall-clock impact on recent PRs:
- Init E2E and Wrap E2E were running on every single PR push regardless of content
- CI workflow was taking 12-17 min; path filters reduce unnecessary e2e runs to 0

* fix(ci): bust actionlint+act cache when workflow file changes

Static cache key 'ci-tools-actionlint-act-v1' never invalidated on
tool version updates. Switched to hashFiles('.github/workflows/ci.yml')
so the cache busts automatically whenever the download scripts are
updated to point at a newer release.

Flagged by adversarial review (Architecture + Testing/Reliability personas).

* fix(ci): add missing Dockerfile COPY paths to e2e path filters

e2e/init/Dockerfile and e2e/wrap/Dockerfile COPY files not covered
by the initial path filter set:

  init-e2e: Cargo.toml, Cargo.lock, rust-toolchain.toml, uv.lock,
            .claude-plugin, .github/plugin/**, plugins/headroom-agent-hooks/**
  wrap-e2e: Cargo.toml, Cargo.lock, rust-toolchain.toml, uv.lock,
            sdk/typescript/**, plugins/openclaw/**

Without these, a Rust toolchain bump or SDK change on a PR would
skip the e2e gate entirely, only catching it on the merge to main.

Flagged by adversarial review (Domain/Correctness persona).

* fix(devcontainer): upgrade uv to >=0.7.0 to parse uv.lock revision=3

* fix(devcontainer): set UV_SKIP_WHEEL_FILENAME_CHECK=1 in post-create.sh for gitpython wheel

* ci: bump actions/checkout and actions/setup-node to v5 (Node.js 20 EOL Jun 16)

* fix(devcontainer): export UV_SKIP_WHEEL_FILENAME_CHECK so uv run also skips wheel check

* ci: bump all GitHub Actions to latest versions (Node.js 24)

* fix(test): accept release-please-action v4 or v5 in workflow assertion

* fix(format): ruff format test_release_workflows.py
2026-06-05 14:32:53 -08:00
JerrettDavis
2fd48260f6 ci: skip live evals without credentials 2026-05-11 13:35:24 -05:00
chopratejas
a281de6bb0 fix(ci): skip smoke OpenAI eval cleanly when OPENAI_API_KEY secret unset
The smoke-test job in .github/workflows/eval.yml has been silently
broken on every PR that touches headroom/transforms/**, evals/**, or
compress.py. Root cause: the public chopratejas/headroom repo has zero
Actions secrets configured (`gh api repos/chopratejas/headroom/actions/secrets`
returns `{"total_count":0,"secrets":[]}`), so OPENAI_API_KEY resolves
to the empty string and `openai.OpenAI()` raises OpenAIError at client
init before any compression code runs.

Fix: gate the live OpenAI eval step on a non-empty key and emit a
GitHub `:⚠️:` annotation when skipped, so the skip is loud in
the run summary (per the project's "no silent fallbacks" rule). The
CCR round-trip step above remains the mandatory gate — it tests real
compression logic with zero external dependencies.

Operators who DO wire OPENAI_API_KEY as a repo secret get the live
eval as before.

Test plan:
- yaml syntax validated locally
- Will re-run on PR #400 push; expect smoke-test to pass with the
  :⚠️: annotation visible in the run summary.

Refs: F2.1 (unblocks merge of #400)
2026-05-05 18:07:15 -07:00
chopratejas
2a91cbb4b4 refactor: single-wheel maturin build backend (fixes #355)
Eliminates the dual-package architecture that was the root cause of #355.
`pip install headroom-ai` now produces ONE wheel containing both the Python
source (headroom/*.py) and the compiled Rust extension (headroom/_core.so).
No more separate `headroom-core-py` package, no more chicken-and-egg with
PyPI publication, no more wheelhouse / PIP_FIND_LINKS / composite-action
plumbing in CI.

This is the canonical pattern used by cryptography, polars, ruff,
pydantic-core, and other Rust-as-core Python packages. Honors the
"Rust as core engine" direction.

## What changed

- pyproject.toml: `[build-system]` swapped from hatchling to maturin.
  `[tool.hatch.*]` deleted; `[tool.maturin]` added pointing at
  `crates/headroom-py/Cargo.toml` for the cdylib. `python-source = "."`
  picks up the root `headroom/` package directly (dashboard HTML
  templates and other non-Python files included automatically).
- crates/headroom-py/pyproject.toml: deleted. The crate is no longer a
  separate published package; its Cargo.toml stays as the cdylib build
  target invoked via `[tool.maturin] manifest-path`.
- crates/headroom-py/python/: deleted (placeholder layout for the old
  separate package).

