Commit Graph

38 Commits

Author SHA1 Message Date
Oleksandr Bezdieniezhnykh 0ad3278b12 [AZ-299] C7 OnnxTrtEpRuntime: ORT + TRT EP fallback strategy
Land the fallback InferenceRuntime strategy that satisfies C7-IT-05:
when the TRT-direct path (AZ-298) cannot deserialise a cached engine
or when the operator explicitly selects ORT, the system stays in the
air at degraded latency rather than dropping the request. Conforms to
the AZ-297 Protocol; current_runtime_label() == "onnx_trt_ep".

Production
- onnx_trt_ep_runtime.py: compile_engine is a no-op returning an
  EngineCacheEntry pointing at the source .onnx; deserialize_engine
  is gate-first for .engine entries and gate-skip for .onnx, builds
  an ORT InferenceSession with the provider list
  [TensorrtExecutionProvider, CUDAExecutionProvider,
  CPUExecutionProvider], stages cached engines into the ORT TRT EP
  cache directory via symlink-or-copy, warms up with one session.run
  after construction, and honours config.inference.ort_disallow_cpu_
  fallback by raising EngineDeserializeError when the active provider
  resolves to CPU; infer emits a one-shot c7.fallback_to_onnx_trt_ep
  WARN log plus gcs_alert callback on first call when is_fallback=
  True; release_engine is idempotent. _build_provider_args is the
  single point that pins TRT EP option-key names (Risk-3) and caps
  trt_max_workspace_size at gpu_memory_budget_bytes // 4 (AC-8).
- config.py: adds ort_trt_cache_dir (validated non-empty) and
  ort_disallow_cpu_fallback to C7InferenceConfig.
- fdr_client/records.py: adds c7.fallback_to_onnx_trt_ep and
  c7.cpu_fallback FDR record kinds.

Tests
- test_onnx_trt_ep_runtime.py: covers AC-1..AC-8 + Risk-2 CPU-fallback
  alert + Risk-3 option-key pin + NFR-reliability error rewrap; Tier-1
  via fake ORT session; Tier-2 placeholders skip on macOS dev for
  numerical FP16 comparison and session-creation perf NFR.
- test_protocol_conformance.py: drops onnx_trt_ep from the missing-
  module parametrize now that the module ships.
- test_az272_fdr_record_schema.py: extends per-kind fixture builder
  to cover the two new C7 FDR kinds in the roundtrip / schema-version
  AC tests.

Docs
- module-layout.md: replaces the pending onnx_trt_runtime row with
  the shipped onnx_trt_ep_runtime row + capabilities list.
- batch_32_cycle1_report.md + reviews/batch_32_review.md: full batch
  + self-review (PASS_WITH_WARNINGS, 4 Low findings accepted).

Tests run: c7_inference 139 passing + 17 Tier-2 skips; combined unit
suite (excluding pending components) 529 passing, 19 env-skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 23:55:50 +03:00
Oleksandr Bezdieniezhnykh 18a69022b3 [AZ-298] C7 TensorrtRuntime: TRT 10.3 + INT8 calib trust + GPU budget
Implement the production-default InferenceRuntime strategy on JetPack
6.2 + TensorRT 10.3 (per D-C7-9). The runtime owns the full TRT
lifecycle: compile_engine via the Polygraphy + trtexec + IBuilderConfig
hybrid (FP16 / INT8 / Mixed precision), deserialize_engine with
EngineGate-first ordering and a pre-allocation GPU memory budget gate,
infer via H2D -> enqueueV3 -> D2H -> stream sync on the owned CUDA
stream, idempotent release_engine, and an injected
ThermalStatePublisher delegation for thermal_state.

INT8 calibration cache trust (D-C10-6, AC-2/3/4) is enforced by a
.calib_cache.sha256 file-integrity sidecar (AZ-280) plus a new
.calib_cache.dataset_sha256 sidecar that records the dataset content
hash at compile time; reuse only when both agree, rebuild silently on
dataset hash mismatch, raise CalibrationCacheError on corrupt sidecar
(never silently overwritten).

GPU memory budget (NFT-LIM-01, default 4 GiB) is checked BEFORE any
TRT call beyond the gate (AC-6); a pre-allocation refusal raises
OutOfMemoryError and leaves the resident state unchanged.

TensorRT 10.3 / Polygraphy / PyCUDA are lazy-imported inside the
methods that need them so the module loads cleanly on Tier-0 hosts.
A standalone CLI entry (python -m
gps_denied_onboard.components.c7_inference.tensorrt_runtime compile
<onnx> <build_config.json>) is wired for C10 CacheProvisioner
(AZ-321) to invoke pre-flight without holding a runtime instance.

C7InferenceConfig gains gpu_memory_budget_bytes (default 4 GiB) and
trtexec_timeout_s (default 600 s, Risk 4 mitigation), both validated
in __post_init__.

Tests: 26 active + 6 Tier-2-gated skips; AC-1 / AC-3 / AC-4 / AC-5
/ AC-6 / AC-7 / AC-10 + NFR-reliability fully covered on Tier-1
via fake CUDA / TRT modules; AC-2 / AC-8 / AC-9 / NFR-perf-deserialize
placeholders skip with prerequisite reason and live in the AZ-298
Tier-2 microbench harness. Code review verdict
PASS_WITH_WARNINGS (1 Medium hot-path hoist fix auto-applied).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 23:11:49 +03:00
Oleksandr Bezdieniezhnykh 54942f3052 chore: c6 docs-hygiene from cumulative_review_batches_28-30
Land F1+F2+F3 from the PASS_WITH_WARNINGS cumulative review of
batches 28-30 (AZ-305 / AZ-307 / AZ-308) before continuing to
batch 31. All three are bounded by the c6_tile_cache component;
no public API contract change beyond the new error re-export.

