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add chunking
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@@ -1,4 +1,3 @@
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<!-- 31098ee5-58fb-474a-815e-fd9cbd17c063 9f609f9e-c80d-4c88-b618-3135b96a8333 -->
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# ASTRAL-Next System Component Decomposition Plan
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## Design Principle: Interface-Based Architecture
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@@ -24,133 +23,106 @@
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## System Architecture Overview
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**Two separate REST APIs in same repository:**
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**Single unified Flight API:**
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### Route API (Separate Project)
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- Route/waypoint/geofence CRUD
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- Shared by GPS-Denied and Mission Planner
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- Does NOT call satellite provider
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### GPS-Denied API (Main System)
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- Tri-layer localization (SuperPoint+LightGlue, AnyLoc, LiteSAM)
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- Flight CRUD operations (create, read, update, delete)
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- Waypoint management within flights
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- Geofence management
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- Tri-layer localization (SuperPoint+LightGlue, DINOv2, LiteSAM)
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- Calls satellite provider for tiles
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- Rotation preprocessing (LiteSAM 45° limit)
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- Per-frame Route API updates
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- Per-frame waypoint updates
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- Progressive tile search (1→4→9→16→25)
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- SSE streaming for real-time results
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---
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## ROUTE API COMPONENTS (4 components)
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## FLIGHT API COMPONENTS (17 components)
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### R01_route_rest_api
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### Core API Layer
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**Interface**: `IRouteRestAPI`
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**Endpoints**: `POST /routes`, `GET /routes/{routeId}`, `PUT /routes/{routeId}/waypoints`, `DELETE /routes/{routeId}`
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**F01_flight_api**
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**Interface**: `IFlightAPI`
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**Endpoints**: `POST /flights`, `GET /flights/{flightId}`, `DELETE /flights/{flightId}`, `PUT /flights/{flightId}/waypoints/{waypointId}`, `POST .../images/batch`, `POST .../user-fix`, `GET .../status`, `GET .../stream`
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### R02_route_data_manager
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**F02_flight_processor**
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**Interface**: `IFlightProcessor`
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**API**: `create_flight()`, `get_flight()`, `get_flight_state()`, `delete_flight()`, `update_waypoint()`, `batch_update_waypoints()`, `validate_waypoint()`, `validate_geofence()`, `process_frame()`, `run_processing_loop()`, `handle_tracking_loss()`, `initialize_system()`
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**Interface**: `IRouteDataManager`
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**API**: `save_route()`, `load_route()`, `update_waypoint()`, `delete_waypoint()`, `get_route_metadata()`
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### R03_waypoint_validator
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**Interface**: `IWaypointValidator`
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**API**: `validate_waypoint()`, `validate_geofence()`, `check_bounds()`, `validate_route_continuity()`
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### R04_route_database_layer
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**Interface**: `IRouteDatabase`
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**API**: `insert_route()`, `update_route()`, `query_routes()`, `get_waypoints()`
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---
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## GPS-DENIED API COMPONENTS (17 components)
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### Core REST API Layer
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**G01_gps_denied_rest_api**
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**Interface**: `IGPSDeniedRestAPI`
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**Endpoints**: `POST /gps-denied/flights`, `POST .../images/batch`, `POST .../user-fix`, `GET .../status`, `GET .../stream`
