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- Update module docs: main, inference, ai_config, loader_http_client - Add new module doc: media_hash - Update component docs: inference_pipeline, api - Update system-flows (F2, F3) and data_parameters - Add Task Mode to document skill for incremental doc updates - Insert Step 11 (Update Docs) in existing-code flow, renumber 11-13 to 12-14 Made-with: Cursor
145 lines
7.2 KiB
Markdown
145 lines
7.2 KiB
Markdown
# Module: main
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## Purpose
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FastAPI application entry point — exposes HTTP API for object detection on images and video media, health checks, and Server-Sent Events (SSE) streaming of detection results. Manages media lifecycle (content hashing, persistent storage, media record creation, status updates) and DB-driven AI configuration.
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## Public Interface
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### API Endpoints
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| Method | Path | Description |
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|--------|------|-------------|
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| GET | `/health` | Returns AI engine availability status |
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| POST | `/detect` | Image/video detection with media lifecycle management |
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| POST | `/detect/{media_id}` | Start async detection on media resolved from Annotations service |
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| GET | `/detect/stream` | SSE stream of detection events |
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### DTOs (Pydantic Models)
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| Model | Fields | Description |
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|-------|--------|-------------|
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| `DetectionDto` | centerX, centerY, width, height, classNum, label, confidence | Single detection result |
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| `DetectionEvent` | annotations (list[DetectionDto]), mediaId, mediaStatus, mediaPercent | SSE event payload |
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| `HealthResponse` | status, aiAvailability, engineType, errorMessage | Health check response |
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| `AIConfigDto` | frame_period_recognition, frame_recognition_seconds, probability_threshold, tracking_*, model_batch_size, big_image_tile_overlap_percent, altitude, focal_length, sensor_width | Configuration input (no `paths` field — removed in AZ-174) |
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### Class: TokenManager
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| Method | Signature | Description |
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|--------|-----------|-------------|
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| `__init__` | `(str access_token, str refresh_token)` | Stores tokens |
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| `get_valid_token` | `() -> str` | Returns access_token; auto-refreshes if expiring within 60s |
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| `decode_user_id` | `(str token) -> Optional[str]` | Static. Extracts user ID from JWT claims (sub, userId, user_id, nameid, or SAML nameidentifier) |
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### Helper Functions
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| Function | Signature | Description |
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|----------|-----------|-------------|
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| `_merged_annotation_settings_payload` | `(raw: object) -> dict` | Merges nested AI settings from Annotations service response (handles `aiRecognitionSettings`, `cameraSettings` sub-objects and PascalCase/camelCase/snake_case aliases) |
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| `_resolve_media_for_detect` | `(media_id, token_mgr, override) -> tuple[dict, str]` | Fetches user AI settings + media path from Annotations service, merges with client overrides |
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| `_detect_upload_kind` | `(filename, data) -> tuple[str, str]` | Determines if upload is image or video by extension, falls back to content probing (cv2/PyAV) |
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| `_post_media_record` | `(payload, bearer) -> bool` | Creates media record via `POST /api/media` on Annotations service |
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| `_put_media_status` | `(media_id, status, bearer) -> bool` | Updates media status via `PUT /api/media/{media_id}/status` on Annotations service |
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| `compute_media_content_hash` | (imported from `media_hash`) | XxHash64 content hash with sampling |
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## Internal Logic
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### `/health`
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Returns `HealthResponse` with `status="healthy"` always. `aiAvailability` reflects the engine's `AIAvailabilityStatus`. `engineType` reports the active engine name. On exception, returns `aiAvailability="None"`.