## CI updates

- ci.yml: `test` / `test-extras` / `test-agno` jobs simplified — Rust
  toolchain set up before `pip install -e .` (which now invokes maturin
  via build-system). Removed the "build wheel + symlink .so" dance.
  `build` job swapped from `python -m build` (hatch) to
  `maturin build` + `maturin sdist`.
- release.yml: collapsed dual-package matrix into one. New `build-wheels`
  matrix produces cross-platform wheels for cp310/11/12/13 ×
  {linux x86_64, linux aarch64, macos x86_64, macos aarch64}. New
  `collect-dist` aggregator merges artifacts. publish-pypi consumes the
  merged dist.
- init-native-e2e.yml: dropped windows-latest from the matrix —
  upstream `esaxx-rs` (/MT) and `ort-sys` (/MD) link with conflicting
  MSVC C runtime libraries, so the Rust extension cannot build for
  win_amd64 today. Tracked as a follow-up; not a blocker for Linux+macOS.
- headroom-e2e-setup: composite action now sets up Rust toolchain +
  Swatinem/rust-cache before `pip install -e .[proxy]`.
- eval.yml, publish.yml, rust.yml: same pattern — rust toolchain before
  install. rust.yml's wheels job builds from root pyproject.toml (no
  more `-m crates/headroom-py/Cargo.toml`).
- e2e/init/Dockerfile, e2e/wrap/Dockerfile: install rust + maturin in
  the build stage; copy `crates/` + workspace `Cargo.toml/lock` so the
  install can build the extension. Dropped `HEADROOM_REQUIRE_RUST_CORE=false`
  from wrap-e2e — the image now ships the full Rust core.
- Dockerfile (main): simplified — no more Layer 2/3 dance with
  `headroom-core-py` install + symlink. Single `uv pip install` builds
  + installs everything.
- .devcontainer/Dockerfile: rust toolchain + libssl-dev + maturin
  added so `uv sync` builds the extension inside the devcontainer.

## Lockfile + script

- uv.lock: regenerated. No `headroom-core-py` entries remain.
- scripts/build_rust_extension.sh: simplified from a symlink-into-tree
  workaround to a thin wrapper around `pip install -e .`. The maturin
  build-backend handles placement automatically.

## Local validation (all green on macOS aarch64)

1. Clean venv `pip install -e .` → `from headroom._core import …` works.
2. `maturin build --release` → 13.8 MB wheel, 336 files including
   `headroom/_core.cpython-311-darwin.so` (32 MB cdylib) and
   `headroom/dashboard/templates/dashboard.html`.
3. `pip install <wheel>` in fresh venv → import works.
4. Wheel contents verified via `unzip -l`.
5. `pytest tests/test_transforms/test_diff_compressor.py` — 29 passed.
6. `pytest tests/test_relevance.py` — 30 passed.
7. `cargo build --workspace` + `cargo test --workspace` — all green.
8. `make ci-precheck` — 176 Python tests + Rust + commitlint green.

## Migration notes

Users on `pip install headroom-ai` get the Rust core automatically
(linux + macos wheels). sdist installs require rust toolchain available
locally — pip will build via maturin.

Closes #355
Supersedes #357 (workarounds-based fix abandoned in favor of
architectural fix)
2026-05-03 13:16:41 -07:00
chopratejas
beec0789ed fix(ci): pin dtolnay/rust-toolchain to 1.95.0 to match rust-toolchain.toml
The action was set to @stable, which installs whatever the latest
stable is (1.95.0 right now). Then maturin invokes cargo, which reads
rust-toolchain.toml and re-resolves to "1.95.0 + clippy + rustfmt".
rustup treats stable and 1.95.0 as distinct toolchain identities and
refuses the second install with:

  failed to install component 'clippy-preview-x86_64-unknown-linux-gnu',
  detected conflict: 'bin/cargo-clippy'

This was intermittent across the matrix (only test (3.10) tripped on
the most recent run; others got lucky on cache state). Pinning the
action ref to 1.95.0 makes both sides ask for the exact same toolchain
identity, so the second install is a no-op and the conflict can't fire.

Bump procedure stays the same: when rust-toolchain.toml's channel
changes, update these refs in lock-step.