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**G02_flight_manager**
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**Interface**: `IFlightManager`
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**API**: `create_flight()`, `get_flight_state()`, `link_to_route()`, `update_flight_status()`
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**G03_route_api_client**
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**Interface**: `IRouteAPIClient`
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**API**: `update_route_waypoint()`, `get_route_info()`, `batch_update_waypoints()`
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**F03_flight_database**
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**Interface**: `IFlightDatabase`
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**API**: `insert_flight()`, `update_flight()`, `query_flights()`, `get_flight_by_id()`, `delete_flight()`, `get_waypoints()`, `insert_waypoint()`, `update_waypoint()`, `batch_update_waypoints()`, `save_flight_state()`, `load_flight_state()`, `save_frame_result()`, `get_frame_results()`, `save_heading()`, `get_heading_history()`, `get_latest_heading()`, `save_image_metadata()`, `get_image_path()`, `get_image_metadata()`
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### Data Management
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**G04_satellite_data_manager**
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**F04_satellite_data_manager**
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**Interface**: `ISatelliteDataManager`
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**API**: `fetch_tile()`, `fetch_tile_grid()`, `prefetch_route_corridor()`, `progressive_fetch()`, `cache_tile()`, `get_cached_tile()`, `compute_tile_coords()`, `expand_search_grid()`
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**API**: `fetch_tile()`, `fetch_tile_grid()`, `prefetch_route_corridor()`, `progressive_fetch()`, `cache_tile()`, `get_cached_tile()`, `compute_tile_coords()`, `expand_search_grid()`, `compute_tile_bounds()`
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**Features**: Progressive retrieval, tile caching, grid calculations
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**G05_image_input_pipeline**
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**F05_image_input_pipeline**
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**Interface**: `IImageInputPipeline`
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**API**: `queue_batch()`, `process_next_batch()`, `validate_batch()`, `store_images()`, `get_next_image()`, `get_image_by_sequence()`
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**Features**: FIFO queuing, validation, storage
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**G06_image_rotation_manager**
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**F06_image_rotation_manager**
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**Interface**: `IImageRotationManager`
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**API**: `rotate_image_360()`, `try_rotation_steps()`, `calculate_precise_angle()`, `get_current_heading()`, `update_heading()`, `detect_sharp_turn()`, `requires_rotation_sweep()`
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**Features**: 30° rotation sweeps, heading tracking
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### Visual Processing
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**G07_sequential_visual_odometry**
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**F07_sequential_visual_odometry**
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**Interface**: `ISequentialVO`
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**API**: `compute_relative_pose()`, `extract_features()`, `match_features()`, `estimate_motion()`
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**G08_global_place_recognition**
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**F08_global_place_recognition**
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**Interface**: `IGlobalPlaceRecognition`
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**API**: `retrieve_candidate_tiles()`, `compute_location_descriptor()`, `query_database()`, `rank_candidates()`
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**G09_metric_refinement**
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**F09_metric_refinement**
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**Interface**: `IMetricRefinement`
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**API**: `align_to_satellite()`, `compute_homography()`, `extract_gps_from_alignment()`, `compute_match_confidence()`
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**API**: `align_to_satellite(uav_image, satellite_tile, tile_bounds)`, `compute_homography()`, `extract_gps_from_alignment()`, `compute_match_confidence()`
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### State Estimation
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**G10_factor_graph_optimizer**
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**F10_factor_graph_optimizer**
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**Interface**: `IFactorGraphOptimizer`
