Commit Graph

28 Commits

Author SHA1 Message Date
Oleksandr Bezdieniezhnykh 83ad231adb [AZ-847] Update module-layout rule 9 with bench + register_ carve-outs
Extend the AZ-507 cross-component contract surface (rule 9) to name
the two narrow carve-outs that the AZ-847 lint already enforces:

(a) bench exclusion - components/<X>/bench/** files are skipped
    because benchmark/measurement code legitimately constructs
    production strategies via runtime_root.* factories.
(b) self-registration carve-out - ImportFrom of register_* helpers
    from gps_denied_onboard.runtime_root.* is allowed, since this
    is the central-registry pattern, not cross-component coupling.

Resolves the 2026-05-24 leftover; the test docstring stays the
formal source of truth and is now mirrored by rule-9 wording.

No code change. Doc-only. Closes leftover entry
_docs/_process_leftovers/2026-05-24_az847_rule9_wording_followup.md.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-24 13:03:57 +03:00
Oleksandr Bezdieniezhnykh fd52cc9b1d [AZ-845][AZ-846][AZ-847] Refactor 02: relocate RouteSpec + widen lint
Cycle-3 refactor run 02-az507 (RouteSpec relocation + module-layout
refresh + AZ-270 lint widening). Single batch of 3 tasks; epic AZ-844.

AZ-845 — Relocate RouteSpec DTO to _types/route.py (rule-9 fix):
  * New canonical home: src/gps_denied_onboard/_types/route.py
    (frozen+slots dataclass; full docstring carried over verbatim).
  * c11_tile_manager/route_client.py imports from _types.route.
  * replay_input/tlog_route.py and replay_input/__init__.py keep
    re-exports for backward-compat (RouteSpec in __all__).
  * 5 test files updated to import from _types.route for symmetry.
  * Identity-preserving re-export verified by new test
    test_az845_routespec_canonical_home_and_reexport_identity.

AZ-846 — Refresh module-layout.md cycle-3 entries:
  * c11_tile_manager Internal list rewritten with all 8 internals
    (alphabetised) — corrects a stale entry that referenced files
    (satellite_provider_*.py) that no longer exist.
  * shared/replay_input file list adds errors.py (cycle-2 carry),
    tlog_ground_truth.py (cycle-2 carry), tlog_route.py (cycle-3 NEW).
  * shared/_types section registers route.py with provenance line.
  * Out-of-scope cycle-2 carry-overs (replay_api/, cli/render_map.py,
    helpers/gps_compare.py, etc.) intentionally untouched.

AZ-847 — Widen test_az270 lint to enforce full rule-9 allow-list:
  * test_ac6_only_compose_root_imports_concrete_strategies now walks
    every components/<X>/*.py ImportFrom/Import and rejects anything
    not in the rule-9 allow-list (own subpackage + _types + helpers
    + config/logging/fdr_client/clock + frame_source interface-only).
  * Strict superset of the original AC-6 narrow check.
  * Reports zero violations on the codebase post-AZ-845.
  * Two principled carve-outs documented in the test docstring:
    - components/<X>/bench/** path skip (measurement code legitimately
      constructs production strategies via runtime_root factories).
    - register_* lazy self-registration imports from
      runtime_root.<X>_factory (central-registry plugin pattern).
  * Both carve-outs surfaced to user via Choose A/B/C/D Risk-1
    protocol; user skipped both — agent proceeded with documented
    defaults. Doc-only follow-up tracked in
    _docs/_process_leftovers/2026-05-24_az847_rule9_wording_followup.md
    for rule-9 wording update in module-layout.md.

Test results: 2287 passed, 90 skipped (environmental — Docker / CUDA
/ TensorRT / Jetson hardware / fixtures), 0 failed. Focused subset
(replay_input/ + c11_tile_manager/ + test_az270_compose_root.py)
also clean: 169 passed, 1 skipped.

