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Copy this file to config.yml: cp config.example.yml config.yml +# 2. Update values to match your environment +# 3. Restart mbfs-sentinel to apply changes +# +# Notes: +# - All paths can be relative (to the executable) or absolute +# - Durations use seconds unless noted otherwise +# - Set 'enabled: true' on any plugin you want to activate +# +# ============================================================================= + + +# ============================================================================= +# General Settings +# ============================================================================= +general: + project_name: MBFS Sentinel # Display name shown in UI and logs + port: 8003 # HTTP API port (Axum server) + dev_mode: false # Enable development mode (extra logging, relaxed checks) + device_id: c9869e48ab4a2341fe4e08587b20d6c402da59ce2e26d934b9d3d6d503e0bd5a # Unique device identifier (from mbfs-mv-core) + +# ============================================================================= +# Database (PostgreSQL + pgvector) +# ============================================================================= +database: + # PostgreSQL connection URL + # Format: postgresql://user:password@host:port/database?sslmode=disable + url: "postgresql://root:123123@localhost:5434/dev?sslmode=disable" + + # Secret key for signing JWT tokens (MUST change in production!) + secret_key: "secret" + +# ============================================================================= +# MinIO Storage (S3-compatible object storage) +# ============================================================================= +# Used for storing face crops, event snapshots, evidence images/videos. +# Any S3-compatible service can be used (AWS S3, MinIO, etc.) +# ============================================================================= +minio: + endpoint: "localhost:9000" # MinIO server host:port + access_key: "minioadmin" # Access key (username) + secret_key: "minioadmin" # Secret key (password) + bucket: "mbfs-sentinel" # Bucket name for all stored objects + secure: false # Use TLS/SSL connection (true for HTTPS) + url: http://localhost:9000 # Public-facing URL for generating download links + +# ============================================================================= +# AI Models +# ============================================================================= +# Directory and filenames for core ONNX models (face detection & recognition). +# Plugin-specific models are configured in their respective sections below. +# ============================================================================= +models: + dir: './models' # Path to model files directory + detection_name: "" # Face detection model (RetinaFace) + recognition_name: "" # Face recognition/embedding model (ArcFace) + +# ============================================================================= +# Batch Processing +# ============================================================================= +# Controls how frames are batched before inference to maximize GPU throughput. +# Larger batches = higher throughput but more latency and VRAM usage. +# ============================================================================= +batch: + detection_size: 24 # Face detection batch size (frames per batch) + recognition_size: 96 # Face recognition batch size (face crops per batch) + collection_timeout_ms: 100 # Max wait time to fill a batch before processing (ms) + +# ============================================================================= +# Worker Threads +# ============================================================================= +workers: + num_ai: 3 # Number of AI inference worker threads + upload: 24 # Number of upload worker threads (MinIO/S3) + +# ============================================================================= +# Face Tracking +# ============================================================================= +# Settings for tracking detected faces across consecutive frames. +# Used by face recognition to maintain identity continuity. +# ============================================================================= +tracking: + high_confidence_threshold: 0.65 # Min confidence for a high-quality face match + timeout: 2.0 # Seconds before a tracked face expires (no re-detection) + similarity: 0.55 # Cosine similarity threshold for re-identification + log_cooldown: 3.0 # Min seconds between logging the same face identity + min_detections: 2 # Min detection count before a face is logged as event + +# ============================================================================= +# Image Upload +# ============================================================================= +upload: + queue_max_size: 100 # Max pending uploads in queue (overflow is dropped) + jpeg_quality: 70 # JPEG compression quality for uploaded images (0-100) + +# ============================================================================= +# Camera Manager +# ============================================================================= +# Connection to the external camera management service. +# Sentinel periodically sends a survival signal to indicate it is alive. +# ============================================================================= +camera_manager: + url: http://localhost:8000 # Camera manager API base URL + survival_signal_interval: 10 # Interval in seconds for survival heartbeat + +# ============================================================================= +# Core AI Node (Cluster mode) +# ============================================================================= +# URL of the central AI node when running in distributed/cluster mode. +# ============================================================================= +core_ai: + url: http://10.8.0.3:8003 + +# ============================================================================= +# TensorRT Configuration +# ============================================================================= +# TensorRT engine caching speeds up model loading after first run. +# Engine files are GPU-specific and will be rebuilt if hardware changes. +# ============================================================================= +tensorrt: + enabled: true # false = skip TensorRT, use CUDA (faster startup, slower inference) + cache_dir: trt_cache # Directory for cached TensorRT engine files + lib_dir: null # Custom TensorRT library path (null = system default) + +# ============================================================================= +# License +# ============================================================================= +license: + key: '' # License key (obtained from license server) + active_key: '' # Active license key (set after successful activation) + +license_server: + url: https://ai-mv-core.mbfs.com.vn # License server URL + check_interval_secs: 86400 # License recheck interval (86400 = 24 hours) + +# ============================================================================= +# Processing Loop +# ============================================================================= +# Low-level tuning for the frame processing pipeline. +# Default values work well for most setups. Only adjust if needed. +# ============================================================================= +processing: + max_batch_size: 24 # Max frames per processing batch + loop_sleep_ms: 10 # Sleep between processing loops (ms) + channel_buffer_size: 256 # Channel buffer for frame pipeline + face_log_queue_size: 256 # Face event logging queue size + face_log_workers: 2 # Face event logging worker threads + dispatch_max_fps: 15 # Default max dispatch rate per pipeline runner (fps). + # Coordinator drops batches dispatched faster than this + # to avoid wasting Arc clones + mutex contention on frames + # the runner can't keep up with. Camera decode rate is + # capped separately at 15fps in mbfs-camera. + # Plugins can override per-plugin via manifest.toml: + # [runtime] + # max_fps = 8 + + +# ============================================================================= +# Plugins - AI Pipeline Configurations +# ============================================================================= +# +# Each plugin can be independently enabled/disabled. Common sub-sections: +# +# enabled - Whether the plugin is active (true/false) +# confidence - Min detection confidence threshold (0.0 - 1.0) +# nms_threshold - Non-Maximum Suppression IoU threshold (0.0 - 1.0) +# +# tracking: - ByteTrack multi-object tracker settings +# enabled - Enable/disable object tracking +# high_conf_threshold - High confidence detection threshold +# low_conf_threshold - Low confidence detection threshold +# confirm_frames - Frames needed to confirm a new track +# max_lost_frames - Max frames before a lost track is removed +# +# alert: - Alert system settings (consecutive detection triggers) +# consecutive_threshold - Consecutive detections needed to trigger alert +# max_miss - Max missed frames before resetting alert counter +# cooldown_secs - Cooldown between alerts for the same object +# +# data_lake: - Event storage configuration +# enabled - Enable event logging +# bucket_prefix - MinIO bucket prefix for this plugin's events +# min_count - Min detection count before saving event +# jpeg_quality - JPEG quality for event snapshots (0-100) +# queue_size - Event processing queue size +# workers - Number of event processing workers +# batch_size - Events per batch write +# parquet_enabled - Enable Parquet file export +# parquet_batch_size - Rows per Parquet batch +# save_json - Save raw JSON alongside Parquet +# db_enabled - Write events to PostgreSQL +# db_batch_size - DB insert batch size +# db_batch_timeout_ms - Max wait before flushing DB batch (ms) +# db_channel_size - DB write channel buffer size +# save_crops - Save cropped detection images to MinIO +# crop_jpeg_quality - JPEG quality for crop images (0-100) +# +# dedup: - Deduplication settings (prevent duplicate events) +# cooldown_seconds - Min seconds between events for same object +# grid_size - Spatial grid cell size for position-based dedup +# high_confidence_threshold - Confidence above which dedup is stricter +# significant_count_threshold - Detection count to consider object significant +# max_tracked_per_camera - Max tracked objects per camera for dedup +# +# ============================================================================= +plugins: + + # --------------------------------------------------------------------------- + # Shared Models + # --------------------------------------------------------------------------- + # Model files referenced by multiple plugins. Avoids duplicating filenames. + # These are loaded once and shared across plugins that need them. + # --------------------------------------------------------------------------- + shared_models: + detection_model: det_10g_fp16_dynamic.onnx.enc # Face detection (RetinaFace) + recognition_model: mbfs_rec_vit_b_v3.onnx.enc # Face recognition (ViT) + human_detection_model: mbfs_human_det_v4.onnx # Human/person detection (YOLO) + helmet_model: helmet_dt_v10.onnx # Helmet detection + lpr_detection_model: lp_detection_v4.onnx # License plate detection + lpr_ocr_model: mbfs_ocr_license_plate_b16_v5.onnx # License plate OCR + vehicle_model: yolov8_coco.onnx # Vehicle detection (COCO classes) + + # --------------------------------------------------------------------------- + # Face Recognition (builtin) + # --------------------------------------------------------------------------- + # Detects faces, extracts embeddings, and matches against enrolled identities. + # Requires: detection_model + recognition_model from shared_models. + # --------------------------------------------------------------------------- + face_recognition: + enabled: false + min_detection_score: 0.7 # Min face detection confidence + min_size: 32 # Min face size in pixels (width or height) + min_ratio: 0.0001 # Min face area ratio relative to frame + unknown_min_score: 0.50 # Min score to classify as "unknown" (below = discard) + enrollment_min_detection_score: 0.7 # Stricter detection threshold for face enrollment + enrollment_min_size: 100 # Min face size for enrollment (px) + enrollment_max_angle: 15.0 # Max yaw/pitch angle for enrollment (degrees) + data_lake: + enabled: true + bucket_prefix: face-recognition-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 1 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 32 + db_batch_timeout_ms: 100 + db_channel_size: 512 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 5.0 + grid_size: 100.0 + high_confidence_threshold: 0.65 + significant_count_threshold: 3 + max_tracked_per_camera: 50 + + # =========================================================================== + # Dynamic Plugins + # =========================================================================== + # Plugins loaded at runtime from DLLs in the plugins/ directory. + # Each plugin has a manifest.toml defining its models and capabilities. + # Config values here override manifest defaults. + # =========================================================================== + dynamic_plugins: + + # ------------------------------------------------------------------------- + # Human Detection + # ------------------------------------------------------------------------- + # Detects humans/persons in the frame. Foundation for many other plugins. + # Model: human_detection_model from shared_models. + # ------------------------------------------------------------------------- + human_detection: + enabled: false + confidence: 0.75 + nms_threshold: 0.45 + alert: + consecutive_threshold: 5 + max_miss: 2 + cooldown_secs: 10.0 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 3 + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: human-detection-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 3.