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**API**: `add_relative_factor()`, `add_absolute_factor()`, `add_altitude_prior()`, `optimize()`, `get_trajectory()`
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**API**: `add_relative_factor()`, `add_absolute_factor()`, `add_altitude_prior()`, `optimize()`, `get_trajectory()`, `get_marginal_covariance()`
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**G11_failure_recovery_coordinator**
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**F11_failure_recovery_coordinator**
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**Interface**: `IFailureRecoveryCoordinator`
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**API**: `check_confidence()`, `detect_tracking_loss()`, `start_search()`, `expand_search_radius()`, `try_current_grid()`, `create_user_input_request()`, `apply_user_anchor()`
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**G12_coordinate_transformer**
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**F12_route_chunk_manager**
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**Interface**: `IRouteChunkManager`
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**API**: `create_chunk()`, `add_frame_to_chunk()`, `get_chunk_frames()`, `get_chunk_images()`, `get_chunk_composite_descriptor()`, `get_chunk_bounds()`, `is_chunk_ready_for_matching()`, `mark_chunk_anchored()`, `get_chunks_for_matching()`, `get_active_chunk()`, `deactivate_chunk()`
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**Features**: Chunk lifecycle management, chunk state tracking, chunk matching coordination
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**F13_coordinate_transformer**
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**Interface**: `ICoordinateTransformer`
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**API**: `pixel_to_gps()`, `gps_to_pixel()`, `image_object_to_gps()`, `compute_gsd()`, `transform_points()`
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**API**: `set_enu_origin()`, `get_enu_origin()`, `gps_to_enu()`, `enu_to_gps()`, `pixel_to_gps()`, `gps_to_pixel()`, `image_object_to_gps()`, `compute_gsd()`, `transform_points()`
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### Results & Communication
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**G13_result_manager**
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**F14_result_manager**
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**Interface**: `IResultManager`
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**API**: `update_frame_result()`, `publish_to_route_api()`, `get_flight_results()`, `mark_refined()`
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**API**: `update_frame_result()`, `publish_waypoint_update()`, `get_flight_results()`, `mark_refined()`
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**G14_sse_event_streamer**
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**F15_sse_event_streamer**
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**Interface**: `ISSEEventStreamer`
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**API**: `create_stream()`, `send_frame_result()`, `send_search_progress()`, `send_user_input_request()`, `send_refinement()`
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### Infrastructure
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**G15_model_manager**
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**F16_model_manager**
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**Interface**: `IModelManager`
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**API**: `load_model()`, `get_inference_engine()`, `optimize_to_tensorrt()`, `fallback_to_onnx()`
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**G16_configuration_manager**
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**F17_configuration_manager**
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**Interface**: `IConfigurationManager`
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**API**: `load_config()`, `get_camera_params()`, `validate_config()`, `get_flight_config()`
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**G17_gps_denied_database_layer**
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**Interface**: `IGPSDeniedDatabase`
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**API**: `save_flight_state()`, `load_flight_state()`, `query_processing_history()`
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---
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## HELPER COMPONENTS (8 components)
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@@ -166,156 +138,217 @@
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---
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## System Startup Initialization Order
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**Startup sequence** (blocking, sequential):
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| Order | Component | Method | Purpose | Dependencies |
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|-------|-----------|--------|---------|--------------|
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| 1 | F16 Configuration Manager | `load_config()` | Load system configuration | None |
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| 2 | F03 Flight Database | Initialize connections | Establish DB connection pool | F16 |