F1 (Medium / Architecture):
  Re-export CacheBudgetExhaustedError from c6_tile_cache package
  __init__ so consumers can catch the AZ-308 budget-exhaustion
  variant without widening to TileCacheError (which drops the
  needed_bytes / available_bytes / evicted_count diagnostics).

F2 (Medium / Architecture):
  Refresh the c6_tile_cache section of module-layout.md so the
  Public API line and the Internal-files list reflect what is
  actually on disk after batches 28-30 (drop the stale
  Tile / TileRecord / connection.py entries; add the AZ-305
  postgres_filesystem_store + tools.py, AZ-307 freshness_gate,
  AZ-308 cache_budget_enforcer entries; pivot the Public API
  bullet to the __init__.__all__ as canonical, mirroring the
  c7_inference section format).

F3 (Low / Maintainability):
  Promote the triplicate intra-module _iso_ts_now() helper into
  a single c6_tile_cache._timestamp.iso_ts_now and import it
  from postgres_filesystem_store, freshness_gate, and
  cache_budget_enforcer. FDR record envelope ts format now has
  one source of truth.

Test impact:
  tests/unit/c6_tile_cache: 105 passed, 57 skipped (pre-existing
  Docker-compose skip markers). No new tests required for F1/F2
  (re-export + doc) and F3 (pure refactor; existing tests assert
  FDR record shape, not the helper symbol).

Autodev state advanced to awaiting-invocation; next session
resumes greenfield Step 7 at batch 31 (AZ-298 TensorrtRuntime).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 21:57:19 +03:00
Oleksandr Bezdieniezhnykh d571ca25f9 [AZ-308] c6 CacheBudgetEnforcer: 10 GB hard cap + LRU sweep
CacheBudgetEnforcer.reserve_headroom(needed_bytes) returns immediately
when total_disk_bytes() + needed_bytes <= budget, otherwise iterates
lru_candidates in eviction_batch_size batches, deletes via delete_tile,
emits one INFO log per evicted tile (c6.evicted) and one FDR record per
eviction batch (c6.eviction_batch, evicted_tile_ids capped to 5).
Raises CacheBudgetExhaustedError AFTER a full sweep if the budget
cannot be met. BudgetEnforcedTileStore decorates a TileStore so the
policy stays separable from PostgresFilesystemStore. Composition root
in storage_factory.build_tile_store wires the wrapper unconditionally.

PostgresFilesystemStore now accepts lru_clock: Clock | None = None;
when set, read_tile_pixels calls record_lru_access(tile_id, now) so
eviction picks the right LRU candidates. Production wiring injects
WallClock(); AZ-305 unit tests still construct without the clock and
keep their pass-through semantics. Contract tile_store.md bumped to
v1.1.0 to add CacheBudgetExhaustedError to the TileCacheError family;
shared FDR schema bumped to v1.3.0 for the new c6.eviction_batch kind.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 20:37:41 +03:00
Oleksandr Bezdieniezhnykh 39ff47087f [AZ-307] c6 FreshnessGate: active-conflict reject + stable-rear downgrade
Replaces the AZ-305 pass-through _evaluate_freshness hook with the
production FreshnessGate. Loads tile_freshness_rules + sector
classifications once at construction, builds an rtree index, and on
every evaluate() either returns metadata unchanged (FRESH), stamps
freshness_label=DOWNGRADED (stable_rear + stale), or raises
FreshnessRejectionError carrying tile_id / age_seconds /
classification / rule diagnostics (active_conflict + stale).

Constructed inside PostgresFilesystemStore.from_config; the public
storage_factory signature is preserved so AZ-305 unit tests still
build the store with freshness_gate=None for the pass-through path.

FDR schema bumped to v1.2.0: adds c6.freshness.rejected and
c6.freshness.downgraded kinds (non-breaking; v1.1 readers route them
opaquely). Operator CLI `python -m c6_tile_cache.freshness_gate
explain` dry-runs the decision for a (lat, lon, capture_ts).

Adjacent hygiene: c6_tile_cache.tools._dump_tile now passes
os.environ to load_config (AZ-305 regression — load_config requires
the env mapping).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 19:29:11 +03:00
Oleksandr Bezdieniezhnykh d1c1cd9ab4 [AZ-305] c6 PostgresFilesystemStore: TileStore + TileMetadataStore impl
Adds the production PostgresFilesystemStore implementing both protocols
in a single class. Filesystem-backed JPEG I/O (atomic sidecar write,
read-only mmap) + Postgres-backed metadata (spatial bbox, LRU, voting,
upload bookkeeping). Wires composition via `from_config` classmethod.

Key behaviors:
- AC-3 strict reading: INSERT runs first inside an open transaction;
  duplicate-key collisions raise `TileMetadataError` BEFORE any byte is
  written, leaving the original file + sidecar byte-identical. Atomic
  sidecar write happens inside the same transaction; commit closes it.
  Comp-delete remains as a safety net for the rare commit-after-write
  failure path.
- AC-2 content-hash gate runs before any I/O.
- Construction performs an orphan-file reconciliation scan and emits an
  INFO `c6.store.construct` log with steady-state stats.