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # Facial Expression Recognition + # ------------------------------------------------------------------------- + # Classifies facial expressions (happy, sad, angry, surprised, etc.). + # Two-stage: face detection -> expression classification. + # ------------------------------------------------------------------------- + facial_expression: + enabled: false + confidence: 0.5 + nms_threshold: 0.45 + alert: + consecutive_threshold: 5 + max_miss: 2 + cooldown_secs: 10.0 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 3 + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: facial-expression-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 3.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # Object Detection (General) + # ------------------------------------------------------------------------- + # General-purpose object detection using COCO or custom classes. + # Useful for counting/tracking arbitrary object types. + # ------------------------------------------------------------------------- + object_detection: + enabled: false + confidence: 0.75 + nms_threshold: 0.45 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 3 + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: object-detection-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 3.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # Smoke & Fire Detection + # ------------------------------------------------------------------------- + # Detects smoke and fire in the frame. Triggers alerts when detected + # consecutively to reduce false positives. + # ------------------------------------------------------------------------- + smoke_fire_detection: + enabled: false + confidence: 0.75 + alert: + consecutive_threshold: 5 # Consecutive detections to trigger alert + max_miss: 2 # Max missed frames before reset + cooldown_secs: 10.0 # Alert cooldown (seconds) + data_lake: + enabled: true + bucket_prefix: smoke-fire-detection-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 3.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # Behavior Detection + # ------------------------------------------------------------------------- + # Detects abnormal behaviors (loitering, falling, running, etc.). + # Uses human detection + tracking to analyze movement patterns. + # ------------------------------------------------------------------------- + behavior_detection: + enabled: false + confidence: 0.75 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 5 # Higher confirm frames for behavior analysis + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: behavior-detection-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 3.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # Helmet Detection + # ------------------------------------------------------------------------- + # Detects whether people are wearing safety helmets (construction sites, etc.). + # Triggers alerts for "no helmet" detections. + # ------------------------------------------------------------------------- + helmet_detection: + enabled: false + confidence: 0.75 + alert: + consecutive_threshold: 5 + max_miss: 2 + cooldown_secs: 10.0 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 3 + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: helmet-detection-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 3.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # Weapon Detection + # ------------------------------------------------------------------------- + # Detects weapons (guns, knives, etc.) in the frame. + # Lower confidence threshold and shorter cooldown for safety-critical alerts. + # ------------------------------------------------------------------------- + weapon_detection: + enabled: false + confidence: 0.5 # Lower threshold for safety-critical detection + nms_threshold: 0.45 + alert: + consecutive_threshold: 5 + max_miss: 2 + cooldown_secs: 5.0 # Shorter cooldown for urgent alerts + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 3 + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: weapon-detection-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 5.0 # Longer dedup for weapon events + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # Phone Usage Detection + # ------------------------------------------------------------------------- + # Two-stage: detect humans -> crop -> classify phone usage. + # Higher confidence threshold to reduce false positives on small objects. + # ------------------------------------------------------------------------- + phone_usage_detection: + enabled: false + confidence: 0.8 # Higher threshold (small object, prone to FP) + nms_threshold: 0.45 + crop_padding: 0.1 # Extra padding around human crop for context + alert: + consecutive_threshold: 5 + max_miss: 2 + cooldown_secs: 5.0 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 3 + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: phone-usage-detection-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 30.0 # Longer cooldown to avoid spam + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # Fight Detection + # ------------------------------------------------------------------------- + # Detects physical fights/altercations between people. + # Uses pose or interaction analysis on tracked humans. + # ------------------------------------------------------------------------- + fight_detection: + enabled: false + confidence: 0.5 + nms_threshold: 0.45 + alert: + consecutive_threshold: 5 + max_miss: 2 + cooldown_secs: 5.0 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 3 + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: fight-detection-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 3.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # People Counting (migrated from builtin to dynamic plugin) + # ------------------------------------------------------------------------- + people_counting: + enabled: false + confidence: 0.25 + nms_threshold: 0.45 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 3 + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: people-counting-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 3.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # License Plate Recognition (migrated from builtin to dynamic plugin) + # ------------------------------------------------------------------------- + license_plate_recognition: + enabled: false + confidence: 0.5 + nms_threshold: 0.45 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 2 + max_lost_frames: 15 + data_lake: + enabled: true + bucket_prefix: license-plate-recognition-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 10.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + + # ------------------------------------------------------------------------- + # Traffic Violation Detection (migrated from builtin to dynamic plugin) + # ------------------------------------------------------------------------- + traffic_violation_detection: + enabled: false + confidence: 0.5 + nms_threshold: 0.45 + tracking: + enabled: true + high_conf_threshold: 0.5 + low_conf_threshold: 0.1 + confirm_frames: 3 + max_lost_frames: 30 + data_lake: + enabled: true + bucket_prefix: traffic-violation-events + min_count: 1 + jpeg_quality: 85 + queue_size: 512 + workers: 2 + batch_size: 16 + parquet_enabled: true + parquet_batch_size: 1000 + save_json: false + db_enabled: true + db_batch_size: 16 + db_batch_timeout_ms: 100 + db_channel_size: 256 + save_crops: true + crop_jpeg_quality: 90 + dedup: + cooldown_seconds: 3.0 + grid_size: 100.0 + high_confidence_threshold: 0.75 + significant_count_threshold: 5 + max_tracked_per_camera: 50 + +# ============================================================================= +# Logging +# ============================================================================= 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+version = "2.0.0" +display_name = "Nhận diện hành vi" +description = "Phát hiện hành vi bất thường (bạo lực, té ngã, v.v.)" +library = "behavior_detection.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_zone = false + +[classes] +names = ["non-violence", "violence", "falling", "loitering", "running", "crowding"] +defaults = ["violence", "falling", "loitering", "running", "crowding"] + +[models] +files = ["behavior.onnx"] + +[inference] +model = "behavior.onnx" +confidence = 0.75 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/face_cover_detection/face_cover_detection.dll b/runtime/plugins/face_cover_detection/face_cover_detection.dll new file mode 100644 index 0000000000000000000000000000000000000000..7812f287f6327d3e82272072455ab2a382a48bb0 --- /dev/null +++ b/runtime/plugins/face_cover_detection/face_cover_detection.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0009158f5e56ca201e3cd158794cba9c77d3fd8526ed25371845110b0c9b8477 +size 1427456 diff --git a/runtime/plugins/face_cover_detection/manifest.toml b/runtime/plugins/face_cover_detection/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..647885f53a7f00ca1ca9b1b318339c24db6f51fc --- /dev/null +++ b/runtime/plugins/face_cover_detection/manifest.toml @@ -0,0 +1,25 @@ +[plugin] +name = "face_cover_detection" +version = "1.0.0" +display_name = "Phát hiện che mặt" +description = "Phát hiện và cảnh báo khi khuôn mặt bị che" +library = "face_cover_detection.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_alert = true +use_zone = true + +[classes] +defaults = ["covered_face"] + +[models] +files = ["mbfs_face_cover_v1.onnx"] + +[inference] +model = "mbfs_face_cover_v1.onnx" +confidence = 0.5 +nms = 0.45 +input_size = 1280 diff --git a/runtime/plugins/facial_expression/facial_expression.dll b/runtime/plugins/facial_expression/facial_expression.dll new file mode 100644 index 0000000000000000000000000000000000000000..7413a42f454378a3acda01c777cd4becf589462e --- /dev/null +++ b/runtime/plugins/facial_expression/facial_expression.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b5ed64cbe38bd615b0fbfd073ebcf831ce93a8075c8bf183f95d2fb78db43f17 +size 1426944 diff --git a/runtime/plugins/facial_expression/manifest.toml b/runtime/plugins/facial_expression/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..3c7c2c6c0da22b2038a2d0ca3ec0e5237174f519 --- /dev/null +++ b/runtime/plugins/facial_expression/manifest.toml @@ -0,0 +1,25 @@ +[plugin] +name = "facial_expression" +version = "2.0.0" +display_name = "Nhận diện cảm xúc khuôn mặt" +description = "Nhận diện biểu cảm khuôn mặt và cảnh báo tức giận" +library = "facial_expression.