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| 3 | F15 Model Manager | `load_model("SuperPoint")` | Load SuperPoint feature extractor | F16 |
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| 4 | F15 Model Manager | `load_model("LightGlue")` | Load LightGlue matcher | F16 |
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| 5 | F15 Model Manager | `load_model("DINOv2")` | Load DINOv2 for place recognition | F16 |
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| 6 | F15 Model Manager | `load_model("LiteSAM")` | Load LiteSAM for cross-view matching | F16 |
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| 7 | F04 Satellite Data Manager | Initialize cache | Initialize tile cache directory | F16 |
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| 8 | F08 Global Place Recognition | `build_index()` or `load_index()` | Build/load Faiss index from satellite tiles | F04, F15, H04 |
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| 9 | F12 Route Chunk Manager | Initialize | Initialize chunk state tracking | F10 |
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| 10 | F02 Flight Processor | Ready | Ready to accept flights | All above |
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| 11 | F01 Flight API | Start server | Start FastAPI/Uvicorn | F02 |
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**Estimated total startup time**: ~30 seconds (dominated by model loading)
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**Shutdown sequence** (reverse order):
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1. F01 Flight API - Stop accepting requests
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2. F02 Flight Processor - Complete or cancel active flights
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3. F11 Failure Recovery Coordinator - Stop background chunk matching
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4. F12 Route Chunk Manager - Save chunk state
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5. F16 Model Manager - Unload models
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6. F03 Flight Database - Close connections
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7. F04 Satellite Data Manager - Flush cache
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---
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## Comprehensive Component Interaction Matrix
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### System Initialization
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| Source | Target | Method | Purpose |
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|--------|--------|--------|---------|
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| G02 | G15 | `load_model()` × 4 | Load SuperPoint, LightGlue, DINOv2, LiteSAM |
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| G02 | G16 | `load_config()` | Load system configuration |
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| G04 | G08 | Satellite tiles | G08 generates descriptors for Faiss |
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| G08 | H04 | `build_index()` | Build satellite descriptor index |
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| G08 | G15 | `get_inference_engine("DINOv2")` | Get model for descriptor generation |
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| F02 | F16 | `load_config()` | Load system configuration |
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| F02 | F15 | `load_model()` × 4 | Load SuperPoint, LightGlue, DINOv2, LiteSAM |
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| F04 | F08 | Satellite tiles | F08 generates descriptors for Faiss |
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| F08 | H04 | `build_index()` | Build satellite descriptor index |
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| F08 | F15 | `get_inference_engine("DINOv2")` | Get model for descriptor generation |
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### Flight Creation
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| Source | Target | Method | Purpose |
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|--------|--------|--------|---------|
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| Client | G01 | `POST /gps-denied/flights` | Create flight |
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| G01 | G02 | `create_flight()` | Initialize flight state |
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| G02 | G16 | `get_flight_config()` | Get camera params, altitude |
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| G02 | G03 | `get_route_info()` | Fetch route metadata |
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| G03 | Route API | `GET /routes/{routeId}` | HTTP call |
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| G02 | G04 | `prefetch_route_corridor()` | Prefetch tiles |
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| G04 | Satellite Provider | `GET /api/satellite/tiles/batch` | HTTP batch download |
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| G04 | H06 | `compute_tile_bounds()` | Tile coordinate calculations |
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| G02 | G17 | `save_flight_state()` | Persist flight metadata |