Adds `c6.write` and `c6.write_failed` FDR record kinds (schema v1.1.0,
forward-compatible) and a thin operator CLI at
`c6_tile_cache.tools dump` for inspection.

Dependencies: adds `psycopg-pool>=3.2,<4.0` for the connection pool used
on the F3 read-hot path.

Tests: 25 new tests for c6_tile_cache cover AC-1..AC-15 plus
MmapTilePixelHandle + helper round-trips. Full Tier-2 unit suite passes
(1215 passed, 8 skipped, 1 pre-existing unrelated failure
`test_ac8_read_host_tuple_on_jetson` — missing `pynvml` on macOS,
Jetson-only).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 18:01:50 +03:00
Oleksandr Bezdieniezhnykh 1141d17769 [AZ-300] [AZ-301] [AZ-302] [AZ-304] docs: sync module-layout for c6+c7
Cumulative review of batches 23-27 (cycle 1) surfaced three Medium
documentation-drift findings on module-layout.md. All three fixed
inline per user direction:

F1: c7_inference Internal list expanded with architecture_registry,
    config, engine_gate, errors, manifest, thermal_publisher (added
    across AZ-300/301/302).

F2: c6_tile_cache `connection.py` re-attributed from AZ-304 (which
    deferred it) to AZ-305 with a "planned, not landed yet" tag.

F3: c7_inference Public API description rewritten by category
    (Protocol + DTOs + component services + config + error family)
    with a pointer to __init__.py's __all__ for the canonical list.

Cumulative review report: _docs/03_implementation/cumulative_review_
batches_23-27_cycle1_report.md (PASS_WITH_WARNINGS).

Autodev state moved to status: paused_user_requested per user
choice; /autodev will resume at greenfield Step 7 (next batch
selection) on next invocation.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 17:12:30 +03:00
Oleksandr Bezdieniezhnykh dde838d2cc [AZ-304] C6 Postgres schema: additive 0002 migration + UUIDv5
Strictly additive Alembic migration on the AZ-263 baseline (data_model
.md § 6.1 / § 6.3): six new tiles columns (tile_uuid UNIQUE,
location_hash, content_sha256, disk_bytes, accessed_at, uploaded_at),
four new btree indices, one UNIQUE expression index over the
COALESCE-zero-uuid natural key, CHECK widening of
ck_tiles_freshness_status to the AZ-263 + AZ-303 vocabulary UNION,
four NULLable bbox columns on sector_classifications, and a new
tile_freshness_rules table seeded with the two default thresholds.

Pinned UUIDv5 namespace (TILE_NAMESPACE_UUID =
5b8d0c2e-1a4f-4b3a-8c9d-e7f6a3b2c1d0) + derive_tile_id /
derive_location_hash helpers cross-coordinated with
satellite-provider. Migration runner apply_migrations(config) drives
Alembic command.upgrade("head") against the AZ-263 env with one
retry on PG SQLSTATE 40001 and structured INFO logs on apply / no-op.

Contract bump tile_metadata_store.md v1.1.0 -> v1.2.0 adds
TileMetadata.location_hash: UUID | None = None (non-breaking).
module-layout.md updated so c6_tile_cache explicitly Owns
db/migrations/**.

Tier-1 tests: UUIDv5 determinism + locked vectors + DSN resolution +
retry mocked DBAPIError -> 1180 passed, 32 skipped. Tier-2 docker
schema tests gated by @pytest.mark.docker run against the existing
docker-compose.test.yml db service.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 17:05:41 +03:00
Oleksandr Bezdieniezhnykh 21f5a30d09 refactor: update autodev state and tile metadata store version
- Changed autodev state to reflect the transition from batch 26 to batch 27, updating the phase and details for the compute-batch step.
- Incremented the version of the tile metadata store from 1.0.0 to 1.1.0, refining the uniqueness invariant to use a natural key that includes flight_id, allowing coexistence of multiple rows for the same tile from different flights.
- Updated the last modified date in the tile metadata store documentation to reflect recent changes.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 16:33:23 +03:00
Oleksandr Bezdieniezhnykh 48ea1e2fc2 [AZ-343] C2.5 InlierCountReRanker + shared FeatureExtractor helper
Implements the production-default ReRankStrategy: K=10 → N=3 by
single-pair LightGlue inlier count, with strict drop-and-continue
(INV-8) on per-candidate TileFetch / backbone / zero-inlier failures
and RerankAllCandidatesFailedError on zero survivors. Composition
root injects the shared LightGlueRuntime + Clock + the new
FeatureExtractor helper (an L1 placeholder OpenCvOrbExtractor that
unblocks AZ-343 and future C3 strategies — task scope expansion).

Architectural notes:
- Cross-component imports stay banned; tile_store types as `object`
  and the C6 TileCacheError family is duck-typed by class module
  prefix (same workaround AZ-348 adopted for c7_inference; proper
  fix is to relocate TileCacheError to _types/ in a follow-up).
- Clock injection follows the replay contract (AZ-398 Invariant 2);
  reranked_at is sourced from clock.monotonic_ns().
- AZ-342 factory grew `feature_extractor` + `clock` + `fdr_client`
  parameters; existing AZ-342 conformance tests updated.