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_alert = true +use_zone = true + +[classes] +defaults = ["angry"] + +[models] +files = ["mbfs_emotion_yolo_v1.onnx"] + +[inference] +model = "mbfs_emotion_yolo_v1.onnx" +confidence = 0.5 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/fight_detection/fight_detection.dll b/runtime/plugins/fight_detection/fight_detection.dll new file mode 100644 index 0000000000000000000000000000000000000000..a53a793f7766933c8751617b1e75dcb030d61ffc --- /dev/null +++ b/runtime/plugins/fight_detection/fight_detection.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3f1a5e0e60e6b6900cd41a83bd737718abe62700146111f3a9189f9e31f07403 +size 1426944 diff --git a/runtime/plugins/fight_detection/manifest.toml b/runtime/plugins/fight_detection/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..50ffaa7c2f9d81c7f6e27405f1cfdc6997778938 --- /dev/null +++ b/runtime/plugins/fight_detection/manifest.toml @@ -0,0 +1,25 @@ +[plugin] +name = "fight_detection" +version = "2.0.0" +display_name = "Nhận diện bạo lực" +description = "Phát hiện đánh nhau và bạo lực" +library = "fight_detection.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_alert = true +use_zone = true + +[classes] +defaults = ["violence"] + +[models] +files = ["fight.onnx"] + +[inference] +model = "fight.onnx" +confidence = 0.5 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/helmet_detection/helmet_detection.dll b/runtime/plugins/helmet_detection/helmet_detection.dll new file mode 100644 index 0000000000000000000000000000000000000000..11b8d6f6f8363c45139ab7930eefa4e7a8d92843 --- /dev/null +++ b/runtime/plugins/helmet_detection/helmet_detection.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:feb419315879b119bf1cf939fc4fad4c533aa45f2748cd75753a3fd8b72c5e6c +size 1426944 diff --git a/runtime/plugins/helmet_detection/manifest.toml b/runtime/plugins/helmet_detection/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..0ee128a0197e528880de5c758f4095d15dc1d502 --- /dev/null +++ b/runtime/plugins/helmet_detection/manifest.toml @@ -0,0 +1,25 @@ +[plugin] +name = "helmet_detection" +version = "2.0.0" +display_name = "Nhận diện mũ bảo hiểm" +description = "Phát hiện hành vi không đội mũ bảo hiểm" +library = "helmet_detection.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_alert = true +use_zone = true + +[classes] +defaults = ["NoHelmet"] + +[models] +files = ["helmet_dt_v10.onnx"] + +[inference] +model = "helmet_dt_v10.onnx" +confidence = 0.75 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/human_detection/human_detection.dll b/runtime/plugins/human_detection/human_detection.dll new file mode 100644 index 0000000000000000000000000000000000000000..44b5ff9fe098d62cf335ce13889ccb8d616a4bd3 --- /dev/null +++ b/runtime/plugins/human_detection/human_detection.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad568654c634038571328fcff3ab67d0ef652c7a9ec94e090902e061d424cc6e +size 1426944 diff --git a/runtime/plugins/human_detection/manifest.toml b/runtime/plugins/human_detection/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..6d3ef2a8b35f4328bd655fce9047f6a8eb2c47d8 --- /dev/null +++ b/runtime/plugins/human_detection/manifest.toml @@ -0,0 +1,25 @@ +[plugin] +name = "human_detection" +version = "2.0.0" +display_name = "Phát hiện người xâm phạm khu vực" +description = "Phát hiện và theo dõi sự hiện diện của con người trong khung hình" +library = "human_detection.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_alert = true +use_zone = true + +[classes] +defaults = ["person"] + +[models] +files = ["mbfs-human-det-v4.onnx"] + +[inference] +model = "mbfs-human-det-v4.onnx" +confidence = 0.75 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/license_plate_recognition/license_plate_recognition.dll b/runtime/plugins/license_plate_recognition/license_plate_recognition.dll new file mode 100644 index 0000000000000000000000000000000000000000..b4268e36b6d9ba9e0e43138b542d63e7944f336d --- /dev/null +++ b/runtime/plugins/license_plate_recognition/license_plate_recognition.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3b89fc677b7a1711654f6aed1f385fb624109eafada2b9193b4cb6cf73f95bed +size 1589248 diff --git a/runtime/plugins/license_plate_recognition/manifest.toml b/runtime/plugins/license_plate_recognition/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..4d3e79bc435935c03e5b8e30a285ec276bfde02b --- /dev/null +++ b/runtime/plugins/license_plate_recognition/manifest.toml @@ -0,0 +1,122 @@ +[plugin] +name = "license_plate_recognition" +version = "5.3.0" +display_name = "Nhận diện biển số xe" +description = "Phát hiện và nhận diện biển số xe Việt Nam" +library = "license_plate_recognition.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_zone = true + +[classes] +names = ["car", "motorbike", "truck", "bus"] +defaults = ["car", "motorbike", "truck", "bus"] + +[models] +# Order matters: the GUI's "Models" section binds `model_1` → files[0], +# `model_2` → files[1], etc. The order below MUST match the schema in +# `[[config.sections]]` labelled "MODELS" further down. Adding a new +# entry here requires bumping the schema in lockstep. +files = [ + "mbfs_vehicle_det_v4.onnx", # model_1 — Detection (vehicle YOLO) + "lp_detection_v4.onnx", # model_2 — Plate Detector + "mbfsn_cls_brand_car_v1.onnx", # model_3 — Joint Make_Model classifier (80 classes, single softmax) + "license_place_rec_crnn_v8.onnx", # model_4 — CRNN/CTC sequence OCR (v8, TBC layout, handles 1+2 line via LPTR-AFLNet preprocessing) + "weight_detect_corner.onnx", # model_5 — 4-corner plate detector (perspective rectification) +] + +[inference] +model = "mbfs_vehicle_det_v4.onnx" +confidence = 0.5 +nms = 0.45 +input_size = 640 + +[models.plate_detector] +model = "lp_detection_v4.onnx" +kind = "yolo" +input_size = 640 +confidence = 0.3 +nms = 0.45 + +# Joint Make_Model classifier (YOLOv8n-cls, 80 classes "{Make}_{Model}"). +# Single softmax head; plugins split label on the first '_' to recover +# brand vs model. Replaces the older two-head model (brand_logits 9 + +# model_logits 72) — same datalake schema preserved. +[models.vehicle_brand] +model = "mbfsn_cls_brand_car_v1.onnx" +kind = "classifier" +input_size = 224 + +# CRNN/CTC sequence OCR (v8). Single model for both 1-line and 2-line +# Vietnamese plates. +# +# 1-line: corner-warp the plate crop to 128×32, feed to CRNN. +# 2-line: corner-warp to 128×64, split mid-row, resize each half to +# 64×32, horizontally concatenate to 128×32 (LPTR-AFLNet +# preprocessing — arXiv 2507.16362), feed to CRNN. +# +# v8 ONNX output layout is TBC = [T=31, B, C=32]; the host's ocr_seq +# decoder auto-detects layout (BTC vs TBC) via shape introspection. +# Class 0 is the CTC blank; classes 1..=31 map to chars in `vocab`. +[models.plate_ocr_crnn] +model = "license_place_rec_crnn_v8.onnx" +kind = "ocr_seq" +input_size = [128, 32] # [width, height] + +[models.plate_ocr_crnn.ocr_seq] +vocab = "0123456789ABCDEFGHKLMNPRSTUVXYZ" +channels = 1 # grayscale; host applies BT.601 luma + x/255.0 + +# 4-corner plate corner detector. YOLO classifier with 4 classes +# (0=top_left, 1=top_right, 2=bottom_left, 3=bottom_right). The plugin +# picks the highest-confidence box per class, interpolates the 4th +# corner via the parallelogram rule when only 3 are present, then +# calls `host.warp_perspective` to produce an axis-aligned canvas +# before CRNN OCR. Falls back to the row_split.rs algorithm when +# fewer than 3 corners are detected. +[models.plate_corner] +model = "weight_detect_corner.onnx" +kind = "yolo" +input_size = 320 +confidence = 0.3 +nms = 0.5 + +# ── Config page schema (data-driven GUI) ────────────────────────────────── + +[[config.sections]] +title = "MODELS" +fields = [ + { key = "model_1", type = "model", label = "Vehicle Detector:" }, + { key = "model_2", type = "model", label = "Plate Detector:" }, + { key = "model_3", type = "model", label = "Vehicle Brand:" }, + { key = "model_4", type = "model", label = "CRNN OCR Model (v8):" }, + { key = "model_5", type = "model", label = "Corner Detector:" }, +] + +[[config.sections]] +title = "DETECTION" +fields = [ + { key = "inference.confidence", type = "slider", label = "Vehicle Detection Confidence", help = "Primary YOLO vehicle detection confidence (0.0-1.0)", min = 0.0, max = 1.0, step = 0.05, default = 0.5 }, + { key = "models.plate_detector.confidence", type = "slider", label = "Plate Detection Confidence", help = "Plate detector confidence threshold (0.0-1.0)", min = 0.0, max = 1.0, step = 0.05, default = 0.3 }, + { key = "two_line_aspect_max", type = "slider", label = "2-Line Plate Aspect Threshold", help = "Plates with width/height below this are tried as 2-line first. Falls back to 1-line on failed validation. Lower = favor 1-line; higher = favor 2-line.", min = 1.5, max = 3.5, step = 0.1, default = 2.3 }, + { key = "min_ocr_confidence", type = "slider", label = "Min Plate OCR Confidence", help = "Reject whole plate readings below this averaged per-character confidence (0.0-1.0)", min = 0.0, max = 1.0, step = 0.05, default = 0.3 }, +] + +[[config.sections]] +title = "VEHICLE IDENTIFICATION" +fields = [ + { key = "vehicle_brand_enabled", type = "toggle", label = "Brand/Model Classifier", description = "Classify make and model on confirmed vehicle tracks", default = true }, + { key = "vehicle_brand_classify_interval", type = "number", label = "Classify Interval", help = "Frames between brand+model classification (1-30)", min = 1, max = 30, step = 1, default = 5, visible_when = "vehicle_brand_enabled" }, + { key = "vehicle_brand_min_confidence", type = "slider", label = "Min Brand Confidence", help = "Drop brand+model predictions below this joint-softmax confidence (80-class Make_Model head). 0.3 is a reasonable default; both brand and model receive the same confidence.", min = 0.0, max = 1.0, step = 0.05, default = 0.3, visible_when = "vehicle_brand_enabled" }, + { key = "vehicle_model_min_confidence", type = "slider", label = "Min Model Confidence", help = "Legacy knob from the two-head classifier era. The new joint Make_Model classifier uses vehicle_brand_min_confidence only; this slider is currently inert.", min = 0.0, max = 1.0, step = 0.05, default = 0.1, visible_when = "vehicle_brand_enabled" }, +] + +[[config.sections]] +title = "TRACKING" +fields = [ + { key = "tracker_min_observations", type = "number", label = "Min Observations", help = "Plate tracker observations before emitting result (1-10)", min = 1, max = 10, step = 1, default = 2 }, + { key = "dedup_cooldown_secs", type = "float", label = "Dedup Cooldown", help = "Seconds before same plate re-triggers (1-120)", min = 1.0, max = 120.0, step = 1.0, suffix = "s", default = 10.0 }, +] diff --git a/runtime/plugins/object_detection/manifest.toml b/runtime/plugins/object_detection/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..ee71d0043b664a6a598f7eb91bac368ee532e046 --- /dev/null +++ b/runtime/plugins/object_detection/manifest.toml @@ -0,0 +1,21 @@ +[plugin] +name = "object_detection" +version = "2.0.0" +display_name = "Nhận diện vật thể" +description = "Phát hiện vật thể với mô hình COCO 80 lớp" +library = "object_detection.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_zone = true + +[models] +files = ["yolov8n.onnx"] + +[inference] +model = "yolov8n.onnx" +confidence = 0.75 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/object_detection/object_detection.dll b/runtime/plugins/object_detection/object_detection.dll new file mode 100644 index 0000000000000000000000000000000000000000..b274498487ec645bebe5fd919f7c7e1cdd242936 --- /dev/null +++ b/runtime/plugins/object_detection/object_detection.