Tracker: AZ-845/846/847 transitioned In Progress -> In Testing.
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-24 10:07:20 +03:00
Oleksandr Bezdieniezhnykh 1ca9a59b0b [autodev] Step 13 partial: arch + module-layout cycle-1 sync
Item 1 of the deferred Step 13 refresh set per
_docs/02_document/ripple_log_cycle1.md.

architecture.md:
- Components C1: KltRansac is the cycle-1 operational default while
  AZ-332/AZ-333 are BLOCKED awaiting Tier-2 prerequisites; ADR-001 /
  ADR-002 unchanged (the seam holds; the selection shifted).
- Principle #3: same KltRansac note (cross-link to Components).
- § Technology Stack: OpenCV pin row reflects the cycle-1 relaxation
  to >=4.11.0.86,<4.12 with the leftover-file pointer; OKVIS2 + VINS-
  Mono rows note BLOCKED with AZ-592 / AZ-593 follow-ups.
- § NFR: Dependency CVE pinning row notes the relaxation and the
  CVE-2025-53644 re-validation owed before close.
- § ADR-001: cycle-1 operational note (KltRansac default; AZ-332/333
  facade-only; AZ-589/590 closed Won't-Fix).
- § ADR-009: new Cycle-1 implementation subsection covers
  _STRATEGY_REGISTRY + register_strategy (AZ-591) and the
  pre_constructed kwarg + build_pre_constructed (AZ-618 umbrella;
  Phases A-F including AZ-625 / AZ-687).

module-layout.md:
- shared/runtime_root entry: package layout (was single file in the
  Plan-era sketch); new public-surface table covering __init__.py,
  airborne_bootstrap.py, _replay_branch.py, and the per-component
  factory modules; ownership rows extended (AZ-591, AZ-618, AZ-625,
  AZ-687).

system-flows.md: intentionally not modified — F2 / F8 narratives are
at the component-flow abstraction level and do not reference
compose_root / pre_constructed mechanics, so they have not drifted.

Items 2-4 of the ripple-log refresh set (C1 description, the other
13 components, 8 helpers, tests/*.md) remain deferred to subsequent
sessions.

State: Step 13 stays in_progress; sub_step advanced to phase 6
(component-doc-updates).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-19 16:35:12 +03:00
Oleksandr Bezdieniezhnykh d7a17a8248 [AZ-406] Add blackbox_tests cross-cutting entry to module-layout.md
The 41 blackbox/e2e test tasks (AZ-406..AZ-446 under epic AZ-262) all
declare Component=Blackbox Tests, but module-layout.md had no matching
Per-Component Mapping entry. The implement skill's Step 4 (File
Ownership) requires every batch's component to be resolvable in
module-layout.md.

Add a `blackbox_tests` entry in the Shared / Cross-Cutting section
that owns the top-level `e2e/` directory (separate from `tests/`),
documents the public-boundary discipline (no SUT imports), and
clarifies that boundary-driven performance/resilience/security
scenarios live under `e2e/tests/<category>/` rather than under
`tests/perf|security|resilience/`.

Also update Layout Rule #7 to reflect the harness split and the
state file's sub_step to parse-and-detect-progress (Step 10 entry).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-16 16:01:43 +03:00
Oleksandr Bezdieniezhnykh 5adf3dd04f [AZ-265] Replay as configuration of airborne binary (ADR-011)
Re-design replay mode per user direction: replay is no longer a fourth
Docker image with a reduced component set, but a `config.mode = "replay"`
branch of the single airborne binary. The pre-flight workflow (route in
suite UI -> C12 tile download via real satellite-provider -> C10
manifest+engines build) is identical between live and replay; only three
strategies swap at compose time:

  FrameSource:      Live <-> Video
  FcAdapter:        Pymavlink/MSP2 <-> TlogReplay
  MavlinkTransport: Serial <-> Noop

The C8 outbound MAVLink encoders run unchanged in both modes; their
bytes hit `NoopMavlinkTransport` in replay and disappear. A new
`JsonlReplaySink` taps C5's `EstimatorOutput` stream so the parent-suite
UI sees per-tick coordinates by tailing `results.jsonl`. MAVLink 2.0
signing key remains mandatory (operator supplies a dummy file).

A new `replay_input/` Layer-4 cross-cutting coordinator owns
`(video, tlog) -> (FrameSource, FcAdapter, Clock)` convergence; the
composition root sees only standard interfaces past `.open()`.