Tests: 19 new AC-1..AC-12 + mixed-failure scenarios in
test_inlier_count_reranker.py; existing AZ-342 suite (26) still
green. Full repo sweep 1093 passed / 2 skipped (cmake/actionlint
not on PATH).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 06:22:40 +03:00
Oleksandr Bezdieniezhnykh 9a605c8514 [AZ-348] C3.5 ConditionalRefiner Protocol + factory + PassthroughRefiner
Defines the public `ConditionalRefiner` Protocol (PEP 544
@runtime_checkable, two methods: `refine_if_needed` +
`was_invoked`), extends `MatchResult` in-place with two
default-valued refinement fields (`refinement_label`,
`refinement_added_latency_ms`), defines the `RefinerError` family
(`RefinerBackboneError`, `RefinerConfigError`), and ships the
trivial `PassthroughRefiner` reference impl.

Both refiner strategies are linked unconditionally — no
`BUILD_REFINER_*` flag (NOT ADR-002 territory). Runtime selection
only per ADR-001. `PassthroughRefiner` returns the input
`MatchResult` by reference (bit-identical correspondences per
contract INV-5) and always reports `was_invoked() is False`.

Documentation: renames `module-layout.md` `c3_5_adhop` Public API
symbol from `AdHoPRefinementStrategy` to `ConditionalRefiner`
(AC-14) so the doc agrees with `description.md` and the contract.

AC-9 (single-thread binding) deferred to AZ-270 runtime-root
composition, mirroring AZ-336 / AZ-342 / AZ-344 Risk-4 precedent.
AC-7 for the `"adhop"` strategy stops at `ModuleNotFoundError`
because the AdHoP backbone is owned by AZ-349. All other ACs +
NFRs covered by 36 new conformance tests.

Architectural note: `PassthroughRefiner.inference_runtime` is
typed as `object` because the L3→L3 import ban
(`test_az270_compose_root`) forbids c3_5_adhop from importing
c7_inference; the runtime-root factory narrows the type at
construction time.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 05:52:36 +03:00
Oleksandr Bezdieniezhnykh 89c223882b [AZ-344] C3 CrossDomainMatcher Protocol + factory + RollingHealthWindow
Defines the public `CrossDomainMatcher` Protocol (PEP 544
@runtime_checkable, two methods: `match` + `health_snapshot`),
the three frozen+slotted DTOs (`CandidateMatchSet`, `MatchResult`,
`MatcherHealth`) in the L1 `_types/matcher.py` layer, the
`MatcherError` family (`MatcherBackboneError`,
`InsufficientInliersError`), and the composition-root
`build_matcher_strategy` factory with lazy-import +
`BUILD_MATCHER_<variant>` gating per ADR-002.

`RollingHealthWindow` accumulator (60 s, amortised O(1) update,
strict O(1) snapshot) is constructed by the factory and injected
into every concrete matcher so all backbones share window
semantics; this is what backs C5's spoof-promotion gate.

Legacy placeholder `MatchResult` removed from `_types/matching.py`;
import-only consumers (`c4_pose.interface`, `c3_5_adhop.interface`)
repointed at the new `_types/matcher.py` home — zero behavioural
change to those components.

AC-9 (single-thread binding) and AC-10 (LightGlueRuntime
identity-share with C2.5) deferred to AZ-270 runtime-root
composition, mirroring the AZ-342 Risk-4 escape clause. All other
ACs + NFRs covered by 70 new conformance tests.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 05:43:33 +03:00
Oleksandr Bezdieniezhnykh d6756f1855 [AZ-342] C2.5 ReRankStrategy: Protocol + DTOs + factory + composition
Foundational scaffolding for the InlierCountReRanker (AZ-343) and
the future C3 CrossDomainMatcher consumer (AZ-344). No concrete
re-ranker is implemented here.

* ReRankStrategy Protocol (single rerank(frame, vpr_result, n,
  calibration) -> RerankResult method) with all 8 invariants in the
  docstring — notably INV-8 drop-and-continue (per-candidate failure
  NEVER propagates unless every candidate fails).
* DTOs moved to L1 _types/rerank.py — RerankCandidate, RerankResult;
  frozen+slots; tuple-not-list for RerankResult.candidates; tile_id
  encoded as (zoom_level, lat, lon) tuple to keep _types/ free of any
  c6_tile_cache (L3) import per module-layout.md.
* Error family: RerankError + RerankBackboneError +
  RerankAllCandidatesFailedError. Only RerankAllCandidatesFailedError
  escapes rerank(); RerankBackboneError is caught inside the per-
  candidate loop, logged ERROR, FDR-stamped, candidate dropped.
* C2_5RerankConfig (strategy enum default "inlier_count", top_n int
  default 3) with strict validation at load; registered into
  Config.components on c2_5_rerank import.
* build_rerank_strategy(config, *, tile_store, lightglue_runtime)
  factory: 1-strategy resolution table, lazy import,
  BUILD_RERANK_<variant> gate, ImportError → StrategyNotAvailableError
  mapping. The shared LightGlueRuntime is constructor-injected
  (R14 fix: neither C2.5 nor C3 owns its lifecycle).

Renamed the Protocol from the existing stub "RerankStrategy" to
"ReRankStrategy" to match the contract; updated module-layout.md.
Removed the legacy RerankResult shape from _types/vpr.py — the
v1.0.0 shape lives in _types/rerank.py.

Excluded per task spec:
* Concrete InlierCountReRanker (AZ-343).
* C3 matcher protocol task (AZ-344, next in batch).
* AC-9 single-thread binding + AC-10 LightGlueRuntime identity-share
  between C2.5/C3 — deferred per task spec Risk 3 until the generic
  compose_root thread-binding registry and the C3 factory both land.

