Commit Graph

3 Commits

Author SHA1 Message Date
Oleksandr Bezdieniezhnykh b3ad94c155 [AZ-384] C5 marginals + current_estimate/smoothed_history/health_snapshot
Replaces the last three NotImplementedError placeholders on
GtsamIsam2StateEstimator with real Marginals + output methods:

- current_estimate(): recovers the 6x6 Marginals covariance for the
  most-recently committed pose key, enforces the SPD invariant via
  np.linalg.cholesky (Invariant 10), converts the local-ENU pose
  translation to WGS84 via the shared WgsConverter, derives a
  body->world quaternion, and emits a fresh EstimatorOutput
  (smoothed=False, Invariant 4). On SPD failure transitions
  isam2_state -> LOST and raises EstimatorFatalError (AC-5.2 path).
- smoothed_history(n): iterates the smoother's active POSE keys via
  _smoother.calculateEstimate().keys() (filtered by GTSAM symbol
  char) and the smoother timestamps via ts_map.at(key) - workaround
  for the pinned gtsam_unstable build's non-iterable
  FixedLagSmootherKeyTimestampMap. Bounded by K (Invariant 6); every
  entry has smoothed=True (Invariant 7).
- health_snapshot(): cheap O(1) accumulator read; reports
  IsamState lifecycle, pose-key count, AC-NEW-8
  cov_norm_growing_for_s rolling 60s deque-backed counter, and
  spoof_promotion_blocked via the AZ-385 state machine injection
  point.

Adds two public injection points for AZ-385/composition root:
set_enu_origin(LatLonAlt) and attach_source_label_state_machine(machine).
Defaults: (0, 0, 0) ENU origin, VISUAL_PROPAGATED source label,
spoof_promotion_blocked=False.

Wires _record_committed_pose_key into the three add_* success paths
so current_estimate only reads keys that have real values in iSAM2.
The JACOBIAN path in add_pose_anchor deliberately skips this call -
Invariant 3 keeps the JACOBIAN pose out of the iSAM2 graph.

Tests: +27 in tests/unit/c5_state/test_az384_marginals_outputs.py
covering all 10 ACs. Three obsolete AZ-382 tests
(test_ac10_*_raises_named_az384) removed. Full suite: 589 passed,
2 skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 06:20:01 +03:00
Oleksandr Bezdieniezhnykh fd848266d1 [AZ-383] C5 add_vio/add_pose_anchor/add_fc_imu factor adds
Replaces AZ-382 NotImplementedError placeholders with real GTSAM factor
adds wired against the iSAM2 graph handle:

- add_vio  -> BetweenFactorPose3 between consecutive VIO pose keys
  (first call primes the chain; AZ-388 owns first-keyframe seeding).
- add_pose_anchor -> mode-dispatch per pose.covariance_mode:
  "marginals" -> PriorFactorPose3 + handle.update();
  "jacobian"  -> skip iSAM2 add per AZ-361 contract.
  Both paths bump _last_anchor_ns via time.monotonic_ns().
- add_fc_imu -> shared ImuPreintegrator.integrate_window +
  reset_for_new_keyframe; builds a CombinedImuFactor between the
  prev/curr (X, V, B) keyframe triple. Introduces new 'v' (velocity)
  and 'b' (bias) GTSAM key namespaces decoupled from the VIO/pose
  frame_id mapping.

Invariant 2 - non-decreasing timestamps - enforced per call with
EstimatorDegradedError + c5.state.out_of_order log. Every successful
add emits a structured DEBUG *_ok log; every failure emits a
structured ERROR *_failed log and raises through the C5 error
hierarchy (R05).

Contract-vs-reality fix-ups also landed:

- StateEstimator Protocol: add_fc_imu(ImuWindow) - was incorrectly
  annotated as ImuTelemetrySample by AZ-381.
- _last_anchor_ns semantics switched to monotonic_ns() to match
  last_anchor_age_ms.
- create() factory back-wires the ISam2GraphHandle to the estimator
  via the new attach_handle() method.

Tests: +21 in tests/unit/c5_state/test_az383_factor_adds.py covering
all 8 ACs with mock ISam2GraphHandle instances. Three obsolete
AZ-382 tests (test_ac10_add_*_raises_named_az383) removed. Full
suite: 565 passed, 2 skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 06:07:45 +03:00
Oleksandr Bezdieniezhnykh 8b394a98c6 [AZ-382] C5 GtsamIsam2StateEstimator skeleton + real iSAM2 handle bodies
- Add GtsamIsam2StateEstimator owning the GTSAM substrate:
  gtsam.ISAM2(ISAM2Params()) + gtsam_unstable.IncrementalFixedLagSmoother
  (K * 1/3 s window per D-C5-3) + NonlinearFactorGraph + Values.
- Module-level create(...) factory + register() helper for
  register_state_estimator("gtsam_isam2", create). Opt-in registration
  per ADR-002 — no auto-import.
- Key-management policy: key_for_frame(UUID) -> int via
  gtsam.symbol('x', counter); idempotent re-lookup.
- Replace all four NotImplementedError bodies in _isam2_handle.py with
  real GTSAM calls:
  * add_factor → estimator._graph.add(factor); R05 defensive logging
    on success/failure; EstimatorDegradedError on failure.
  * update → _isam2.update + _smoother.update; empty
    FixedLagSmootherKeyTimestampMap substituted for timestamps=None;
    EstimatorFatalError on either failure.
  * compute_marginals → gtsam.Marginals(getFactorsUnsafe(),
    calculateEstimate()).
  * last_anchor_age_ms → (monotonic_ns - _last_anchor_ns) // 1e6.
- StateEstimator Protocol methods on the estimator still raise
  NotImplementedError naming AZ-383 (factor adds) / AZ-384
  (marginals + outputs).
- AZ-382 AC tests: 27 cases covering 10/10 ACs + factory integration.
- AZ-381 test_ac8_handle_methods_raise_named_task removed (obsolete:
  bodies are real now); test_ac8_handle_is_isam2_graph_handle retained.
- Full suite: 547 passed (+26 vs B12), 2 skipped.
- Impl report: _docs/03_implementation/batch_13_cycle1_report.md.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 05:51:23 +03:00