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| Client | G01 | `GET .../stream` | Open SSE connection |
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| G01 | G14 | `create_stream()` | Establish SSE channel |
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| Client | F01 | `POST /flights` | Create flight |
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| F01 | F02 | `create_flight()` | Initialize flight state |
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| F02 | F16 | `get_flight_config()` | Get camera params, altitude |
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| F02 | F12 | `set_enu_origin(start_gps)` | Set ENU coordinate origin |
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| F02 | F04 | `prefetch_route_corridor()` | Prefetch tiles |
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| F04 | Satellite Provider | `GET /api/satellite/tiles/batch` | HTTP batch download |
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| F04 | H06 | `compute_tile_bounds()` | Tile coordinate calculations |
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| F02 | F03 | `insert_flight()` | Persist flight data |
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| Client | F01 | `GET .../stream` | Open SSE connection |
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| F01 | F14 | `create_stream()` | Establish SSE channel |
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### Image Upload
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| Source | Target | Method | Purpose |
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|--------|--------|--------|---------|
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| Client | G01 | `POST .../images/batch` | Upload 10-50 images |
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| G01 | G05 | `queue_batch()` | Queue for processing |
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| G05 | H08 | `validate_batch()` | Validate sequence, format |
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| G05 | G17 | `store_images()` | Persist images |
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| Client | F01 | `POST .../images/batch` | Upload 10-50 images |
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| F01 | F05 | `queue_batch()` | Queue for processing |
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| F05 | H08 | `validate_batch()` | Validate sequence, format |
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| F05 | F03 | `save_image_metadata()` | Persist image metadata |
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### Per-Frame Processing (First Frame / Sharp Turn)
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| Source | Target | Method | Purpose |
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|--------|--------|--------|---------|
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| G05 | G06 | `get_next_image()` | Get image for processing |
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| G06 | G06 | `requires_rotation_sweep()` | Check if sweep needed |
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| G06 | H07 | `rotate_image()` × 12 | Rotate in 30° steps |
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| G06 | G09 | `align_to_satellite()` × 12 | Try LiteSAM each rotation |
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| G09 | G04 | `get_cached_tile()` | Get expected tile |
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| G09 | G15 | `get_inference_engine("LiteSAM")` | Get model |
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| G06 | H07 | `calculate_rotation_from_points()` | Precise angle from homography |
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| G06 | Internal | `update_heading()` | Store UAV heading |
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| F02 | F05 | `get_next_image()` | Get image for processing |
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| F02 | F06 | `requires_rotation_sweep()` | Check if sweep needed |
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| F06 | H07 | `rotate_image()` × 12 | Rotate in 30° steps |
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| F06 | F09 | `align_to_satellite(img, tile, bounds)` × 12 | Try LiteSAM each rotation |
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| F06 | F04 | `get_cached_tile()` + `compute_tile_bounds()` | Get expected tile with bounds |
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| F09 | F15 | `get_inference_engine("LiteSAM")` | Get model |
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| F06 | H07 | `calculate_rotation_from_points()` | Precise angle from homography |
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| F06 | F03 | `save_heading()` | Store UAV heading |
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### Per-Frame Processing (Sequential VO)
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| Source | Target | Method | Purpose |
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|--------|--------|--------|---------|
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| G05 | G07 | `get_next_image()` | Provide image |
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| G07 | G15 | `get_inference_engine("SuperPoint")` | Get feature extractor |
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| G07 | G15 | `get_inference_engine("LightGlue")` | Get matcher |