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eb1664f90be860c5f4ae6a4af3743f6c5c87d14b937fe1145dd4e1d0c3e2bcf4 +size 1424384 diff --git a/runtime/plugins/people_counting/manifest.toml b/runtime/plugins/people_counting/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..49e0f3e4938701f3a574eff6a59ae59fe3c43e45 --- /dev/null +++ b/runtime/plugins/people_counting/manifest.toml @@ -0,0 +1,26 @@ +[plugin] +name = "people_counting" +version = "3.0.0" +display_name = "Đếm người" +description = "Phát hiện và đếm người qua đường kẻ" +library = "people_counting.dll" +level = "advanced" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_zone = true + +[classes] +names = ["person"] +defaults = ["person"] + +[models] +files = ["mbfs-human-det-v1.onnx"] + +[inference] +model = "mbfs-human-det-v1.onnx" +confidence = 0.25 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/people_counting/people_counting.dll b/runtime/plugins/people_counting/people_counting.dll new file mode 100644 index 0000000000000000000000000000000000000000..4386c763af09a779c104c7a143242e906bdc503b --- /dev/null +++ b/runtime/plugins/people_counting/people_counting.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b7a637e0184edcc328407cf8bbef7953c808bcebb67ed01d520c7992e52eb8b6 +size 1437184 diff --git a/runtime/plugins/phone_usage_detection/manifest.toml b/runtime/plugins/phone_usage_detection/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..cc02ec3290f240157753e1911f472321cf9c9e92 --- /dev/null +++ b/runtime/plugins/phone_usage_detection/manifest.toml @@ -0,0 +1,34 @@ +[plugin] +name = "phone_usage_detection" +version = "2.0.0" +display_name = "Phát hiện sử dụng điện thoại" +description = "Nhận diện hành vi sử dụng điện thoại" +library = "phone_usage_detection.dll" +level = "advanced" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_alert = true +use_zone = true + +[classes] +defaults = ["phone"] + +[models] +files = ["mbfs-human-det-v4.onnx", "mbfs_phone_usage_v3.onnx"] + +# Primary inference: person detection (host runs this automatically) +[inference] +model = "mbfs-human-det-v4.onnx" +confidence = 0.5 +nms = 0.45 +input_size = 640 + +# Named model: phone detector (plugin calls via host.infer_yolo_crops) +[models.phone_detector] +model = "mbfs_phone_usage_v3.onnx" +confidence = 0.8 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/phone_usage_detection/phone_usage_detection.dll b/runtime/plugins/phone_usage_detection/phone_usage_detection.dll new file mode 100644 index 0000000000000000000000000000000000000000..6042915e0f0ccc9cb2604f8ae3f383360d99f189 --- /dev/null +++ b/runtime/plugins/phone_usage_detection/phone_usage_detection.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a177e8369a78c95298658e3da05a908ca7226e0968e98560d2650dafdbd2c247 +size 1432064 diff --git a/runtime/plugins/smoke_fire_detection/manifest.toml b/runtime/plugins/smoke_fire_detection/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..5ce366dda543ccfc13c25cc3eb2dbbccc2c91246 --- /dev/null +++ b/runtime/plugins/smoke_fire_detection/manifest.toml @@ -0,0 +1,25 @@ +[plugin] +name = "smoke_fire_detection" +version = "2.0.0" +display_name = "Phát hiện khói lửa" +description = "Phát hiện và cảnh báo cháy khói với theo dõi nhiều khung hình" +library = "smoke_fire_detection.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = false +use_alert = true +use_zone = true + +[classes] +defaults = ["Fire", "Smoke"] + +[models] +files = ["fire_smoke_yolo.onnx"] + +[inference] +model = "fire_smoke_yolo.onnx" +confidence = 0.5 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/smoke_fire_detection/smoke_fire_detection.dll b/runtime/plugins/smoke_fire_detection/smoke_fire_detection.dll new file mode 100644 index 0000000000000000000000000000000000000000..ccdcd20dac49d739976569decbf741776eaf1d41 --- /dev/null +++ b/runtime/plugins/smoke_fire_detection/smoke_fire_detection.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c30c460da2cc069874e8c6bd8daaca3b33c6dc1ed497828039b00efaedd7f20b +size 1417728 diff --git a/runtime/plugins/traffic_violation_detection/manifest.toml b/runtime/plugins/traffic_violation_detection/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..a3b6fad9161367352ae8a85f9492a6b50aa6b4b3 --- /dev/null +++ b/runtime/plugins/traffic_violation_detection/manifest.toml @@ -0,0 +1,194 @@ +[plugin] +name = "traffic_violation_detection" +version = "5.3.0" +display_name = "Phát hiện vi phạm giao thông" +description = "Phát hiện vi phạm giao thông: vượt đèn đỏ, sai làn, ngược chiều, không đội mũ, quay đầu xe, quá tốc độ" +library = "traffic_violation_detection.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_zone = true + +[classes] +names = ["car", "motorbike", "truck", "bus"] +defaults = ["car", "motorbike", "truck", "bus"] + +[models] +# Order matters: GUI's "Models" section binds model_1 → files[0], etc. +files = [ + "mbfs_vehicle_det_v4.onnx", # model_1 — Vehicle Detector + "traffic-light-det.onnx", # model_2 — Traffic Light Detector + "helmet_dt_v10.onnx", # model_3 — Helmet Detector + "lp_detection_v4.onnx", # model_4 — Plate Detector + "license_place_rec_crnn_v8.onnx", # model_5 — CRNN/CTC sequence OCR (v8) + "weight_detect_corner.onnx", # model_6 — 4-corner plate detector + "mbfsn_cls_brand_car_v1.onnx", # model_7 — Joint Make_Model classifier (80 classes, single softmax) +] + +[inference] +model = "mbfs_vehicle_det_v4.onnx" +confidence = 0.5 +nms = 0.45 +input_size = 640 + +[models.traffic_light] +model = "traffic-light-det.onnx" +kind = "yolo" +input_size = 640 +confidence = 0.5 +nms = 0.45 + +[models.helmet] +model = "helmet_dt_v10.onnx" +kind = "yolo" +input_size = 640 +confidence = 0.5 +nms = 0.45 + +[models.plate_detector] +model = "lp_detection_v4.onnx" +kind = "yolo" +input_size = 640 +confidence = 0.3 +nms = 0.45 + +# CRNN/CTC sequence OCR (v8). Single model for both 1-line and 2-line plates. +# See LPR manifest for full algorithm description (corner-warp + LPTR-AFLNet). +[models.plate_ocr_crnn] +model = "license_place_rec_crnn_v8.onnx" +kind = "ocr_seq" +input_size = [128, 32] # [width, height] + +[models.plate_ocr_crnn.ocr_seq] +vocab = "0123456789ABCDEFGHKLMNPRSTUVXYZ" +channels = 1 # grayscale; host applies BT.601 luma + x/255.0 + +# 4-corner plate corner detector (perspective rectification source). +[models.plate_corner] +model = "weight_detect_corner.onnx" +kind = "yolo" +input_size = 320 +confidence = 0.3 +nms = 0.5 + +# Joint Make_Model classifier (YOLOv8n-cls, 80 classes "{Make}_{Model}"). +# Single softmax head; plugin splits label on the first '_' to recover +# brand vs model. Replaces the older two-head model (brand_logits 9 + +# model_logits 72) — same datalake schema preserved. +[models.vehicle_brand] +model = "mbfsn_cls_brand_car_v1.onnx" +kind = "classifier" +input_size = 224 + +# TEMP — pixel-based traffic-light classifier. +# +# Substitutes for the YOLO `traffic_light` model (which is a single-class +# "Red" detector and hallucinates red on green phases at cam 301). When a +# multi-class traffic-light model is retrained, delete this section and +# revert the `light_pixel` swap in `lib.rs` Phase B1. +# +# All defaults tuned against 227 LPR frames spanning cams 1/4/5; operators +# rarely need to touch them. +[traffic_light_pixel] +value_threshold = 130 # 0–255; min max(R,G,B) for a pixel to count as "lit" +red_margin = 60 # R - max(G,B) for a pixel to count as red +green_margin = 40 # G - max(R,B) for a pixel to count as green +yellow_margin = 50 # min(R,G) - B for a pixel to count as yellow +min_lit_fraction = 0.02 # winning color must be at least this fraction of ROI + +# ── Config page schema (data-driven GUI) ────────────────────────────────── + +[[config.sections]] +title = "MODELS" +fields = [ + { key = "model_1", type = "model", label = "Vehicle Detector:" }, + { key = "model_2", type = "model", label = "Light Classifier:" }, + { key = "model_3", type = "model", label = "Helmet Classifier:" }, + { key = "model_4", type = "model", label = "Plate Detector:" }, + { key = "model_5", type = "model", label = "CRNN OCR Model (v8):" }, + { key = "model_6", type = "model", label = "Corner Detector:" }, + { key = "model_7", type = "model", label = "Vehicle Brand:" }, +] + +[[config.sections]] +title = "DETECTION" +fields = [ + { key = "inference.confidence", type = "slider", label = "Vehicle Detection Confidence", help = "Primary YOLO vehicle detection confidence (0.0-1.0)", min = 0.0, max = 1.0, step = 0.05, default = 0.5 }, + { key = "models.traffic_light.confidence", type = "slider", label = "Traffic Light Confidence", help = "Traffic light detection confidence (0.0-1.0)", min = 0.0, max = 1.0, step = 0.05, default = 0.5 }, + { key = "models.helmet.confidence", type = "slider", label = "Helmet Detection Confidence", help = "Helmet detection confidence (0.0-1.0)", min = 0.0, max = 1.0, step = 0.05, default = 0.5 }, + { key = "models.plate_detector.confidence", type = "slider", label = "Plate Detection Confidence", help = "Plate detector confidence (0.0-1.0)", min = 0.0, max = 1.0, step = 0.05, default = 0.3 }, + { key = "two_line_aspect_max", type = "slider", label = "2-Line Plate Aspect Threshold", help = "Plates with width/height below this are tried as 2-line first. Falls back to 1-line on failed validation.", min = 1.5, max = 3.5, step = 0.1, default = 2.3 }, + { key = "lpr_min_ocr_confidence", type = "slider", label = "Min Plate OCR Confidence", help = "Reject whole plate readings below this averaged per-character confidence (0.0-1.0)", min = 0.0, max = 1.0, step = 0.05, default = 0.3 }, +] + +[[config.sections]] +title = "VEHICLE IDENTIFICATION" +fields = [ + { key = "vehicle_brand_enabled", type = "toggle", label = "Brand/Model Classifier", description = "Classify make and model on confirmed vehicle tracks", default = true }, + { key = "vehicle_brand_classify_interval", type = "number", label = "Classify Interval", help = "Frames between brand+model classification (1-30)", min = 1, max = 30, step = 1, default = 5, visible_when = "vehicle_brand_enabled" }, + { key = "vehicle_brand_min_confidence", type = "slider", label = "Min Brand Confidence", help = "Drop brand+model predictions below this joint-softmax confidence (80-class Make_Model head). 0.3 is a reasonable default; both brand and model receive the same confidence.", min = 0.0, max = 1.0, step = 0.05, default = 0.3, visible_when = "vehicle_brand_enabled" }, + { key = "vehicle_model_min_confidence", type = "slider", label = "Min Model Confidence", help = "Legacy knob from the two-head classifier era. The new joint Make_Model classifier uses vehicle_brand_min_confidence only; this slider is currently inert.", min = 0.0, max = 1.0, step = 0.05, default = 0.1, visible_when = "vehicle_brand_enabled" }, +] + +[[config.sections]] +title = "TRACKING (ByteTrack)" +fields = [ + { key = "tracking.high_conf_threshold", type = "float", label = "High Confidence", help = "High confidence threshold (0.1-1.0)", min = 0.1, max = 1.0, step = 0.05, default = 0.5 }, + { key = "tracking.low_conf_threshold", type = "float", label = "Low Confidence", help = "Low confidence threshold (0.01-0.5)", min = 0.01, max = 0.5, step = 0.01, default = 0.1 }, + { key = "tracking.confirm_frames", type = "number", label = "Confirm Frames", help = "Frames to confirm track (1-10)", min = 1, max = 10, step = 1, default = 3 }, + { key = "tracking.max_lost_frames", type = "number", label = "Max Lost Frames", help = "Frames before track is lost (1-120)", min = 1, max = 120, step = 1, default = 30 }, +] + +[[config.sections]] +title = "SCHEDULING" +fields = [ + { key = "light_classify_interval", type = "number", label = "Light Classify Interval", help = "Frames between traffic light classification (1-10)", min = 1, max = 10, step = 1, default = 2 }, + { key = "general_classify_interval", type = "number", label = "General Classify Interval", help = "Frames between general classification (1-10)", min = 1, max = 10, step = 1, default = 3 }, + { key = "max_trajectory_points", type = "number", label = "Max Trajectory Points", help = "Maximum trajectory history per track (10-200)", min = 10, max = 200, step = 10, default = 60 }, +] + +[[config.sections]] +title = "VIOLATION RULES" +# Toggles here promote to per-camera overrides: operators can enable +# red-light detection on cam 16 but not cam 17, etc. Everything else in +# the manifest stays plugin-wide (default `per_camera = false`). +per_camera = true +fields = [ + # ── Red Light Running ── + { key = "rules.red_light.enabled", type = "toggle", label = "Red Light Running", description = "Detect vehicles crossing stop line during red signal", default = true }, + { key = "rules.red_light.yellow_grace_period_ms", type = "number", label = "Yellow Grace (ms)", help = "Grace period after yellow light (0-2000)", min = 0, max = 2000, step = 100, default = 500, visible_when = "rules.red_light.enabled" }, + { key = "rules.red_light.confirm_window", type = "number", label = "Confirm Window", help = "Sliding window size (1-30)", min = 1, max = 30, step = 1, default = 5, visible_when = "rules.red_light.enabled" }, + { key = "rules.red_light.confirm_threshold", type = "number", label = "Confirm Threshold", help = "Required confirmations (1-30)", min = 1, max = 30, step = 1, default = 3, visible_when = "rules.red_light.enabled" }, + + # ── Wrong Lane ── + { key = "rules.wrong_lane.enabled", type = "toggle", label = "Wrong Lane", description = "Detect vehicles driving in restricted lanes", default = true }, + { key = "rules.wrong_lane.confirm_window", type = "number", label = "Confirm Window", help = "Sliding window size (1-30)", min = 1, max = 30, step = 1, default = 5, visible_when = "rules.wrong_lane.enabled" }, + { key = "rules.wrong_lane.confirm_threshold", type = "number", label = "Confirm Threshold", help = "Required confirmations (1-30)", min = 1, max = 30, step = 1, default = 3, visible_when = "rules.wrong_lane.enabled" }, + + # ── Wrong Direction ── + { key = "rules.wrong_direction.enabled", type = "toggle", label = "Wrong Direction", description = "Detect vehicles traveling against permitted direction", default = true }, + { key = "rules.wrong_direction.smoothing_window", type = "number", label = "Smoothing Window", help = "Direction smoothing window (1-30)", min = 1, max = 30, step = 1, default = 5, visible_when = "rules.wrong_direction.enabled" }, + { key = "rules.wrong_direction.confirm_window", type = "number", label = "Confirm Window", help = "Sliding window size (1-30)", min = 1, max = 30, step = 1, default = 7, visible_when = "rules.wrong_direction.enabled" }, + { key = "rules.wrong_direction.confirm_threshold", type = "number", label = "Confirm Threshold", help = "Required confirmations (1-30)", min = 1, max = 30, step = 1, default = 4, visible_when = "rules.wrong_direction.enabled" }, + + # ── No Helmet ── + { key = "rules.no_helmet.enabled", type = "toggle", label = "No Helmet", description = "Detect motorcycle riders without helmets", default = true }, + { key = "rules.no_helmet.confirm_window", type = "number", label = "Confirm Window", help = "Sliding window size (1-30)", min = 1, max = 30, step = 1, default = 5, visible_when = "rules.no_helmet.enabled" }, + { key = "rules.no_helmet.confirm_threshold", type = "number", label = "Confirm Threshold", help = "Required confirmations (1-30)", min = 1, max = 30, step = 1, default = 3, visible_when = "rules.no_helmet.enabled" }, + + # ── Illegal U-Turn ── + { key = "rules.illegal_uturn.enabled", type = "toggle", label = "Illegal U-Turn", description = "Detect unauthorized U-turns in restricted zones", default = true }, + { key = "rules.illegal_uturn.turn_threshold_degrees", type = "float", label = "Turn Threshold (°)", help = "Minimum heading change for U-turn (90-180)", min = 90.0, max = 180.0, step = 5.0, default = 150.0, visible_when = "rules.illegal_uturn.enabled" }, + { key = "rules.illegal_uturn.trajectory_window", type = "number", label = "Trajectory Window", help = "Frames for trajectory analysis (5-120)", min = 5, max = 120, step = 5, default = 30, visible_when = "rules.illegal_uturn.enabled" }, + { key = "rules.illegal_uturn.confirm_window", type = "number", label = "Confirm Window", help = "Sliding window size (1-30)", min = 1, max = 30, step = 1, default = 5, visible_when = "rules.illegal_uturn.enabled" }, + { key = "rules.illegal_uturn.confirm_threshold", type = "number", label = "Confirm Threshold", help = "Required confirmations (1-30)", min = 1, max = 30, step = 1, default = 3, visible_when = "rules.illegal_uturn.enabled" }, + + # ── Speeding ── + { key = "rules.speeding.enabled", type = "toggle", label = "Speeding", description = "Detect vehicles exceeding speed limit (requires calibration)", default = false }, + { key = "rules.speeding.speed_limit_kmh", type = "float", label = "Speed Limit (km/h)", help = "Maximum allowed speed (10-200)", min = 10.0, max = 200.0, step = 5.0, default = 60.0, visible_when = "rules.speeding.enabled" }, + { key = "rules.speeding.measurement_window", type = "number", label = "Measurement Window", help = "Frames for speed measurement (3-60)", min = 3, max = 60, step = 1, default = 10, visible_when = "rules.speeding.enabled" }, + { key = "rules.speeding.confirm_window", type = "number", label = "Confirm Window", help = "Sliding window size (1-30)", min = 1, max = 30, step = 1, visible_when = "rules.speeding.enabled" }, + { key = "rules.speeding.confirm_threshold", type = "number", label = "Confirm Threshold", help = "Required confirmations (1-30)", min = 1, max = 30, step = 1, visible_when = "rules.speeding.enabled" }, +] diff --git a/runtime/plugins/traffic_violation_detection/traffic_violation_detection.dll b/runtime/plugins/traffic_violation_detection/traffic_violation_detection.dll new file mode 100644 index 0000000000000000000000000000000000000000..4c008ad3ccd0c708f02fcf75d0515e03627b5a61 --- /dev/null +++ b/runtime/plugins/traffic_violation_detection/traffic_violation_detection.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1364ecd8eb7a6c42094bac069507dcd00c0a9fffdba70471a81257fdabb7123f +size 1840128 diff --git a/runtime/plugins/weapon_detection/manifest.toml b/runtime/plugins/weapon_detection/manifest.toml new file mode 100644 index 0000000000000000000000000000000000000000..648aa49cadda75f29ba13bde472d1bcdb12ab380 --- /dev/null +++ b/runtime/plugins/weapon_detection/manifest.toml @@ -0,0 +1,25 @@ +[plugin] +name = "weapon_detection" +version = "2.0.0" +display_name = "Nhận diện vũ khí" +description = "Phát hiện và cảnh báo hành vi sử dụng vũ khí" +library = "weapon_detection.dll" + +[capabilities] +use_gpu = true +use_batching = true +use_tracking = true +use_alert = true +use_zone = true + +[classes] +defaults = ["pistol", "rifle", "knife", "sword"] + +[models] +files = ["mbfs_weapon_det_v2.onnx"] + +[inference] +model = "mbfs_weapon_det_v2.onnx" +confidence = 0.5 +nms = 0.45 +input_size = 640 diff --git a/runtime/plugins/weapon_detection/weapon_detection.dll b/runtime/plugins/weapon_detection/weapon_detection.dll new file mode 100644 index 0000000000000000000000000000000000000000..7dcb96972d4a76303907513952662aced5b7741e --- /dev/null +++ b/runtime/plugins/weapon_detection/weapon_detection.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:659c5e189b92e705565e950fee00bfc88a0a9fb1321e87581ffa6c663ed97ebf +size 1427456 diff --git a/runtime/png16.dll b/runtime/png16.dll new file mode 100644 index 0000000000000000000000000000000000000000..948c215e80cf0a51f56cd2c546d5744fdbb3acb3 --- /dev/null +++ b/runtime/png16.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dfd2c6f5ad71c3bfa989ebc753ad3e2d8ba3ceaaf96141b6ec8b3f6570f77515 +size 196608 diff --git a/runtime/psl-5.dll b/runtime/psl-5.dll new file mode 100644 index 0000000000000000000000000000000000000000..c4f890b7106cfbc613febc9baccdb586c4605aa8 Binary files /dev/null and b/runtime/psl-5.dll differ diff --git a/runtime/rsvg-2-2.dll b/runtime/rsvg-2-2.dll new file mode 100644 index 0000000000000000000000000000000000000000..7047f61aebf4517f8ed14ba18415e57896a91763 --- /dev/null +++ b/runtime/rsvg-2-2.dll @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ef09c049feb747857c294d4529e9841866bbeecf35e0a89105e50fcc901259b8 +size 11658752 diff --git a/runtime/sbc-1.dll b/runtime/sbc-1.dll new file mode 100644 index 0000000000000000000000000000000000000000..1acb9087445bc3f1d37f705979db186a29f03b9e Binary files /dev/null and b/runtime/sbc-1.dll differ diff --git a/runtime/sentinel.log b/runtime/sentinel.log new file mode 100644 index 0000000000000000000000000000000000000000..9430a5e8c5ba1fb171728ed98164a930f9d4541e --- /dev/null +++ b/runtime/sentinel.log @@ -0,0 +1,1166 @@ +[MACHINE_ID] Loaded UUID from "D:\\MBFSAITeam\\mbfs-face-core-rust-5.0.x-v2\\mbfs-face-core-rust\\dist\\.mbfs_machine" +[MACHINE_ID] Got BIOS serial from wmic +[MACHINE_ID] Computing: uuid=, bios_serial= +[GPU] exe_dir = D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist +[GPU] Subdirs present: cuda12.6=false, cuda12.2=false, bin=false +[GPU] Flat DLL found: D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\onnxruntime.dll +[GPU] Flat DLL found: D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\cudart64_12.dll +[GPU] Flat DLL found: D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\cudnn64_9.dll +[GPU] Flat DLL found: D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\nvinfer_10.dll +[GPU] CUDA 13.1 — no cuda12.6/ found, using flat layout (legacy) +[GPU] WARNING: no cuda_dir resolved — relying on system PATH for ORT/CUDA DLLs +[GPU] FINAL: ORT_DYLIB_PATH=None +2026-05-09T10:02:24.843923Z INFO mbfs_sentinel: Starting MBFS Sentinel v1.3.0 +2026-05-09T10:02:24.843996Z INFO mbfs_sentinel: Device ID: e0819382c4ce53de516f2463634005d96e374b327bf28fd51137bbc297c6f5f4 +2026-05-09T10:02:24.844159Z INFO mbfs_core::license: [LICENSE] Verifying file: license.json +2026-05-09T10:02:24.844176Z INFO mbfs_core::license: [LICENSE] Public key size: 814 chars, prefix: +MIICIjANBgkqhkiG9w0... +2026-05-09T10:02:24.844245Z INFO mbfs_core::license: [LICENSE] Device ID from system: e0819382c4ce53de516f2463634005d96e374b327bf28fd51137bbc297c6f5f4 +2026-05-09T10:02:24.845011Z INFO mbfs_core::license: License verified successfully +2026-05-09T10:02:24.845032Z INFO mbfs_sentinel::setup: License verified: type=developer, max_cameras=1, expires=None, features=[] +2026-05-09T10:02:24.845040Z INFO mbfs_sentinel: License valid: type=developer +2026-05-09T10:02:24.845050Z INFO mbfs_sentinel: Running in headless mode (API server only) on port 8003 +2026-05-09T10:02:24.866498Z INFO mbfs_sentinel::services::init: Database connected +2026-05-09T10:02:24.867451Z INFO sqlx::postgres::notice: extension "vector" already exists, skipping +2026-05-09T10:02:24.868770Z INFO sqlx::postgres::notice: relation "person_type" already exists, skipping +2026-05-09T10:02:24.869883Z INFO sqlx::postgres::notice: relation "camera" already exists, skipping +2026-05-09T10:02:24.870757Z INFO sqlx::postgres::notice: relation "camera_config" already exists, skipping +2026-05-09T10:02:24.871915Z INFO sqlx::postgres::notice: relation "person" already exists, skipping +2026-05-09T10:02:24.872853Z INFO sqlx::postgres::notice: relation "face_embedding" already exists, skipping +2026-05-09T10:02:24.873613Z INFO sqlx::postgres::notice: relation "face_log" already exists, skipping +2026-05-09T10:02:24.874566Z INFO sqlx::postgres::notice: relation "ai_agent" already exists, skipping +2026-05-09T10:02:24.875504Z INFO sqlx::postgres::notice: relation "ai_agent_camera" already exists, skipping +2026-05-09T10:02:24.876257Z INFO sqlx::postgres::notice: relation "detection_log" already exists, skipping +2026-05-09T10:02:24.876915Z INFO sqlx::postgres::notice: relation "counting_event" already exists, skipping +2026-05-09T10:02:24.877487Z INFO sqlx::postgres::notice: relation "export_job" already exists, skipping +2026-05-09T10:02:24.878369Z INFO sqlx::postgres::notice: relation "idx_face_embedding_person" already exists, skipping +2026-05-09T10:02:24.880804Z INFO sqlx::postgres::notice: relation "idx_face_embedding_vector" already exists, skipping +2026-05-09T10:02:24.881789Z INFO sqlx::postgres::notice: relation "idx_face_log_person" already exists, skipping +2026-05-09T10:02:24.882840Z INFO sqlx::postgres::notice: relation "idx_face_log_camera" already exists, skipping +2026-05-09T10:02:24.883772Z INFO sqlx::postgres::notice: relation "idx_face_log_detected_at" already exists, skipping +2026-05-09T10:02:24.884750Z INFO sqlx::postgres::notice: relation "idx_face_log_vector" already exists, skipping +2026-05-09T10:02:24.885805Z INFO sqlx::postgres::notice: relation "idx_camera_status" already exists, skipping +2026-05-09T10:02:24.886876Z INFO sqlx::postgres::notice: relation "idx_camera_type" already exists, skipping +2026-05-09T10:02:24.887908Z INFO sqlx::postgres::notice: relation "idx_ai_agent_device_id" already exists, skipping +2026-05-09T10:02:24.888856Z INFO sqlx::postgres::notice: relation "idx_ai_agent_status" already exists, skipping +2026-05-09T10:02:24.889648Z INFO sqlx::postgres::notice: relation "idx_ai_agent_last_heartbeat" already exists, skipping +2026-05-09T10:02:24.890582Z INFO sqlx::postgres::notice: relation "idx_detection_log_plugin_type" already exists, skipping +2026-05-09T10:02:24.891357Z INFO sqlx::postgres::notice: relation "idx_detection_log_camera_id" already exists, skipping +2026-05-09T10:02:24.892240Z INFO sqlx::postgres::notice: relation "idx_detection_log_detected_at" already exists, skipping +2026-05-09T10:02:24.893110Z INFO sqlx::postgres::notice: relation "idx_detection_log_plugin_camera" already exists, skipping +2026-05-09T10:02:24.894029Z INFO sqlx::postgres::notice: relation "idx_person_code" already exists, skipping +2026-05-09T10:02:24.894914Z INFO sqlx::postgres::notice: relation "idx_person_type" already exists, skipping +2026-05-09T10:02:24.895990Z INFO sqlx::postgres::notice: relation "idx_camera_config_camera_id" already exists, skipping +2026-05-09T10:02:24.896865Z INFO sqlx::postgres::notice: relation "idx_camera_config_type" already exists, skipping +2026-05-09T10:02:24.897513Z INFO sqlx::postgres::notice: relation "idx_counting_event_camera" already exists, skipping +2026-05-09T10:02:24.898148Z INFO sqlx::postgres::notice: relation "idx_counting_event_detected_at" already exists, skipping +2026-05-09T10:02:24.898811Z INFO sqlx::postgres::notice: relation "idx_counting_event_camera_line" already exists, skipping +2026-05-09T10:02:24.898858Z INFO mbfs_db: [DB-SCHEMA:core] Schema sync complete: 34/34 statements OK, 0 skipped +2026-05-09T10:02:24.899601Z INFO sqlx::postgres::notice: column "tenant_id" of relation "ai_agent" already exists, skipping +2026-05-09T10:02:24.902349Z INFO sqlx::postgres::notice: column "tenant_id" of relation "camera" already exists, skipping +2026-05-09T10:02:24.906302Z INFO sqlx::postgres::notice: relation "idx_ai_agent_tenant" already exists, skipping +2026-05-09T10:02:24.907015Z INFO sqlx::postgres::notice: relation "idx_camera_tenant" already exists, skipping +2026-05-09T10:02:24.914500Z INFO sqlx::postgres::notice: relation "idx_camera_is_active" already exists, skipping +2026-05-09T10:02:24.915487Z INFO sqlx::postgres::notice: relation "idx_person_is_active" already exists, skipping +2026-05-09T10:02:24.916332Z INFO sqlx::postgres::notice: relation "idx_ai_agent_is_active" already exists, skipping +2026-05-09T10:02:24.917296Z INFO sqlx::postgres::notice: relation "idx_face_log_person_name" already exists, skipping +2026-05-09T10:02:24.918108Z INFO sqlx::postgres::notice: relation "idx_face_log_confidence" already exists, skipping +2026-05-09T10:02:24.918960Z INFO sqlx::postgres::notice: relation "idx_person_prioritize" already exists, skipping +2026-05-09T10:02:24.919789Z INFO sqlx::postgres::notice: relation "idx_detection_log_detections_gin" already exists, skipping +2026-05-09T10:02:24.920632Z INFO sqlx::postgres::notice: column "annotated_frame_path" of relation "detection_log" already exists, skipping +2026-05-09T10:02:24.922692Z INFO mbfs_db: [DB-SCHEMA:sentinel] Schema sync complete: 14/14 statements OK, 0 skipped +2026-05-09T10:02:24.925652Z INFO hnsw_rs::hnsw: Hnsw max_nb_connection 24 +2026-05-09T10:02:24.925716Z INFO hnsw_rs::hnsw: Hnsw nb elements 300000 +2026-05-09T10:02:24.925724Z INFO hnsw_rs::hnsw: Hnsw ef_construction 200 +2026-05-09T10:02:24.925730Z INFO hnsw_rs::hnsw: Hnsw distance "anndists::dist::distances::DistCosine" +2026-05-09T10:02:24.925739Z INFO hnsw_rs::hnsw: Hnsw extend candidates false +2026-05-09T10:02:24.925775Z INFO mbfs_face_recognition::matcher: FaceMatcher: ANN index enabled (HNSW), stats: (0, 0) +2026-05-09T10:02:24.925801Z INFO mbfs_sentinel::services: Embedding matrix: 0 persons, 0 embeddings, threshold=0.50 +2026-05-09T10:02:24.945234Z INFO mbfs_sentinel::services::init: Cameras: 3 active (deferred start) +2026-05-09T10:02:24.954107Z INFO mbfs_sentinel::services::init: MinIO connected (bucket: mbfs-sentinel) +2026-05-09T10:02:24.963738Z INFO mbfs_sentinel::services::caches: [STARTUP] Loaded 0 face recognition ROI rectangles from DB +2026-05-09T10:02:24.965131Z INFO mbfs_sentinel::services::caches: [STARTUP] Loaded per-camera TVD rule overrides for 3 cameras +2026-05-09T10:02:24.974358Z INFO mbfs_sentinel::services::caches: [STARTUP] Loaded TVD zones for 3 cameras into unified zone cache +2026-05-09T10:02:24.974423Z INFO mbfs_sentinel::services::caches: [STARTUP] Loaded 6 zone configs across 10 plugins +2026-05-09T10:02:24.974463Z INFO mbfs_pipeline::registry: Registered pipeline: face_recognition (00000002-0000-0000-0000-000000000002) +2026-05-09T10:02:24.974979Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: behavior_detection v2.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\behavior_detection +2026-05-09T10:02:24.975170Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: face_cover_detection v1.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\face_cover_detection +2026-05-09T10:02:24.975339Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: facial_expression v2.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\facial_expression +2026-05-09T10:02:24.975497Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: fight_detection v2.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\fight_detection +2026-05-09T10:02:24.975649Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: helmet_detection v2.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\helmet_detection +2026-05-09T10:02:24.975790Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: human_detection v2.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\human_detection +2026-05-09T10:02:24.976170Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: license_plate_recognition v5.2.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\license_plate_recognition +2026-05-09T10:02:24.976325Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: object_detection v2.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\object_detection +2026-05-09T10:02:24.976477Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: people_counting v3.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\people_counting +2026-05-09T10:02:24.976650Z WARN mbfs_pipeline::plugin_manifest: [plugins] Failed to parse D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\phone_usage_detection\manifest.toml: TOML parse error at line 19, column 1 + | +19 | [models] + | ^^^^^^^^^ +missing field `kind` + +2026-05-09T10:02:24.976807Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: smoke_fire_detection v2.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\smoke_fire_detection +2026-05-09T10:02:24.977529Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: traffic_violation_detection v5.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\traffic_violation_detection +2026-05-09T10:02:24.977726Z INFO mbfs_pipeline::plugin_manifest: [plugins] Discovered plugin: weapon_detection v2.0.0 at D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\weapon_detection +2026-05-09T10:02:25.025306Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 4 classes for 'weapon_detection' at startup +2026-05-09T10:02:25.046798Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 6 classes for 'behavior_detection' at startup +2026-05-09T10:02:25.066011Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 2 classes for 'fight_detection' at startup +2026-05-09T10:02:25.073038Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 4 classes for 'facial_expression' at startup +2026-05-09T10:02:25.081852Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 80 classes for 'object_detection' at startup +2026-05-09T10:02:25.128201Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 2 classes for 'smoke_fire_detection' at startup +2026-05-09T10:02:25.183289Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 4 classes for 'license_plate_recognition' at startup +2026-05-09T10:02:25.192932Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 2 classes for 'face_cover_detection' at startup +2026-05-09T10:02:25.214876Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 1 classes for 'people_counting' at startup +2026-05-09T10:02:25.264016Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 3 classes for 'helmet_detection' at startup +2026-05-09T10:02:25.298007Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 4 classes for 'traffic_violation_detection' at startup +2026-05-09T10:02:25.338246Z INFO mbfs_pipeline::plugin_manifest: [plugins] Cached 1 classes for 'human_detection' at startup +2026-05-09T10:02:25.338534Z INFO mbfs_pipeline::registry: Registered pipeline: behavior_detection (0f570e4d-d11c-4552-bf5a-b2ba799c4361) +2026-05-09T10:02:25.338617Z INFO mbfs_pipeline::registry: Registered pipeline: face_cover_detection (10b04d95-8497-4113-8b0d-67f66a1cb507) +2026-05-09T10:02:25.338679Z INFO mbfs_pipeline::registry: Registered pipeline: facial_expression (8cca2d77-e30b-4fb3-8673-095b710f68a4) +2026-05-09T10:02:25.338740Z INFO mbfs_pipeline::registry: Registered pipeline: fight_detection (7a66d0ce-f4ef-4b46-b3e6-5df3a7574160) +2026-05-09T10:02:25.338795Z INFO mbfs_pipeline::registry: Registered pipeline: helmet_detection (d244669b-57f6-42ac-abcf-d038f58aae79) +2026-05-09T10:02:25.338849Z INFO mbfs_pipeline::registry: Registered pipeline: human_detection (55101e8b-9202-4758-9a84-29dd42076420) +2026-05-09T10:02:25.339171Z INFO mbfs_sentinel::services::datalake_manager: [LICENSE_PLATE_RECOGNITION-LOG] Data Lake pipeline initialized (prefix: license-plate-recognition-events) +2026-05-09T10:02:25.339198Z INFO mbfs_sentinel::services::datalake_manager: [LICENSE_PLATE_RECOGNITION-TRACKER] Deduplication enabled (cooldown: 10.0s) +2026-05-09T10:02:25.339402Z INFO mbfs_pipeline::registry: Registered pipeline: license_plate_recognition (233a4aab-f770-46f6-a58d-8aa079561b07) +2026-05-09T10:02:25.339693Z INFO mbfs_pipeline::registry: Registered pipeline: object_detection (b5d6b06e-fbb9-4e2b-b7b6-c2df0eec051b) +2026-05-09T10:02:25.339820Z INFO mbfs_pipeline::registry: Registered pipeline: people_counting (8503b24e-0aef-4c32-a8ec-0628b13c3362) +2026-05-09T10:02:25.339933Z INFO mbfs_pipeline::registry: Registered pipeline: smoke_fire_detection (cb7b936d-9650-485f-b20a-df7e25f6493e) +2026-05-09T10:02:25.340437Z INFO mbfs_sentinel::services::datalake_manager: [TRAFFIC_VIOLATION_DETECTION-LOG] Data Lake pipeline initialized (prefix: traffic-violation-events) +2026-05-09T10:02:25.340484Z INFO mbfs_sentinel::services::datalake_manager: [TRAFFIC_VIOLATION_DETECTION-TRACKER] Deduplication enabled (cooldown: 3.0s) +2026-05-09T10:02:25.340521Z INFO mbfs_pipeline::registry: Registered pipeline: traffic_violation_detection (a0f0a446-0e77-4fd9-a180-ec505dd499f9) +2026-05-09T10:02:25.340712Z INFO mbfs_pipeline::registry: Registered pipeline: weapon_detection (329ce0b3-f7d3-41a7-9a4d-b96abf35ceca) +2026-05-09T10:02:25.340790Z INFO mbfs_sentinel::services::pipelines: [STARTUP] 13 pipelines registered (unified architecture) +2026-05-09T10:02:25.340816Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Điểm danh sử dụng khuôn mặt not enabled, skipping +2026-05-09T10:02:25.340828Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Nhận diện hành vi not enabled, skipping +2026-05-09T10:02:25.340836Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Phát hiện che mặt not enabled, skipping +2026-05-09T10:02:25.340850Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Nhận diện cảm xúc khuôn mặt not enabled, skipping +2026-05-09T10:02:25.340859Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Nhận diện bạo lực not enabled, skipping +2026-05-09T10:02:25.340867Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Nhận