Docs:
- architecture.md: new ADR-011 with full rationale; ADR-002 binary
  narrative updated.
- contracts/replay/replay_protocol.md: bumped to v2.0.0; 12 invariants
  (notably mode-agnosticism + encoder byte-equality + signing key
  mandatory + real C6 cache in replay).
- module-layout.md: Build-Time Exclusion Map dropped from 4 to 3 binary
  columns; replay-mode `BUILD_*` flags default ON in airborne;
  `shared/replay_input` cross-cutting entry added.
- epics.md: E-DEMO-REPLAY scope reframed; story points 27-32 -> 19-24.

Task respecs:
- AZ-401: shrunk 3 -> 2 pts; `compose_root` mode branch + JSONL sink +
  NoopMavlinkTransport wiring; legacy `compose_replay` export deleted.
- AZ-402: console-script wrapper that mutates `config.mode = "replay"`
  and dispatches into the shared airborne main; `--mavlink-signing-key`
  mandatory.
- AZ-403: CANCELLED. Moved to done/ with banner; Jira transition deferred
  via `_docs/_process_leftovers/2026-05-14_az_403_cancellation_pending_tracker.md`.
- AZ-404: AC-4 reworded as mode-agnosticism AST scan + encoder
  byte-equality test; new AC-8 operator-workflow rehearsal.
- AZ-405: also owns the `replay_input/` module + `ReplayInputAdapter`.

_dependencies_table.md updated: AZ-401 gains AZ-405 dep; AZ-404 drops
AZ-403 dep; AZ-403 row marked CANCELLED.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-14 09:01:04 +03:00
Oleksandr Bezdieniezhnykh fa3742d582 [AZ-399] [AZ-400] C8 TlogReplayFcAdapter + ReplaySink + JsonlReplaySink
Opens E-DEMO-REPLAY (AZ-265): the two C8 strategies that let the
upcoming compose_replay (AZ-401) and gps-denied-replay CLI (AZ-402)
run the production C1-C5 pipeline against a recorded (.tlog, video)
pair without touching live FC I/O.

AZ-400 lands the contract ReplaySink Protocol (emit + close per
replay_protocol.md v1.0.0) and JsonlReplaySink: orjson-serialised
JSONL, fsync-on-close, build-flag gated (BUILD_REPLAY_SINK_JSONL),
double-close idempotent, FDR mirror on open/close. The drifted
AZ-390 stub in interface.py is removed; the canonical Protocol now
lives in replay_sink.py per module-layout.md and is re-exported via
__init__.py. AZ-390 conformance test widened.

AZ-399 lands TlogReplayFcAdapter: full FcAdapter Protocol surface,
build-flag gated (BUILD_TLOG_REPLAY_ADAPTER), pymavlink stream-parse
with bounded pre-scan + fail-fast on missing required messages
(R-DEMO-3), dedicated decode thread feeding the existing AZ-391
SubscriptionBus. Outbound surface raises FcEmitError per Invariant 5;
request_source_set_switch raises SourceSetSwitchNotSupportedError.
Pacing honours Invariant 6 via Clock.sleep_until_ns. time_offset_ms
shifts every emitted received_at per Invariant 8. Non-monotonic
timestamps raise FcOpenError.

Test coverage: 188 c8_fc_adapter tests pass; 1 skipped (AZ-399 AC-1
500 MB tlog RSS bound, deferred to AZ-404 e2e behind RUN_REPLAY_E2E).
Code review: PASS_WITH_WARNINGS — 1 Medium (mapping logic duplicates
AZ-391 live decoder; intentional today, four behavioural deltas
documented), 2 Low.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-14 05:33:20 +03:00
Oleksandr Bezdieniezhnykh 5dfd9a577e [AZ-526] Consolidate _iso_ts_from_clock into helpers/iso_timestamps
Closes cumulative review 46-48 F1 (Medium) + F3 (Low). Adds
iso_ts_from_clock(clock) alongside iso_ts_now() in the Layer-1
helper; migrates four duplicate definitions in c2_vpr (net_vlad,
ultra_vpr, _faiss_bridge) and c12_operator_orchestrator
(operator_reloc_service). Output format flipped +00:00 -> Z to
align with iso_ts_now() and the canonical FDR _TS fixture (FDR
schema test passes unmodified).