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| G07 | H05 | `start_timer()`, `end_timer()` | Monitor timing |
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| G07 | G10 | `add_relative_factor()` | Add pose measurement |
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| F02 | F12 | `get_active_chunk()` | Get active chunk for frame |
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| F02 | F07 | Process frame | Provide image and chunk context |
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| F07 | F16 | `get_inference_engine("SuperPoint")` | Get feature extractor |
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| F07 | F16 | `get_inference_engine("LightGlue")` | Get matcher |
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| F07 | H05 | `start_timer()`, `end_timer()` | Monitor timing |
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| F07 | F10 | `add_relative_factor_to_chunk()` | Add pose measurement to chunk subgraph |
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| F02 | F12 | `add_frame_to_chunk()` | Add frame to chunk |
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### Tracking Good (Drift Correction)
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| Source | Target | Method | Purpose |
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|--------|--------|--------|---------|
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| G07 | G11 | `check_confidence()` | Check tracking quality |
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| G11 | G09 | `align_to_satellite()` | Align to 1 tile |
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| G09 | G04 | `get_tile_grid(1)` | Get single tile |
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| G09 | G10 | `add_absolute_factor()` | Add GPS measurement |
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| F02 | F11 | `check_confidence()` | Check tracking quality |
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| F02 | F04 | `fetch_tile()` + `compute_tile_bounds()` | Get single tile with bounds |
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| F02 | F09 | `align_to_satellite(img, tile, bounds)` | Align to 1 tile |
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| F02 | F10 | `add_absolute_factor()` | Add GPS measurement |
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### Tracking Lost (Progressive Search)
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### Tracking Lost (Progressive Search + Chunk Building)
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| Source | Target | Method | Purpose |
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|--------|--------|--------|---------|
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| G07 | G11 | `check_confidence()` → FAIL | Low confidence |
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| G11 | G06 | `requires_rotation_sweep()` | Trigger rotation sweep |
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| G11 | G08 | `retrieve_candidate_tiles()` | Coarse localization |
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| G08 | G15 | `get_inference_engine("DINOv2")` | Get model |
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| G08 | H04 | `search()` | Query Faiss index |
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| G08 | G04 | `get_tile_by_gps()` × 5 | Get candidate tiles |
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| G11 | G04 | `expand_search_grid(4)` | Get 2×2 grid |
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| G11 | G09 | `align_to_satellite()` | Try LiteSAM on 4 tiles |
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| G11 (fail) | G04 | `expand_search_grid(9)` | Expand to 3×3 |
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| G11 (fail) | G04 | `expand_search_grid(16)` | Expand to 4×4 |
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| G11 (fail) | G04 | `expand_search_grid(25)` | Expand to 5×5 |
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| G11 (fail) | G14 | `send_user_input_request()` | Request human help |
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| G11 | G02 | `update_flight_status("BLOCKED")` | Block processing |
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| F02 | F11 | `check_confidence()` → FAIL | Low confidence |
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| F11 | F12 | `create_chunk_on_tracking_loss()` | **Proactive chunk creation** |
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| F12 | F10 | `create_new_chunk()` | Create chunk in factor graph |
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| F02 | F12 | `get_active_chunk()` | Get new active chunk |
|
||||
| F11 | F06 | `requires_rotation_sweep()` | Trigger rotation sweep (single-image) |
|
||||
| F11 | F08 | `retrieve_candidate_tiles()` | Coarse localization (single-image) |
|
||||
| F08 | F15 | `get_inference_engine("DINOv2")` | Get model |
|
||||
| F08 | H04 | `search()` | Query Faiss index |
|
||||
| F08 | F04 | `get_tile_by_gps()` × 5 | Get candidate tiles |
|
||||
| F11 | F04 | `expand_search_grid(4)` | Get 2×2 grid |
|
||||
| F11 | F09 | `align_to_satellite(img, tile, bounds)` | Try LiteSAM on tiles |
|
||||
| F11 (fail) | F04 | `expand_search_grid(9)` | Expand to 3×3 |