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### `/detect` (unified upload — AZ-173, AZ-175)
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1. Reads uploaded file bytes, rejects empty
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2. Detects kind (image/video) via `_detect_upload_kind` (extension → content probe)
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3. Validates image data with `cv2.imdecode` if kind is image
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4. Parses optional JSON config
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5. Extracts auth tokens; if authenticated:
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a. Computes XxHash64 content hash
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b. Persists file to `VIDEOS_DIR` or `IMAGES_DIR`
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c. Creates media record via `POST /api/media`
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d. Sets status to `AI_PROCESSING` via `PUT /api/media/{id}/status`
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6. Runs `run_detect_image` or `run_detect_video` in ThreadPoolExecutor
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7. On success: sets status to `AI_PROCESSED`
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8. On failure: sets status to `ERROR`
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9. Returns list of `DetectionDto`
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### `/detect/{media_id}` (async — AZ-174)
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1. Checks for duplicate active detection (409)
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2. Extracts auth tokens
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3. Resolves media via `_resolve_media_for_detect`:
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a. Fetches user AI settings from `GET /api/users/{user_id}/ai-settings`
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b. Merges with client overrides
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c. Fetches media path from `GET /api/media/{media_id}`
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4. Reads file bytes from resolved path
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5. Creates `asyncio.Task` for background detection
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6. Calls `run_detect_video` or `run_detect_image` depending on file extension
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7. Callbacks push `DetectionEvent` to SSE queues and POST annotations to Annotations service
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8. Updates media status via `PUT /api/media/{id}/status`
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9. Returns immediately: `{"status": "started", "mediaId": media_id}`
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### `/detect/stream` (SSE)
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- Creates asyncio.Queue per client (maxsize=100)
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- Yields `data: {json}\n\n` SSE format
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- Cleans up queue on disconnect
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### Token Management
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- `_decode_exp`: Decodes JWT exp claim from base64 payload (no signature verification)
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- Auto-refreshes via POST to `{ANNOTATIONS_URL}/auth/refresh` when within 60s of expiry
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- `decode_user_id`: Extracts user identity from multiple possible JWT claim keys
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### Annotations Service Integration
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Detections posts results to `POST {ANNOTATIONS_URL}/annotations` during async media detection (F3). Media lifecycle (create record, update status) uses `POST /api/media` and `PUT /api/media/{media_id}/status`.
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## Dependencies
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- **External**: `asyncio`, `base64`, `io`, `json`, `os`, `tempfile`, `time`, `concurrent.futures`, `pathlib`, `typing`, `av`, `cv2`, `numpy`, `requests`, `fastapi`, `pydantic`
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- **Internal**: `inference` (lazy import), `constants_inf` (label lookup), `loader_http_client` (client instantiation), `media_hash` (content hashing)
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## Consumers
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None (entry point).
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## Data Models
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- `DetectionDto`, `DetectionEvent`, `HealthResponse`, `AIConfigDto` — Pydantic models for API
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- `TokenManager` — JWT token lifecycle
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## Configuration
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| Env Var | Default | Description |
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|---------|---------|-------------|
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| `LOADER_URL` | `http://loader:8080` | Loader service base URL |
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| `ANNOTATIONS_URL` | `http://annotations:8080` | Annotations service base URL |
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| `VIDEOS_DIR` | `{cwd}/data/videos` | Persistent video storage directory |
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| `IMAGES_DIR` | `{cwd}/data/images` | Persistent image storage directory |
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## External Integrations
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| Service | Protocol | Purpose |
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|---------|----------|---------|
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| Loader | HTTP (via LoaderHttpClient) | Model loading |
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| Annotations | HTTP GET | User AI settings (`/api/users/{id}/ai-settings`), media path resolution (`/api/media/{id}`) |
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| Annotations | HTTP POST | Annotation posting (`/annotations`), media record creation (`/api/media`) |
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| Annotations | HTTP PUT | Media status updates (`/api/media/{id}/status`) |
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| Annotations | HTTP POST | Auth refresh (`/auth/refresh`) |
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## Security
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- Bearer token from request headers, refreshed via Annotations service
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- JWT exp decoded (base64, no signature verification) — token validation is not performed locally
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- Image data validated via `cv2.imdecode` before processing
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- No CORS configuration
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- No rate limiting
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## Tests
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- `tests/test_az174_db_driven_config.py` — `decode_user_id`, `_merged_annotation_settings_payload`, `_resolve_media_for_detect`
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- `tests/test_az175_api_calls.py` — `_post_media_record`, `_put_media_status`
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- `e2e/tests/test_*.py` — full API e2e tests (health, single image, video, async, SSE, negative, security, performance, resilience)
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