Plugin manifests auto-bumped 0.11.0 -> 0.13.2 by sync-plugin-versions
hook (unrelated to the workflow fix).
2026-04-27 19:44:39 -07:00
chopratejas
d6a00ee89c ci: fix smart_crusher branch CI failures + add make ci-precheck pre-push gate
Five gates broke on the 2026-04-27 push of the smart_crusher branch.
Each is fixed below; the second half adds a `make ci-precheck` target
(plus an installable git pre-push hook) so the same dance never happens
again.

Failures fixed:

1. cargo fmt — 22 files had formatting drift introduced over the
   stage 3c.1 work. `cargo fmt --all` reformatted them; no semantic
   changes. `cargo test --workspace` still green (388 + supporting).

2. wheels job (macOS x86_64) — `fastembed -> ort -> ort-sys` does not
   publish prebuilt ONNX Runtime binaries for `x86_64-apple-darwin`.
   Removed that target from `.github/workflows/rust.yml`'s wheels
   matrix. Apple Silicon (`aarch64-apple-darwin`) covers macOS
   distribution; Intel macOS users can build from source. The matrix
   now has 2 targets: linux x86_64 + macOS aarch64.

3. test-extras (relevance.py) — `tests/test_relevance.py::TestSmartCrusherIntegration`
   constructs a `SmartCrusher`, which hard-imports `headroom._core`
   since the python implementation was retired in stage 3c.1b. The
   test-extras job didn't build the rust extension. Added the same
   `maturin build + symlink` block the main `test` job uses.

4. smoke-test (eval.yml) — same root cause:
   `compression_only.evaluate_ccr_lossless` instantiates a SmartCrusher.
   Same fix: build the rust extension before the smoke test runs.

5. commitlint — three rules tripped:
   - `subject-case` rejects PascalCase identifiers in subjects, but
     the project deliberately names classes (SmartCrusher, HfTokenizer,
     ContentRouter, DiffCompressor) in commit subjects. Disabled.
   - `footer-leading-blank` is a warning that the wagoid action turns
     into a CI failure; lines like `Module: foo.rs` in our bodies
     match the conventional footer pattern and trip it. Disabled.
   - `type-enum` doesn't include `parity`, but the project ships
     parity-test infrastructure as its own concern (separate from
     `test:`); added `parity` to the allowed types.

Pre-push verification — the prevention half:

`make ci-precheck` runs all of the above CI gates locally:
- `ci-precheck-rust`: cargo fmt --check + clippy + test --workspace.
- `ci-precheck-python`: builds the rust extension via maturin, then
  runs the smart_crusher-affected python test files (185 tests across
  test_transforms/, test_relevance*, test_ccr, test_acceptance,
  test_critical_fixes, test_quality_retention).
- `ci-precheck-commitlint`: `npx commitlint --from origin/main --to
  HEAD` against the same config CI uses. Skipped silently if npx is
  not on PATH (install Node 18+ to enable).

`make install-git-hooks` (or `scripts/install-git-hooks.sh`) installs
a git pre-push hook that runs `make ci-precheck` automatically.
Bypass with `--no-verify` only when truly needed.

When new CI gates land in `.github/workflows/`, mirror them into a
`make ci-precheck-*` target. The Makefile is the local mirror of the
CI configuration; keeping them in sync is a load-bearing invariant.

Verification: `make ci-precheck` runs green on this commit.
2026-04-27 11:13:47 -07:00
chopratejas
a2b2ec5463 Add OSS evaluation suite, universal JSON crush, latency benchmarks
Evaluation Suite:
- Tiered eval framework (Tier 1 ~$3/15min, Tier 2/3 for extended coverage)
- 16 benchmarks across 3 tiers: GSM8K, TruthfulQA, MMLU, ARC, HumanEval,
  SQuAD v2, BFCL, Tool Outputs, CCR needle retention, HotpotQA, and more
- Before/After runner with full proxy support (compression + CCR retrieval)
- LLM-as-judge for ground-truth comparison (BFCL function calling)
- Zero-cost compression-only runner (CCR needle retention, info retention)
- Cost tracker with per-model pricing and budget enforcement
- Report card generator (Markdown, JSON, HTML)
- Suite CLI: python -m headroom.evals suite --tier 1
- Fix BFCL dataset loader for current HuggingFace schema
- CI workflow: PR smoke test + weekly full Tier 1

Results: SQuAD 97%, BFCL 97%, Tool Outputs 100%, CCR 100%

SmartCrusher:
- Universal JSON crush for heterogeneous arrays
- Fix mypy redefinition warning in _crush_string_array

Other:
- Latency benchmark suite with docs
- Known limitations doc
- Prompt comparison evaluator
- Config updates for new features
2026-02-23 19:08:54 -08:00