Tests: AC-1..AC-8 + AC-11 + NFR-perf-factory in
tests/unit/c2_5_rerank/test_protocol_conformance.py. The legacy
smoke test is removed. Full sweep: 997 passed (one pre-existing
flake in test_az296_takeoff_abort, subprocess timing, unrelated to
this commit; passes in isolation).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 05:31:27 +03:00
Oleksandr Bezdieniezhnykh 3665acef66 [AZ-336] C2 VprStrategy: Protocol + DTOs + factory + composition
Foundational scaffolding for every concrete C2 backbone (UltraVPR,
NetVLAD, MegaLoc, MixVPR, SelaVPR, EigenPlaces, SALAD — AZ-337..AZ-340)
and the C2.5 ReRanker consumer side. No backbone is implemented here.

* VprStrategy Protocol (embed_query / retrieve_topk / descriptor_dim)
  + BackbonePreprocessor C2-internal Protocol (NOT in Public API per
  description.md § 6).
* DTOs in L1 _types/vpr.py — VprQuery, VprCandidate, VprResult; all
  frozen + slots; tuple-not-list for VprResult.candidates so the
  immutability invariant truly holds.
* Error family: VprError + VprBackboneError + VprPreprocessError +
  IndexUnavailableError; same-named but namespace-distinct from
  c6_tile_cache.IndexUnavailableError (the c2 family is the closed
  envelope C5 / C2.5 consume; concrete strategies rewrap the C6 form).
* C2VprConfig (strategy enum + backbone_weights_path + faiss_index_path)
  with strict validation at load; registered into Config.components on
  c2_vpr import.
* build_vpr_strategy factory with 7-strategy resolution table, lazy
  import, BUILD_VPR_<variant> gating, ImportError→
  StrategyNotAvailableError mapping, and pre-flight descriptor_dim
  match against DescriptorIndex.descriptor_dim() — mismatch fires
  ConfigError at startup, NOT at first frame.

Contract change vs the v1.0.0 draft: factory takes descriptor_index:
DescriptorIndex (not tile_store: TileStore) because descriptor_dim()
lives on DescriptorIndex per C6's Public API. The contract markdown
is updated to match.

Architecture: VprCandidate.tile_id is a plain (zoom, lat, lon) tuple,
keeping _types/ (L1) free of any c6_tile_cache (L3) import per
module-layout.md. Consumers reconstruct TileId at the C6 boundary.

Excluded per task spec:
* Concrete backbones (AZ-337..AZ-340).
* FAISS HNSW retrieve wiring (AZ-341).
* DescriptorNormaliser helper (AZ-283, already shipped).
* AC-9 single-thread binding — deferred per task spec Risk 4 until the
  generic compose_root thread-binding registry is in place (today
  each factory owns its own, e.g. fc_factory).

Tests: 45 ACs + NFRs in tests/unit/c2_vpr/test_protocol_conformance.py
covering AC-1..AC-8, the error family, the config validation, the
factory NFR (p99 ≤ 50 ms). The legacy smoke test is removed. Full
sweep 973 passed, 2 skipped (CI-only cmake / actionlint).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 05:25:35 +03:00
Oleksandr Bezdieniezhnykh 8a83166261 [AZ-490] C5 set_takeoff_origin entrypoint + bounded-delta GPS gate
Add operator warm-start path to C5 StateEstimator Protocol and both
implementations (GtsamIsam2StateEstimator, EskfStateEstimator), plus
the third clause of the AZ-385 spoof-promotion gate.

- StateEstimator Protocol: set_takeoff_origin(origin, sigma_horiz_m,
  sigma_vert_m) -> None.
- iSAM2: PriorFactorPose3 at origin with diagonal sigmas, single
  isam2.update().
- ESKF: zero _nominal_pos, overwrite _P position block with sigma**2.
- SourceLabelStateMachine.process_gps_sample bounded-delta clause:
  WgsConverter.horizontal_distance_m vs smoother estimate; reject
  resets the dwell-time counter so AZ-385 cannot re-promote off bad
  GPS.
- New EstimatorAlreadyStartedError (StateEstimatorConfigError
  subclass) on late call after first add_*.
- C5StateConfig: spoof_promotion_bounded_delta_m=200,
  default_takeoff_origin_sigma_horiz_m=5,
  default_takeoff_origin_sigma_vert_m=10.
- New GpsSample DTO + WgsConverter.horizontal_distance_m helper.
- 4 new FDR kinds (cold_start_origin.{set,unavailable},
  gps_bounded_delta.{accept,reject}) registered in AZ-272 schema.
- 33 new unit tests cover AC-1..AC-15; full repo 750 passed / 2
  skipped (pre-existing CI tooling skips).

Docs synced: protocol contract, C5 component description,
architecture, glossary, system-flows, C10 provisioning description.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 02:53:58 +03:00
Oleksandr Bezdieniezhnykh e0be591b06 [AZ-489] [AZ-490] ADR-010 design pass: operator-mission as cold-start anchor
Architecture, contracts, and task amendments for the flight-route-driven
preflight + cold-start origin feature (ADR-010). No source code touched
in this commit; the implementation commits for AZ-489 / AZ-490 / AZ-419
land separately.