|
||||
| F11 (fail) | F04 | `expand_search_grid(16)` | Expand to 4×4 |
|
||||
| F11 (fail) | F04 | `expand_search_grid(25)` | Expand to 5×5 |
|
||||
| F11 (fail) | F03 | Continue building chunk | **Chunk building continues** |
|
||||
| F11 (background) | F03 | `get_chunks_for_matching()` | Get unanchored chunks |
|
||||
| F11 (background) | F08 | `retrieve_candidate_tiles_for_chunk()` | **Chunk semantic matching** |
|
||||
| F11 (background) | F06 | `try_chunk_rotation_steps()` | **Chunk rotation sweeps** |
|
||||
| F11 (background) | F09 | `align_chunk_to_satellite()` | **Chunk LiteSAM matching** |
|
||||
| F11 (background) | F10 | `add_chunk_anchor()` + `merge_chunks()` | **Chunk merging** |
|
||||
| F11 (fail) | F14 | `send_user_input_request()` | Request human help (last resort) |
|
||||
| F11 | F02 | `update_flight_status("BLOCKED")` | Block processing |
|
||||
|
||||
### Optimization & Results
|
||||
|
||||
| Source | Target | Method | Purpose |
|
||||
|--------|--------|--------|---------|
|
||||
| G10 | H03 | `huber_loss()`, `cauchy_loss()` | Apply robust kernels |
|
||||
| G10 | Internal | `optimize()` | Run iSAM2 optimization |
|
||||
| G10 | G12 | `get_trajectory()` | Get optimized poses |
|
||||
| G12 | H01 | `project()`, `unproject()` | Camera operations |
|
||||
| G12 | H02 | `compute_gsd()` | GSD calculations |
|
||||
| G12 | H06 | `tile_to_latlon()` | Coordinate transforms |
|
||||
| G12 | G13 | Frame GPS + object coords | Provide results |
|
||||
| G13 | G03 | `update_route_waypoint()` | Per-frame Route API update |
|
||||
| G03 | Route API | `PUT /routes/.../waypoints/...` | HTTP call |
|
||||
| G13 | G14 | `send_frame_result()` | Publish to client |
|
||||
| G14 | Client | SSE `frame_processed` | Real-time delivery |
|
||||
| G13 | G17 | `save_flight_state()` | Persist state |
|
||||
| F10 | H03 | `huber_loss()`, `cauchy_loss()` | Apply robust kernels |
|
||||
| F10 | Internal | `optimize()` | Run iSAM2 optimization |
|
||||
| F02 | F10 | `get_trajectory()` | Get optimized poses |
|
||||
| F02 | F13 | `enu_to_gps()` | Convert ENU to GPS |
|
||||
| F13 | H01 | `project()`, `unproject()` | Camera operations |
|
||||
| F13 | H02 | `compute_gsd()` | GSD calculations |
|
||||
| F13 | H06 | `tile_to_latlon()` | Coordinate transforms |
|
||||
| F02 | F14 | Frame GPS + object coords | Provide results |
|
||||
| F14 | F02 | `update_waypoint()` | Per-frame waypoint update |
|
||||
| F14 | F15 | `send_frame_result()` | Publish to client |
|
||||
| F15 | Client | SSE `frame_processed` | Real-time delivery |
|
||||
| F14 | F03 | `save_frame_result()` | Persist frame result |
|
||||
|
||||
### User Input Recovery
|
||||
|
||||
| Source | Target | Method | Purpose |
|
||||
|--------|--------|--------|---------|
|
||||
| G14 | Client | SSE `user_input_needed` | Notify client |
|
||||
| Client | G01 | `POST .../user-fix` | Provide anchor |
|
||||
| G01 | G11 | `apply_user_anchor()` | Apply fix |
|
||||
| G11 | G10 | `add_absolute_factor()` (high confidence) | Hard constraint |
|
||||
| G10 | Internal | `optimize()` | Re-optimize |
|
||||
| G11 | G02 | `update_flight_status("PROCESSING")` | Resume |
|
||||
| F15 | Client | SSE `user_input_needed` | Notify client |
|
||||
| Client | F01 | `POST .../user-fix` | Provide anchor |
|
||||
| F01 | F11 | `apply_user_anchor()` | Apply fix |
|
||||
| F11 | F10 | `add_absolute_factor()` (high confidence) | Hard constraint |
|
||||
| F10 | Internal | `optimize()` | Re-optimize |
|
||||
| F11 | F02 | `update_flight_status("PROCESSING")` | Resume |
|
||||
|
||||
### Asynchronous Refinement
|
||||
|
||||
| Source | Target | Method | Purpose |
|
||||
|--------|--------|--------|---------|
|
||||
| G10 | Internal (background) | `optimize()` | Back-propagate anchors |
|
||||
| G10 | G13 | `get_trajectory()` | Get refined poses |
|
||||
| G13 | G03 | `batch_update_waypoints()` | Batch update Route API |
|
||||
| G13 | G14 | `send_refinement()` × N | Send updates |
|
||||
| G14 | Client | SSE `frame_refined` × N | Incremental updates |
|
||||
| F10 | Internal (background) | `optimize()` | Back-propagate anchors |
|
||||
| F10 | F14 | `get_trajectory()` | Get refined poses |
|
||||
| F14 | F02 | `batch_update_waypoints()` | Batch update waypoints |
|
||||
| F14 | F15 | `send_refinement()` × N | Send updates |
|
||||
| F15 | Client | SSE `frame_refined` × N | Incremental updates |
|
||||
|
||||
### Chunk Matching (Background)
|
||||
|
||||
| Source | Target | Method | Purpose |
|
||||
|--------|--------|--------|---------|
|
||||
| F11 (background) | F12 | `get_chunks_for_matching()` | Get unanchored chunks ready for matching |
|
||||
| F11 | F12 | `get_chunk_images()` | Get chunk images |
|
||||
| F11 | F08 | `retrieve_candidate_tiles_for_chunk()` | Chunk semantic matching (aggregate DINOv2) |
|
||||
| F08 | F16 | `get_inference_engine("DINOv2")` | Get model for descriptor computation |
|
||||
| F08 | H04 | `search()` | Query Faiss with chunk descriptor |
|
||||
| F11 | F06 | `try_chunk_rotation_steps()` | Chunk rotation sweeps (12 rotations) |
|
||||
| F06 | F09 | `align_chunk_to_satellite()` × 12 | Try LiteSAM for each rotation |
|
||||
| F11 | F10 | `add_chunk_anchor()` | Anchor chunk with GPS |
|
||||
| F11 | F10 | `merge_chunks()` | Merge chunk to main trajectory (Sim3) |