18 helper AC tests + 186 sibling tests pass; ruff clean.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 23:37:04 +03:00
Oleksandr Bezdieniezhnykh 5441ea2017 [AZ-508] Consolidate _iso_ts_now into helpers/iso_timestamps
Batch 48 / Cycle 1 (greenfield Step 7). Closes cumulative review
batches 31-33 F2 and 28-30 F3 by replacing the duplicated private
_iso_ts_now() one-liners with a single Layer-1 helper:

  src/gps_denied_onboard/helpers/iso_timestamps.py
  iso_ts_now() -> str

Output format matches the canonical FDR _TS fixture
(YYYY-MM-DDTHH:MM:SS.ffffffZ); no FDR schema change.

Migrated call-sites (3): c7_inference/onnx_trt_ep_runtime,
c7_inference/thermal_publisher, plus the 3 c6_tile_cache callers
that previously imported from the local c6_tile_cache/_timestamp
shim (now deleted, superseded by the Layer-1 helper).

Spec drift resolved (Choose A, user-approved): spec listed 5 call
sites + +00:00 regex; on-disk reality at batch start is 3 sites +
Z-suffix matching every existing helper and the FDR _TS fixture.
Spec preamble + AC-2 regex updated in the task file; documented in
batch_48_cycle1_report.md.

Tests: 9 new AC tests (AC-1..AC-7 + Layer-1 invariant +
public-surface defensive); 216 focused tests pass including the
unmodified AZ-272 FDR schema suite and AZ-270 / AZ-507 layering
lints. Verdict: PASS (no findings).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 23:23:22 +03:00
Oleksandr Bezdieniezhnykh 5fe67023b2 [AZ-329] [AZ-330] [AZ-523] [AZ-524] Batch 44 atomic refactor
Implements two new C12 services and rebalances the C11/C12 boundary
in one atomic commit:

* AZ-329 PostLandingUploadOrchestrator — gates C11 upload on the
  `flight_footer` FDR record's `clean_shutdown` field; 4 refusal
  modes; new FdrFooterReader Protocol + LocalFdrFooterReader.
* AZ-330 OperatorReLocService — AC-3.4 visual-loss re-localization
  hint; reuses shared LatLonAlt; OperatorCommandTransport Protocol
  cut (E-C8 owns the future pymavlink concrete); new FDR record
  kind `c12.reloc.requested`; log redaction (lat/lon 5 decimals,
  reason 200 chars).
* AZ-523 C11 internal flight-state gate removed (SRP refactor):
  `confirm_flight_state` / `FlightStateSignal` use /
  `FlightStateNotOnGroundError` deleted from C11; TileUploader
  contract bumped to v2.0.0 (frozen) with migration note; AZ-317
  superseded.
* AZ-524 Package rename `c12_operator_tooling` →
  `c12_operator_orchestrator` across source, tests, pyproject,
  CMake, Dockerfile, compose, CI, runtime-root services class
  (`OperatorOrchestratorServices`) + factory function
  (`build_operator_orchestrator`), logger namespaces, config slug,
  docs, and the E-C12 epic title.

Tests: 1543 passed, 80 skipped (all environment gates). Targeted
AC suite (AZ-329 + AZ-330 + FdrFooterReader): 37 passed. Cold-start
NFR-perf still ≤ 500 ms p99.

Tracker: AZ-317 → Done (superseded); AZ-319 v2.0.0 contract bump
comment; AZ-329/AZ-330 → In Testing; AZ-253 epic renamed; AZ-523
+ AZ-524 created and closed as audit-trail tickets.

See `_docs/03_implementation/batch_44_cycle1_report.md`.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 19:42:46 +03:00
Oleksandr Bezdieniezhnykh f01a5058ab [AZ-322] C10 DescriptorBatcher (faiss-cpu, OOM halve-retry)
Implements the C10 internal phase that walks every C6 tile, embeds
through C2's backbone via the AZ-321-produced engine, and rebuilds
the AZ-306 FAISS HNSW index in one atomic write.