* architecture.md: ADR-010, new Principle #14, amended Principle #11,
  external systems gain flights service + Mission Planner UI, data
  model gains Flight / Waypoint / TakeoffOrigin.
* system-flows.md: F1 gains phase 0 (Flight resolve), F2 gains
  cold-start ladder, F7 gains mid-flight bounded-delta GPS gate.
* glossary.md: Flight, Flights API, Mid-flight bounded-delta GPS gate,
  Mission Planner UI, Takeoff origin, Waypoint.
* C10: description + cache_provisioner + manifest_verifier bumped to
  v1.1 carrying takeoff_origin + flight_id in the manifest hash.
* C12: description updated + new flights_api_client.md contract v1.0.
* C5: description + state_estimator_protocol bumped to v1.1 with
  set_takeoff_origin + 3-clause spoof-promotion gate.
* AZ-323/324/325/326/328/419 amended in place. AZ-490 spec created
  (C5 set_takeoff_origin entrypoint).
* Dependencies table: 142 tasks / 478 pts / 15 forward edges
  (2 new tasks, 2 backward deps, 2 forward deps from AZ-419).
* Leftovers cleared: 2026-05-11 Jira transition entries for AZ-355
  and AZ-386 are deleted (Jira reconnected; both already transitioned
  in their respective implementation commits).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 01:28:05 +03:00
Oleksandr Bezdieniezhnykh beed43724f [AZ-381] C5 StateEstimator protocol + factory + C8 DTO reshape
- Add StateEstimator Protocol (6 methods, @runtime_checkable) + DTOs
  (EstimatorOutput, EstimatorHealth, IsamState, PoseSourceLabel, Quat)
  in _types/state.py per state_estimator_protocol.md v1.0.0.
- Add C5 error hierarchy (StateEstimatorError + 3 subclasses) and
  C5StateConfig (strategy, keyframe_window, spoof gates,
  no_estimate_fallback_s) with __post_init__ validation.
- Add ISam2GraphHandle Protocol + ISam2GraphHandleImpl skeleton (all
  4 methods raise NotImplementedError naming AZ-382 as owner).
- Add build_state_estimator factory + bind_state_ingest_thread for
  single-writer enforcement; ADR-002 build-flag gating
  (BUILD_STATE_<variant>); INFO log on success.
- Strict reshape of legacy EstimatorOutput / EstimatorHealth across
  all 6 C8 production files (_outbound_provenance,
  _covariance_projector, pymavlink_ardupilot_adapter,
  msp2_inav_adapter, mavlink_gcs_adapter, interface) + 6 C8 test
  files (UUID frame_id, LatLonAlt position_wgs84, Quat orientation,
  PoseSourceLabel enum source_label). Remove ad-hoc DTOs from
  _types/pose.py and from C4's public __init__ (EstimatorOutput is a
  C5 concept, not a C4 one).
- 20 AZ-381 AC tests (10 ACs + 4 config range + NFR + conformance).
- Full suite: 521 passed, 2 skipped (+20 vs Batch 11).
- Contracts: state_estimator_protocol.md v1.0.0 -> active;
  composition_root_protocol.md v1.2.0 -> v1.3.0 (additive state
  block + factory + ingest-thread binding).
- Impl report: _docs/03_implementation/batch_12_cycle1_report.md.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 05:35:20 +03:00
Oleksandr Bezdieniezhnykh 362e93c626 [AZ-390] [AZ-392] C8 FC/GCS adapter foundation + covariance projector
Adds the C8 foundation:
- FcAdapter / GcsAdapter / ReplaySink Protocols + contract DTOs in
  _types/fc.py (PortConfig, FcKind, FlightState, GpsStatus, Severity,
  TelemetryKind, FcTelemetryFrame, FlightStateSignal, GpsHealth,
  OperatorCommand, Subscription, Imu/Attitude samples).
- Disjoint FcAdapterError / GcsAdapterError trees with
  SourceSetSwitchNotSupportedError <: SourceSetSwitchError per AC-9.
- FcConfig + GcsConfig cross-cutting Config blocks with config-load
  validation (unknown strategy rejected at __post_init__).
- runtime_root/fc_factory.py: build_fc_adapter / build_gcs_adapter
  with BUILD_FC_*/BUILD_GCS_* flag gating + INFO log on load +
  single-writer outbound-thread binding.
- CovarianceProjector (helper, AZ-392): 6x6 -> 3x3 -> 2x2 ->
  sqrt(lambda_max) reduction; AP returns float m, iNav returns int mm
  with uint16 clamp + WARN + FDR record. Non-SPD / NaN / wrong-shape
  raise FcEmitError and emit an FDR ERROR record carrying frame_id.

Contracts:
- composition_root_protocol.md 1.1.0 -> 1.2.0 (added fc/gcs blocks +
  build_fc_adapter / build_gcs_adapter + outbound-thread binding).
- fc_adapter_protocol.md unchanged (this batch implements v1.0.0).

Tests: 410 pass / 2 skip / 0 fail (+53 new tests in batch 8).

AZ-391 (inbound subscription) deferred to batch 9 — pulls YAMSPy as
a new external dependency (iNav MSP2 decode).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 04:17:59 +03:00
Oleksandr Bezdieniezhnykh e4ecdaf619 [AZ-294] [AZ-295] [AZ-296] Finish C13: tile snapshot + record-kind policy + takeoff abort
AZ-294: MidFlightTileSnapshotSink writes orthorectified tile JPEGs
atomically to flight_root/<flight_id>/tiles/<tile_id>.jpg, emits a
kind="mid_flight_tile_snapshot" pointer record, and evicts the oldest
tile when the per-flight 64 MiB cap is exceeded. Adds optional
frame_id to the snapshot payload (fdr_record_schema bump).