|
||||
| F10 | Internal | `optimize_global()` | Global optimization after merging |
|
||||
| F11 | F12 | `mark_chunk_anchored()` | Update chunk state |
|
||||
|
||||
### Cross-Cutting Concerns
|
||||
|
||||
| Source | Target | Method | Purpose |
|
||||
|--------|--------|--------|---------|
|
||||
| G16 | ALL | `get_*_config()` | Provide configuration |
|
||||
| H05 | G07, G08, G09, G10, G11 | `start_timer()`, `end_timer()` | Performance monitoring |
|
||||
| F16 | ALL | `get_*_config()` | Provide configuration |
|
||||
| H05 | F07, F08, F09, F10, F11 | `start_timer()`, `end_timer()` | Performance monitoring |
|
||||
|
||||
---
|
||||
|
||||
## Interaction Coverage Verification
|
||||
|
||||
✅ **Initialization**: G02→G15, G16, G17; G04→G08→H04
|
||||
✅ **Flight creation**: Client→G01→G02→G03,G04,G16,G17,G14
|
||||
✅ **Image upload**: Client→G01→G05→H08,G17
|
||||
✅ **Rotation sweep**: G06→H07,G09 (12 iterations)
|
||||
✅ **Sequential VO**: G07→G15,G10,H05
|
||||
✅ **Drift correction**: G11→G09→G04(1),G10
|
||||
✅ **Tracking loss**: G11→G06,G08,G04(progressive),G09,G14,G02
|
||||
✅ **Global PR**: G08→G15,H04,G04
|
||||
✅ **Optimization**: G10→H03,G12
|
||||
✅ **Coordinate transform**: G12→H01,H02,H06
|
||||
✅ **Results**: G12→G13→G03,G14,G17
|
||||
✅ **User input**: Client→G01→G11→G10,G02
|
||||
✅ **Refinement**: G10→G13→G03,G14
|
||||
✅ **Configuration**: G16→ALL
|
||||
✅ **Initialization**: F02→F15, F16, F17; F04→F08→H04
|
||||
✅ **Flight creation**: Client→F01→F02→F04,F12,F16,F17,F14
|
||||
✅ **Image upload**: Client→F01→F05→H08,F17
|
||||
✅ **Rotation sweep**: F06→H07,F09 (12 iterations)
|
||||
✅ **Sequential VO**: F07→F16,F10(chunk),F12,H05
|
||||
✅ **Drift correction**: F02→F04,F09,F10
|
||||
✅ **Tracking loss**: F11→F12(proactive chunk),F06,F08,F04(progressive),F09,F15,F02
|
||||
✅ **Chunk building**: F02→F12→F10,F07
|
||||
✅ **Chunk semantic matching**: F11→F12→F08(chunk descriptor)
|
||||
✅ **Chunk LiteSAM matching**: F11→F06(chunk rotation)→F09(chunk alignment)
|
||||
✅ **Chunk merging**: F11→F10(Sim3 transform)
|
||||
✅ **Global PR**: F08→F16,H04,F04
|
||||
✅ **Optimization**: F10→H03(chunk optimization, global optimization)
|
||||
✅ **Coordinate transform**: F13→H01,H02,H06
|
||||
✅ **Results**: F02→F13→F14→F15,F03
|
||||
✅ **User input**: Client→F01→F11→F10,F02
|
||||
✅ **Refinement**: F10→F14→F02,F15
|
||||
✅ **Configuration**: F17→ALL
|
||||
✅ **Performance**: H05→processing components
|
||||
|
||||
**All major component interactions are covered.**
|
||||
@@ -324,13 +357,12 @@
|
||||
|
||||
## Deliverables
|
||||
|
||||
**Component Count**: 29 total
|
||||
**Component Count**: 25 total
|
||||
|
||||
- Route API: 4 (R01-R04)
|
||||
- GPS-Denied API: 17 (G01-G17)
|
||||
- Flight API: 17 (F01-F17)
|
||||
- Helpers: 8 (H01-H08)
|
||||
|
||||
**For each component**, create `docs/02_components/[project]_[##]_[component_name]/[component_name]_spec.md`:
|
||||
**For each component**, create `docs/02_components/[##]_[component_name]/[component_name]_spec.md`:
|
||||
|
||||
1. **Interface Definition** (interface name, methods, contracts)
|
||||
2. **Component Description** (responsibilities, scope)
|
||||
@@ -340,25 +372,23 @@
|
||||
6. **Dependencies** (which components it calls)
|
||||
7. **Data Models**
|
||||
|
||||
**Generate draw.io diagram** showing:
|
||||
|
||||
- Two API projects (Route API, GPS-Denied API)
|
||||
- All 29 components
|
||||
- Route API ↔ GPS-Denied API communication
|
||||
- GPS-Denied → Satellite Provider calls
|
||||
- Rotation preprocessing flow
|
||||
- Progressive search expansion (1→4→9→16→25)
|
||||
- Per-frame Route API update flow
|
||||
- Helper component usage
|
||||
|
||||
### To-dos
|
||||
|
||||
- [x] Create 4 Route API specs with interfaces (REST, data manager, validator, DB)
|
||||
- [x] Create GPS-Denied core API specs with interfaces (REST, flight manager, Route client)
|
||||
- [x] Create data management specs with interfaces (satellite, image pipeline, rotation)
|
||||
- [x] Create visual processing specs with interfaces (VO, place recognition, LiteSAM)
|
||||
- [x] Create coordination specs with interfaces (factor graph, failure recovery, transformer)
|
||||
- [x] Create results/infrastructure specs with interfaces (result manager, SSE, models, config, DB)
|
||||
- [x] Create 8 helper specs with interfaces
|
||||
- [x] Generate draw.io with all components, interactions, flows
|
||||
### Component Specifications Status
|
||||
|
||||
- [x] F01 Flight API (merged from R01 Route REST API)
|
||||
- [x] F02 Flight Processor (merged from R02, R03, G02)
|
||||
- [x] F04 Satellite Data Manager
|
||||
- [x] F05 Image Input Pipeline
|
||||
- [x] F06 Image Rotation Manager
|
||||
- [x] F07 Sequential Visual Odometry
|
||||
- [x] F08 Global Place Recognition
|
||||
- [x] F09 Metric Refinement
|
||||
- [x] F10 Factor Graph Optimizer
|
||||
- [x] F11 Failure Recovery Coordinator
|
||||
- [x] F12 Route Chunk Manager (Atlas multi-map chunk lifecycle)
|
||||
- [x] F13 Coordinate Transformer (with ENU origin)
|
||||
- [x] F14 Result Manager
|
||||
- [x] F15 SSE Event Streamer
|
||||
- [x] F16 Model Manager
|
||||
- [x] F17 Configuration Manager
|
||||
- [x] F03 Flight Database (merged from R04, G17)
|
||||
- [x] Helper components (H01-H08)
|
||||
|
||||
Reference in New Issue
Block a user