- DescriptorBatcher with halve-and-retry OOM recovery (default 1 retry)
- BackboneEmbedder Protocol + C7EngineBackboneEmbedder default impl
- DescriptorBatchError for OOM / dim-mismatch / missing-output failures
- Empty-corpus surfaces as outcome=failure with explicit hint to run C11
- Per-10% progress callback + DEBUG logs (no engine bytes leaked)
- Consumer-side Protocol cuts (TilesByBboxBatchQuery, TilePixelOpener,
  DescriptorIndexRebuilder) so c10 stays within AZ-270 lint
- runtime_root.c10_factory adds build_descriptor_batcher + three
  C6->C10 adapters
- 16 unit tests covering AC-1..AC-10 + 2 NFRs + 4 supplemental
  (Protocol conformance, query pass-through, handle release, config)

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 04:20:47 +03:00
Oleksandr Bezdieniezhnykh 3b7265757b [AZ-306] C6 FaissDescriptorIndex (faiss-cpu, HNSW32)
Production-default DescriptorIndex strategy backed by the faiss-cpu
PyPI wheel (>=1.7,<2.0). Implements the AZ-303 Protocol surface end
to end: HNSW32 + IndexIDMap2 search, atomic three-file rebuild
(.index + .sha256 sidecar + .meta.json), triple-consistency load
check, mmap-backed reads with IO_FLAG_MMAP|IO_FLAG_READ_ONLY, optional
warm-up query at construction, FAISS RuntimeError rewrap to
IndexUnavailableError / IndexBuildError, and FaissDescriptorIndex.from_config
classmethod wired into runtime_root.storage_factory.

The original spec required a custom pybind11 wrapper over a vendored
FAISS HEAD; the user opted for the upstream faiss-cpu wheel after
research fact #92 confirmed ARM64 wheel availability for Jetson and
the existing pyproject.toml already pinned faiss-cpu. cpp/faiss_index/
placeholder removed; BUILD_FAISS_INDEX flag retained as a
runtime/factory gate (no native target). Spec rewritten end-to-end and
archived to _docs/02_tasks/done/.

C6TileCacheConfig extended with faiss_index_path and
faiss_warmup_query_path fields. tests/conftest.py sets
KMP_DUPLICATE_LIB_OK=TRUE to remediate the macOS faiss/torch libomp
duplicate-load abort during pytest (no-op on CI Linux). 21 new tests
cover AC-1..12 + 2 NFRs + from_config smoke; AZ-303 protocol-conformance
fake updated with from_config classmethod.

Tests: 124/124 c6_tile_cache pass; 1334 project-wide pass; 1
pre-existing OKVIS2 submodule failure unrelated.

Doc sync: module-layout.md, components/08_c6_tile_cache/description.md
§5, batch_35_cycle1_report.md.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 04:01:37 +03:00
Oleksandr Bezdieniezhnykh e2bebefdfc [AZ-507] [AZ-323] [AZ-324] C10 Manifest build + verify + AZ-270 hygiene
AZ-507: codify cross-component import rule. Added
_types/inference_errors.py shim re-exporting EngineBuildError +
CalibrationCacheError from c7_inference; narrowed C10
EngineCompiler's except Exception to the two typed errors so unknown
exceptions propagate (AC-3). Rewrote module-layout.md "Imports from"
sections for 9 components + added Rule 9; appended an
architecture.md ADR-009 note explaining why components must go
through _types/*.

AZ-323: ManifestBuilder + Ed25519ManifestSigner. Canonical JSON via
orjson OPT_SORT_KEYS+OPT_INDENT_2, atomic-write Manifest.json + sha
sidecar + .sig via AZ-280, operator-key fingerprint allowlist gate
(C10-ST-01), ADR-010 takeoff_origin + flight_id baked into Manifest
AND manifest_hash so re-planned routes change the cache identity
(AC-15/AC-16). 20 unit tests cover all 16 ACs.

AZ-324: ManifestVerifierImpl. Fail-closed Steps A-D: Manifest.json
sidecar self-hash, Ed25519 trust-key set, schema parse with
absolute/.. path rejection + takeoff_origin in-bbox check, stream
SHA-256 per artifact with multi-failure accumulation. Operator mode
re-derives tiles_coverage_sha256 from C6; airborne mode trusts the
signed aggregate. 19 unit tests cover all 17 ACs.