AZ-295: RecordKindPolicy with two paired gates:
- enforce_or_raise (producer-side) raises RawFrameWriteForbiddenError
  for raw_nav_frame / raw_ai_cam_frame at the call site, defending
  AC-8.5 / RESTRICT-UAV-4.
- gate_for_writer (writer-side) tumbling-window rate-caps
  failed_tile_thumbnail records at <= 0.1 Hz; over-cap drops are
  coalesced into kind="overrun" records with the originating
  producer slug.

AZ-296: take_off() composition-root sequence with strict ordering
(writer.__init__ -> start -> open_flight -> fc_adapter.__init__ ->
fc_adapter.open). On FdrOpenError, logs ERROR record, calls
writer.stop(), prints the documented FATAL line to stderr, and
sys.exit(EXIT_FDR_OPEN_FAILURE=2). composition_root_protocol bumped
to v1.1.0 with the new constants + takeoff-sequence section.

29 new tests; full suite 356 passed / 2 skipped / 0 failures.
No new dependencies (stdlib only).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 03:52:07 +03:00
Oleksandr Bezdieniezhnykh b5dd6031d2 [AZ-291] [AZ-292] [AZ-293] C13 FDR writer chain (batch 6)
AZ-291 — FileFdrWriter: single writer thread draining every registered
FdrClient SPSC ring buffer to per-flight segment files; per-segment
size rotation; cross-process fcntl.flock filelock on flight_root;
ENOSPC degraded mode with rate-capped ERROR logs and one GCS alert.

AZ-292 — FlightHeader/FlightFooter dataclasses + open_flight /
close_flight lifecycle methods; four per-flight monotonic counters
(records_written, records_dropped_overrun, bytes_written,
rollover_count) reported by the footer; flight_id mismatch and
close-without-open are typed errors.

AZ-293 — CapacityCapPolicy (post-rotation hook): walks the flight
directory, drops the oldest CLOSED segment when total > cap (default
64 GiB), emits a kind="segment_rollover" record per drop. Never drops
the currently-open segment or segment 0 alone; cap_misconfigured path
logs ERROR + GCS alert. No config flag disables emission (C13-ST-01).

Schema: bumped fdr_record_schema flight_header / flight_footer payload
key sets to match the AZ-292 task spec (effective 1.0.0 -> 1.1.0; no
prior producer); KNOWN_PAYLOAD_KEYS updated. Added FdrWriterConfig
nested in FdrConfig (segment_size_bytes, batch_size, flight_cap_bytes,
debug_log_per_record).

Tests: 29 new unit tests (8 AC + 1 invariant per task); full suite
323 passed, 2 pre-existing skips, 0 regressions.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 03:38:58 +03:00
Oleksandr Bezdieniezhnykh 880eabcb3f Decompose Step 6 snapshot: 140 task specs + contract docs
Closes out greenfield Step 6 (Decompose) for all 14 components
(C1-C13 + cross-cutting helpers/replay). Covers tasks AZ-266..AZ-446
plus the _dependencies_table.md and component contract documents.

State file updated to greenfield Step 7 (Implement), not_started.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 00:39:48 +03:00
Oleksandr Bezdieniezhnykh 8171fcb29e [AZ-263] [AZ-264] [AZ-265] Decompose: layout, helpers epic, replay epic
Decompose Step 1 + Step 1.5 + new cycle-1 epics:

- Step 1 (Bootstrap): AZ-263 spec at _docs/02_tasks/todo/. Single
  top-level Python package src/gps_denied_onboard/ + nested
  components/ subpackage per user feedback (replaces earlier
  src/gps_denied/ + sibling src/components/ split).
- Step 1.5 (Module Layout): _docs/02_document/module-layout.md is
  the file-ownership map consumed by /implement Step 4. Covers all
  14 components + cross-cuttings (_types, config, logging,
  fdr_client, helpers x8, frame_source, clock, runtime_root,
  cli/replay, healthcheck), 5-layer layering, and the Build-Time
  Exclusion Map for all 4 binaries (airborne, research,
  operator-tooling, replay-cli).
- New epic AZ-264 (E-CC-HELPERS): re-homes the 8 shared helpers
  from per-component child-issues into a single cross-cutting
  epic per the decompose skill cross-cutting rule. R14
  (LightGlue circular dep) is structurally prevented because
  both C2.5 and C3 import gps_denied_onboard.helpers.lightglue_runtime.
- New epic AZ-265 (E-DEMO-REPLAY): offline replay mode (video +
  tlog -> per-tick coordinate stream). 8 child tasks, 27-32 pts.
  Reuses C8 FcAdapter via TlogReplayFcAdapter strategy + new
  VideoFileFrameSource + JsonlReplaySink + compose_replay
  composition root + gps-denied-replay CLI + auto-sync via IMU
  take-off detection (per how_to_test.md). NO ROS dependency.
- Plan Final report at FINAL_report.md.
- _autodev_state.md updated with handoff notes for Step 2
  execution in a fresh chat (~290 MCP calls expected; epic
  ordering documented).

Step 2 task PLAN approved (97 implementation tasks across 18
epics) but EXECUTION deferred per user choice to a fresh chat.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-10 03:14:42 +03:00
Oleksandr Bezdieniezhnykh 64542d32fc Update autodev state, architecture documentation, and glossary terms
Transitioned the autodev state to phase 21, reflecting the completion of Step 5 and the drafting of Step 6 epics. Revised the architecture documentation to clarify the roles of the Tile Manager and its components, ensuring accurate representation of the system's operational flow. Updated glossary entries for Flight State and Operator to incorporate recent changes and enhance clarity on component interactions and responsibilities.
2026-05-10 00:21:34 +03:00
Oleksandr Bezdieniezhnykh 723f574b14 Update autodev state and glossary definitions
Modified the autodev state to transition to phase 10, updating the sub-step name and details to reflect the latest architectural review changes. Enhanced the glossary entry for VioStrategy to clarify its functionality, build-time exclusions, and implications for deployment and research binaries, ensuring alignment with recent architectural decisions.
2026-05-09 04:53:38 +03:00
Oleksandr Bezdieniezhnykh c19c76481c Update autodev skill documentation and acceptance criteria
Enhanced the SKILL.md file to enforce conciseness rules for the state file, specifying acceptable content and file size limits. Updated the autodev state to reflect the transition to the planning phase, including changes to the current step and sub-step details. Revised acceptance criteria to clarify validation requirements and external dependencies, ensuring alignment with the latest research findings. Added a new overlay for Mode B revisions to track changes and decisions made during the assessment process.
2026-05-09 03:10:57 +03:00
Oleksandr Bezdieniezhnykh 8382cdae10 start over again 2026-05-07 04:08:03 +03:00
Oleksandr Bezdieniezhnykh a8e7199f30 [AZ-243] Sync native VIO test docs
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-07 01:04:01 +03:00
Oleksandr Bezdieniezhnykh cab7b5d020 [AZ-233] Update Docker Compose and enhance test documentation
- Modified the Docker Compose configuration to include an input root for replay tests and added an environment variable for enabling SITL.
- Enhanced documentation for various testing processes, including the addition of a Runtime Completeness Decomposition Gate and clarifications on internal module testing requirements.
- Updated the implementation completeness report to reflect the current state and added new test cases for performance and resilience scenarios.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-06 05:03:48 +03:00
Oleksandr Bezdieniezhnykh 72a9df6b57 [AZ-219] [AZ-228] Generalize VIO component layout
Keep VIO package and native bridge paths backend-neutral so BASALT remains an implementation choice rather than a component boundary.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-03 12:41:54 +03:00
Oleksandr Bezdieniezhnykh dd9afe2797 Refactor documentation to replace the Validation Harness with a separate E2E Test Suite, updating references throughout various documents. Adjust the autodev state to reflect the transition from the Decompose phase to the Implement phase, and revise the architecture documentation to clarify system boundaries and component relationships. Enhance risk mitigation documentation to specify affected components and update the component overview diagram accordingly. 2026-05-03 12:41:53 +03:00
Oleksandr Bezdieniezhnykh 5bf2dbd85f Update autodev state documentation to reflect progress in the Decompose phase, changing the current step from 5 to 6. Revise sub-step details to indicate a shift to phase 2, focusing on module layout for the Satellite Service and Tile Manager, and awaiting confirmation before product task decomposition. Additionally, enhance problem documentation to clarify the original still-image sample limitations and introduce the Derkachi representative fixture for improved data validation. Update references to the Tile Manager and Satellite Service throughout the documentation for consistency. 2026-05-03 12:41:52 +03:00
Oleksandr Bezdieniezhnykh 7e15868d39 Revise acceptance criteria and restrictions documentation to clarify recent updates and specifications. Key changes include enhanced definitions for position accuracy, image processing quality, and operational parameters, as well as updates to camera specifications and validation requirements. This revision aims to improve clarity and ensure alignment with project goals. 2026-05-01 16:24:46 +03:00
Oleksandr Bezdieniezhnykh 8fcdbd4cf6 remove docs, new start once again 2026-04-29 11:58:50 +03:00
Oleksandr Bezdieniezhnykh 5391d2c710 update reserach skill 2026-04-29 11:58:37 +03:00
Oleksandr Bezdieniezhnykh f321268e1b Update autodev state documentation to reflect completion of Plan Step 1, including detailed progress on phases and next steps. Revised phase details to clarify user-level blocking gates and hardware assessment outcomes. 2026-04-27 06:23:53 +03:00
Oleksandr Bezdieniezhnykh 9eba1689b3 - Introduced a new document detailing the current state of the autodev process, including steps, status, and findings.
- Revised acceptance criteria in the acceptance_criteria.md file to clarify metrics and expectations, including updates to GPS accuracy and image processing quality.
- Enhanced restrictions documentation to reflect operational parameters and constraints for UAV flights, including camera specifications and satellite imagery usage.
- Added new research documents for acceptance criteria assessment and question decomposition to support ongoing project evaluation and decision-making.
2026-04-26 14:28:10 +03:00
Oleksandr Bezdieniezhnykh 2178737b36 fresh start. Another try 2026-04-25 23:13:40 +03:00
Oleksandr Bezdieniezhnykh 531a1301d5 Revise skills documentation to incorporate updated directory structure and terminology. Replace references to integration tests with blackbox tests in SKILL.md files and templates. Adjust paths in planning and deployment documentation to align with the new _docs/02_document/ structure, ensuring consistency and clarity throughout the documentation. 2026-03-25 06:35:41 +02:00