Composition root: c10_factory.build_manifest_builder +
build_manifest_verifier + c6_tile_metadata_store_to_tiles_query
adapter (the one place that legitimately imports both C6 and C10
without violating the AZ-270 lint).

Dependency: pinned cryptography>=43.0,<46.0 in pyproject.toml.

Tests: 1300 passed, 80 skipped (env-only), ruff clean for all
AZ-323/324 files.

AZ-306 (FAISS) intentionally deferred to batch 35 — needs C++
pybind11 toolchain not present in this environment.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 02:37:14 +03:00
Oleksandr Bezdieniezhnykh 0dfe7c5301 [AZ-321] C10 EngineCompiler: hardware-tied TRT compile + cache reuse
Land the C10 per-model engine compile + cache-reuse orchestrator.
`EngineCompiler.compile_engines_for_corpus(request)` walks the
corpus, computes the canonical engine filename via AZ-281
`EngineFilenameSchema.build`, and either reuses the cached binary
(cache hit, AZ-280 `Sha256Sidecar.verify` returns True) or delegates
to the AZ-297 `compile_engine` on the injected runtime (cache miss;
the runtime owns the write path). Returns one `EngineCompileResult`
per backbone carrying the canonical `EngineCacheEntry`, outcome
(BUILT / REUSED), and `compile_duration_s` (None on reuse).
Hardware-tied reuse (D-C10-6 / D-C10-7) falls out of the filename
schema — a host change rebuilds at the new path and leaves the old
files untouched (AC-4).

Design corrections vs. the task spec body:
- The spec proposed a c10-local `EngineCacheEntry` carrying outcome
  and duration; that name is already taken by the AZ-297 canonical
  DTO. The wrapper is renamed `EngineCompileResult`; the canonical
  shape wins.
- The spec called `InferenceRuntime.host_info()`, which is not in
  the AZ-297 Protocol. `HostCapabilities` is threaded through
  `EngineCompileRequest` instead so the composition root owns host
  probing and the compiler stays decoupled.
- The c10 layer cannot import `components.c7_inference` (arch rule
  `test_az270_compose_root.test_ac6`). `engine_compiler.py` defines
  `CompileEngineCallable` — a structural Protocol cut of
  `InferenceRuntime` exposing only `compile_engine` — and catches
  broad `Exception` (re-raising preserves the original type;
  `error_class` is recorded in the ERROR log payload).

Production
- engine_compiler.py: `CompileOutcome` enum, `BackboneSpec`,
  `EngineCompileRequest`, `EngineCompileResult`,
  `EngineCompileSummary` DTOs; `CompileEngineCallable` Protocol;
  `EngineCompiler` with the single public method.
- config.py: `BackboneConfig` + `C10ProvisioningConfig`
  (`workspace_mb` default 4 GiB to match C7 NFT-LIM-01); validate
  positive shape dims and duplicate model_name detection in
  `__post_init__`.
- runtime_root/c10_factory.py: `build_engine_compiler(config)` wires
  the existing `build_inference_runtime` factory through;
  `build_backbone_specs(config)` materialises the `BackboneSpec`
  tuple from the config block.
- components/c10_provisioning/__init__.py: re-exports the AZ-321
  surface and registers the new config block.

Tests
- test_engine_compiler.py: covers AC-1..AC-10 + missing-sidecar
  sibling case for AC-5. Tier-1 via fake runtime that writes through
  the REAL `Sha256Sidecar.write_atomic_and_sidecar`. Tier-2
  placeholders for the cache-hit p99 NFR (200 MB engine sweep) and
  kill-during-compile atomic-write NFR.

Docs
- module-layout.md: c10_provisioning Per-Component Mapping lists the
  new internal modules (engine_compiler.py, config.py), the
  composition-root c10_factory.py, the AZ-321 public re-export
  surface, and the registered config block.
- batch_33_cycle1_report.md + reviews/batch_33_review.md:
  PASS_WITH_WARNINGS (4 Low findings accepted).

Tests run: c10_provisioning 13 passing + 2 Tier-2 skips; combined
unit suite (excluding pending components) 543 passing, 21
env-skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 00:09:53 +03:00
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 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 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 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 8382cdae10 start over again 2026-05-07 04:08:03 +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