diện mũ bảo hiểm not enabled, skipping +2026-05-09T10:02:25.340874Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Phát hiện người xâm phạm khu vực not enabled, skipping +2026-05-09T10:02:25.342792Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Nhận diện biển số xe assigned 5 cameras: [2, 1, 4, 5, 6] +2026-05-09T10:02:25.342847Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Nhận diện vật thể not enabled, skipping +2026-05-09T10:02:25.342856Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Đếm người not enabled, skipping +2026-05-09T10:02:25.342863Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Phát hiện khói lửa not enabled, skipping +2026-05-09T10:02:25.343869Z INFO mbfs_sentinel::services::assignment_service: [ASSIGN] Nhận diện vũ khí not enabled, skipping +2026-05-09T10:02:25.343897Z INFO mbfs_sentinel::services: [STARTUP] Pipeline registry summary: 13 registered ["fight_detection", "face_cover_detection", "facial_expression", "people_counting", "traffic_violation_detection", "license_plate_recognition", "weapon_detection", "human_detection", "helmet_detection", "behavior_detection", "object_detection", "smoke_fire_detection", "face_recognition"], 1 with assignments ["license_plate_recognition"] +2026-05-09T10:02:25.344017Z INFO mbfs_sentinel::services: ================ INIT SUMMARY =================== +2026-05-09T10:02:25.344024Z INFO mbfs_sentinel::services: Version: 5.0.1 +2026-05-09T10:02:25.344029Z INFO mbfs_sentinel::services: Device ID: e0819382c4ce53de516f2463634005d96e374b327bf28fd51137bbc297c6f5f4 +2026-05-09T10:02:25.344033Z INFO mbfs_sentinel::services: Tenant ID (config): None +2026-05-09T10:02:25.344037Z INFO mbfs_sentinel::services: Cameras (total DB): 3 +2026-05-09T10:02:25.344040Z INFO mbfs_sentinel::services: Face embeddings: 0 persons / 0 vectors +2026-05-09T10:02:25.344043Z INFO mbfs_sentinel::services: Pipelines: 13 registered, 1 with assignments +2026-05-09T10:02:25.344047Z INFO mbfs_sentinel::services: Dynamic plugins: 12 discovered +2026-05-09T10:02:25.344049Z INFO mbfs_sentinel::services: Zones configured: 1 plugins have zones +2026-05-09T10:02:25.344052Z INFO mbfs_sentinel::services: Warnings in init: 0 +2026-05-09T10:02:25.344055Z INFO mbfs_sentinel::services: API port: 8003 +2026-05-09T10:02:25.344058Z INFO mbfs_sentinel::services: GStreamer: available +2026-05-09T10:02:25.344061Z INFO mbfs_sentinel::services: ================================================= +2026-05-09T10:02:25.346529Z INFO mbfs_api::survival: [BOOT] Resolved agent_id=1 via local ai_agent table (device_id=e0819382c4ce53de516f2463634005d96e374b327bf28fd51137bbc297c6f5f4) +2026-05-09T10:02:25.346580Z INFO mbfs_sentinel::runners::headless: [STARTUP] agent_id=1 resolved — starting assigned cameras +2026-05-09T10:02:25.348284Z INFO mbfs_camera::lifecycle: [lifecycle] reconcile_from_db_for_agent(1): 4 cameras assigned +2026-05-09T10:02:25.355045Z INFO mbfs_stream::plugin: [PluginStream] Started 'CAM GIAO THONG' +2026-05-09T10:02:25.355295Z INFO mbfs_camera::lifecycle: [lifecycle] reconcile: CAM GIAO THONG (id=6) started +2026-05-09T10:02:25.355336Z INFO mbfs_stream::plugin: [PluginStream] Creating pipeline for 'CAM GIAO THONG': rtsp://localhost:8555/camera8 (fps=15, resolution=Original) +2026-05-09T10:02:25.356193Z INFO mbfs_stream::plugin: [PluginStream] Started 'CAM GTHCM 201' +2026-05-09T10:02:25.356240Z INFO mbfs_camera::lifecycle: [lifecycle] reconcile: CAM GTHCM 201 (id=1) started +2026-05-09T10:02:25.356656Z INFO mbfs_stream::plugin: [PluginStream] Creating pipeline for 'CAM GTHCM 201': rtsp://admin:hd5432111@115.79.54.30:1062/Streaming/Channels/201 (fps=15, resolution=Original) +2026-05-09T10:02:25.364156Z INFO mbfs_stream::plugin: [PluginStream] Started 'CAM GTHCM 701' +2026-05-09T10:02:25.364255Z INFO mbfs_camera::lifecycle: [lifecycle] reconcile: CAM GTHCM 701 (id=5) started +2026-05-09T10:02:25.364345Z INFO mbfs_stream::plugin: [PluginStream] Creating pipeline for 'CAM GTHCM 701': rtsp://admin:hd5432111@115.79.54.30:1062/Streaming/Channels/701 (fps=15, resolution=Original) +2026-05-09T10:02:25.365801Z INFO mbfs_sentinel::services: ================ POST-BOOT SUMMARY ============== +2026-05-09T10:02:25.365830Z INFO mbfs_sentinel::services: Agent ID: 1 +2026-05-09T10:02:25.365840Z INFO mbfs_sentinel::services: Cameras (assigned): 4 (of 3 in DB) +2026-05-09T10:02:25.365846Z INFO mbfs_sentinel::services: ================================================= +2026-05-09T10:02:25.365865Z INFO mbfs_sentinel::runners::headless: Dashboard disabled (headless mode) +2026-05-09T10:02:25.366419Z INFO mbfs_stream::plugin: [PluginStream] Starting pipeline for 'CAM GIAO THONG' +2026-05-09T10:02:25.368218Z INFO mbfs_sentinel::runners::headless: API server on http://0.0.0.0:8003 +2026-05-09T10:02:25.368374Z INFO mbfs_api::survival: Survival signal task started: device_id=e0819382c4ce53de516f2463634005d96e374b327bf28fd51137bbc297c6f5f4, interval=10s, target=http://localhost:8000/camera-manager/api/ai-agent/survival +2026-05-09T10:02:25.369643Z INFO mbfs_stream::plugin: [PluginStream] Starting pipeline for 'CAM GTHCM 201' +2026-05-09T10:02:25.371247Z INFO mbfs_stream::plugin: [PluginStream] Starting pipeline for 'CAM GTHCM 701' +2026-05-09T10:02:25.996798Z INFO mbfs_stream::decoder: Found decoder: d3d11h265dec (DirectX 11) for H265 +2026-05-09T10:02:25.996798Z INFO mbfs_stream::decoder: Found decoder: d3d11h265dec (DirectX 11) for H265 +2026-05-09T10:02:25.996896Z INFO mbfs_stream::plugin: [PluginStream] 'CAM GTHCM 201' using decoder: d3d11h265dec (DirectX 11) +2026-05-09T10:02:25.996917Z INFO mbfs_stream::plugin: [PluginStream] 'CAM GTHCM 701' using decoder: d3d11h265dec (DirectX 11) +2026-05-09T10:02:26.083015Z INFO mbfs_stream::plugin: [PluginStream] 'CAM GTHCM 701' connected to decoder chain +2026-05-09T10:02:26.113461Z INFO mbfs_stream::plugin: [PluginStream] 'CAM GTHCM 201' connected to decoder chain +2026-05-09T10:02:26.438384Z INFO mbfs_stream::decoder: Found decoder: d3d11h265dec (DirectX 11) for H265 +2026-05-09T10:02:26.438454Z INFO mbfs_stream::plugin: [PluginStream] 'CAM GIAO THONG' using decoder: d3d11h265dec (DirectX 11) +2026-05-09T10:02:26.488465Z INFO mbfs_stream::plugin: [PluginStream] 'CAM GIAO THONG' connected to decoder chain +2026-05-09T10:02:26.770086Z INFO mbfs_sentinel::processing: [PIPELINE-ACTIVATE] 1 pipeline(s) need activation: ["license_plate_recognition"] +2026-05-09T10:02:26.770549Z INFO mbfs_sentinel::processing: [PIPELINE-ACTIVATE] Starting activation for 'license_plate_recognition' +2026-05-09T10:02:26.770673Z INFO mbfs_pipeline::plugin_host: [plugin_host] Loading plugin from: D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\plugins\license_plate_recognition\license_plate_recognition.dll +2026-05-09T10:02:26.771677Z INFO mbfs_pipeline::plugin_host: [plugin_host] Plugin info: name=license_plate_recognition, version=5.2.0, caps=0x000f +2026-05-09T10:02:26.771892Z INFO mbfs_pipeline::plugin_host: [plugin_host] Plugin 'license_plate_recognition' created successfully +2026-05-09T10:02:26.772019Z INFO mbfs_inference::session: [CUDA-FALLBACK] mbfs_vehicle_det_v4.onnx: no TRT cache found at trt_cache/mbfs_vehicle_det_v4/3x640x640, using CUDA provider +2026-05-09T10:02:26.774100Z INFO ort: ort 2.0.0-rc.12 was designed for ONNX Runtime '1.21.x' and may have compatibility issues with the ONNX Runtime binary found at `D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\onnxruntime.dll`, which is version '1.23.2' +2026-05-09T10:02:26.774149Z INFO ort: Loaded ONNX Runtime dylib from "D:\MBFSAITeam\mbfs-face-core-rust-5.0.x-v2\mbfs-face-core-rust\dist\onnxruntime.dll"; version '1.23.2' +2026-05-09T10:02:26.794393Z INFO ort::logging: Discovered OrtHardwareDevice {vendor_id:0x10de, device_id:0x2684, vendor:NVIDIA, type:1, metadata: [Description=NVIDIA GeForce RTX 4090, DxgiAdapterNumber=1, DxgiHighPerformanceIndex=2, DxgiVideoMemory=24142 MB, LUID=121553, ]} +2026-05-09T10:02:26.794479Z INFO ort::logging: Discovered OrtHardwareDevice {vendor_id:0x8086, device_id:0x7, vendor:Intel, type:0, metadata: [Description=Intel(R) Core(TM) i9-14900K, ]} +2026-05-09T10:02:26.794489Z INFO ort::logging: Discovered OrtHardwareDevice {vendor_id:0x10de, device_id:0x2684, vendor:NVIDIA, type:1, metadata: [Description=NVIDIA GeForce RTX 4090, Discrete=1, DxgiAdapterNumber=0, DxgiHighPerformanceIndex=0, DxgiVideoMemory=24142 MB, LUID=88793, ]} +2026-05-09T10:02:27.057608Z INFO ort::ep: Successfully registered `CUDAExecutionProvider` source=session options +2026-05-09T10:02:27.058071Z INFO ort::logging: Session Options { execution_mode:0 execution_order:DEFAULT enable_profiling:0 optimized_model_filepath: enable_mem_pattern:1 enable_mem_reuse:1 enable_cpu_mem_arena:1 profile_file_prefix:onnxruntime_profile_ session_logid: session_log_severity_level:-1 session_log_verbosity_level:0 max_num_graph_transformation_steps:10 graph_optimization_level:1 intra_op_param:OrtThreadPoolParams { thread_pool_size: 1 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } inter_op_param:OrtThreadPoolParams { thread_pool_size: 0 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } use_per_session_threads:1 thread_pool_allow_spinning:1 use_deterministic_compute:0 ep_selection_policy:0 config_options: { } } +2026-05-09T10:02:27.058114Z INFO ort::logging: Flush-to-zero and denormal-as-zero are off +2026-05-09T10:02:27.058132Z INFO ort::logging: Creating and using per session threadpools since use_per_session_threads_ is true +2026-05-09T10:02:27.058164Z INFO ort::logging: Dynamic block base set to 0 +2026-05-09T10:02:27.130038Z INFO ort::logging: Initializing session. +2026-05-09T10:02:27.130102Z INFO ort::logging: Adding default CPU execution provider. +2026-05-09T10:02:27.130145Z INFO ort::logging: Creating BFCArena for Cuda with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.130166Z INFO ort::logging: Creating BFCArena for CudaPinned with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.130191Z INFO ort::logging: Creating BFCArena for Cpu with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.132787Z INFO ort::logging: This model does not have any local functions defined. AOT Inlining is not performed +2026-05-09T10:02:27.133198Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.133470Z INFO ort::logging: GraphTransformer Level1_RuleBasedTransformer modified: 1 with status: OK +2026-05-09T10:02:27.138403Z INFO ort::logging: Removing initializer '/model.22/Constant_65_output_0'. It is no longer used by any node. +2026-05-09T10:02:27.138928Z INFO ort::logging: GraphTransformer DoubleQDQPairsRemover modified: 0 with status: OK +2026-05-09T10:02:27.139667Z INFO ort::logging: Total shared scalar initializer count: 66 +2026-05-09T10:02:27.139709Z INFO ort::logging: GraphTransformer ConstantSharing modified: 1 with status: OK +2026-05-09T10:02:27.145464Z INFO ort::logging: GraphTransformer CommonSubexpressionElimination modified: 1 with status: OK +2026-05-09T10:02:27.150629Z INFO ort::logging: GraphTransformer ConstantFolding modified: 1 with status: OK +2026-05-09T10:02:27.155364Z INFO ort::logging: Removing initializer '/model.22/Constant_7_output_0'. It is no longer used by any node. +2026-05-09T10:02:27.155436Z INFO ort::logging: Removing initializer '/model.22/Constant_8_output_0'. It is no longer used by any node. +2026-05-09T10:02:27.155447Z INFO ort::logging: Removing initializer '/model.22/Split_output_0'. It is no longer used by any node. +2026-05-09T10:02:27.155454Z INFO ort::logging: Removing initializer '/model.22/Split_output_1'. It is no longer used by any node. +2026-05-09T10:02:27.155462Z INFO ort::logging: Removing initializer '/model.22/Split_output_2'. It is no longer used by any node. +2026-05-09T10:02:27.155831Z INFO ort::logging: GraphTransformer MatMulAddFusion modified: 0 with status: OK +2026-05-09T10:02:27.156017Z INFO ort::logging: Fused reshape node: /model.22/dfl/Reshape_output_0 +2026-05-09T10:02:27.156065Z INFO ort::logging: Fused reshape node: /model.22/Reshape_15_output_0 +2026-05-09T10:02:27.156095Z INFO ort::logging: Fused reshape node: /model.22/Reshape_16_output_0 +2026-05-09T10:02:27.156122Z INFO ort::logging: Fused reshape node: /model.22/Reshape_10_output_0 +2026-05-09T10:02:27.156146Z INFO ort::logging: Fused reshape node: /model.22/Reshape_11_output_0 +2026-05-09T10:02:27.156166Z INFO ort::logging: Fused reshape node: /model.22/Reshape_5_output_0 +2026-05-09T10:02:27.156184Z INFO ort::logging: Fused reshape node: /model.22/Reshape_6_output_0 +2026-05-09T10:02:27.156195Z INFO ort::logging: Total fused reshape node count: 7 +2026-05-09T10:02:27.156203Z INFO ort::logging: GraphTransformer ReshapeFusion modified: 1 with status: OK +2026-05-09T10:02:27.160089Z INFO ort::logging: Removing initializer '/model.22/dfl/Constant_3_output_0'. It is no longer used by any node. +2026-05-09T10:02:27.160241Z INFO ort::logging: GraphTransformer FreeDimensionOverrideTransformer modified: 0 with status: OK +2026-05-09T10:02:27.160264Z INFO ort::logging: GraphTransformer GeluFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.160519Z INFO ort::logging: GraphTransformer LayerNormFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.160846Z INFO ort::logging: GraphTransformer QDQPropagationTransformer modified: 0 with status: OK +2026-05-09T10:02:27.161080Z INFO ort::logging: GraphTransformer WeightBiasQuantization modified: 0 with status: OK +2026-05-09T10:02:27.161165Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.161256Z INFO ort::logging: GraphTransformer RocmBlasAltImpl modified: 0 with status: OK +2026-05-09T10:02:27.162004Z INFO ort::logging: GraphTransformer TransposeOptimizer modified: 0 with status: OK +2026-05-09T10:02:27.162212Z INFO ort::logging: GraphTransformer Level1_RuleBasedTransformer modified: 0 with status: OK +2026-05-09T10:02:27.162296Z INFO ort::logging: GraphTransformer DoubleQDQPairsRemover modified: 0 with status: OK +2026-05-09T10:02:27.163042Z INFO ort::logging: GraphTransformer CommonSubexpressionElimination modified: 0 with status: OK +2026-05-09T10:02:27.163272Z INFO ort::logging: GraphTransformer ConstantFolding modified: 0 with status: OK +2026-05-09T10:02:27.163352Z INFO ort::logging: GraphTransformer MatMulAddFusion modified: 0 with status: OK +2026-05-09T10:02:27.163451Z INFO ort::logging: GraphTransformer ReshapeFusion modified: 0 with status: OK +2026-05-09T10:02:27.163467Z INFO ort::logging: GraphTransformer FreeDimensionOverrideTransformer modified: 0 with status: OK +2026-05-09T10:02:27.163476Z INFO ort::logging: GraphTransformer GeluFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.163536Z INFO ort::logging: GraphTransformer LayerNormFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.163602Z INFO ort::logging: GraphTransformer QDQPropagationTransformer modified: 0 with status: OK +2026-05-09T10:02:27.163721Z INFO ort::logging: GraphTransformer WeightBiasQuantization modified: 0 with status: OK +2026-05-09T10:02:27.163797Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.163863Z INFO ort::logging: GraphTransformer RocmBlasAltImpl modified: 0 with status: OK +2026-05-09T10:02:27.214430Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Gather_1 +2026-05-09T10:02:27.214476Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Gather +2026-05-09T10:02:27.214482Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Gather_2 +2026-05-09T10:02:27.215304Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/dfl/Gather +2026-05-09T10:02:27.215315Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/dfl/Gather_1 +2026-05-09T10:02:27.215365Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Gather_7 +2026-05-09T10:02:27.215463Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Gather_5 +2026-05-09T10:02:27.215473Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Gather_6 +2026-05-09T10:02:27.215642Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Concat_17 +2026-05-09T10:02:27.215655Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Concat_17 +2026-05-09T10:02:27.215688Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Gather_3 +2026-05-09T10:02:27.215697Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Gather_4 +2026-05-09T10:02:27.215885Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Concat_12 +2026-05-09T10:02:27.215903Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Concat_12 +2026-05-09T10:02:27.216148Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Concat_7 +2026-05-09T10:02:27.216188Z INFO ort::logging: Candidate for fallback CPU execution: /model.22/Concat_7 +2026-05-09T10:02:27.216687Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Gather because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216711Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Unsqueeze_2 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216724Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Concat_5 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216738Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/dfl/Gather_1 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216751Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/dfl/Unsqueeze_3 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216760Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/dfl/Gather because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216768Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/dfl/Unsqueeze_2 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216783Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/dfl/Concat_1 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216793Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Gather_7 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216807Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Add_9 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216818Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Div because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216826Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Mul_4 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216836Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Gather_5 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216844Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Cast_5 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216856Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Gather_6 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216863Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Cast_4 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216876Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Concat_17 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216888Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Gather_3 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216897Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Cast_3 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216910Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Gather_4 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216917Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Cast_2 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216932Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Concat_12 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216944Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Gather_1 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216957Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Cast_1 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216974Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Gather_2 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216986Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Cast because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.216997Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Concat_7 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.217013Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Mul_2 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.217022Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Unsqueeze_11 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.217032Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Concat_21 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.217041Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Mul_1 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.217053Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Unsqueeze_8 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.217062Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Concat_16 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.217072Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Mul because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.217082Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Unsqueeze_5 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.217092Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /model.22/Concat_11 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.218265Z INFO ort::logging: Running graph optimizations in loop 1 time/s (Graph Optimizations Loop Level : 1) +2026-05-09T10:02:27.218606Z INFO ort::logging: GraphTransformer RemoveDuplicateCastTransformer modified: 0 with status: OK +2026-05-09T10:02:27.218631Z INFO ort::logging: GraphTransformer CastFloat16Transformer modified: 0 with status: OK +2026-05-09T10:02:27.236187Z INFO ort::logging: GraphTransformer MemcpyTransformer modified: 0 with status: OK +2026-05-09T10:02:27.237240Z WARN ort::logging: Some nodes were not assigned to the preferred execution providers which may or may not have an negative impact on performance. e.g. ORT explicitly assigns shape related ops to CPU to improve perf. +2026-05-09T10:02:27.283227Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:27.283326Z INFO ort::logging: Use DeviceBasedPartition as default +2026-05-09T10:02:27.306829Z INFO ort::logging: Saving initialized tensors. +2026-05-09T10:02:27.306979Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:1 (requested) num_bytes: 384 (actual) rounded_bytes:512 +2026-05-09T10:02:27.307059Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:27.307079Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:27.307093Z INFO ort::logging: Allocated memory at 0000001417C26600 to 0000001417D26600 +2026-05-09T10:02:27.307318Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:12 (requested) num_bytes: 1769472 (actual) rounded_bytes:1769472 +2026-05-09T10:02:27.307552Z INFO ort::logging: Extended allocation by 2097152 bytes. +2026-05-09T10:02:27.307572Z INFO ort::logging: Total allocated bytes: 3145728 +2026-05-09T10:02:27.307584Z INFO ort::logging: Allocated memory at 0000001418600000 to 0000001418800000 +2026-05-09T10:02:27.308439Z INFO ort::logging: Extending BFCArena for Cpu. bin_num:0 (requested) num_bytes: 16 (actual) rounded_bytes:256 +2026-05-09T10:02:27.308483Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:27.308496Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:27.308510Z INFO ort::logging: Allocated memory at 000000006176A080 to 000000006186A080 +2026-05-09T10:02:27.308803Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:12 (requested) num_bytes: 1474560 (actual) rounded_bytes:1474560 +2026-05-09T10:02:27.308957Z INFO ort::logging: Extended allocation by 4194304 bytes. +2026-05-09T10:02:27.308977Z INFO ort::logging: Total allocated bytes: 7340032 +2026-05-09T10:02:27.308989Z INFO ort::logging: Allocated memory at 0000001418800000 to 0000001418C00000 +2026-05-09T10:02:27.310749Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:13 (requested) num_bytes: 2985984 (actual) rounded_bytes:2985984 +2026-05-09T10:02:27.310995Z INFO ort::logging: Extended allocation by 8388608 bytes. +2026-05-09T10:02:27.311018Z INFO ort::logging: Total allocated bytes: 15728640 +2026-05-09T10:02:27.311030Z INFO ort::logging: Allocated memory at 0000001418C00000 to 0000001419400000 +2026-05-09T10:02:27.314144Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:12 (requested) num_bytes: 1327104 (actual) rounded_bytes:1327104 +2026-05-09T10:02:27.314444Z INFO ort::logging: Extended allocation by 16777216 bytes. +2026-05-09T10:02:27.314467Z INFO ort::logging: Total allocated bytes: 32505856 +2026-05-09T10:02:27.314481Z INFO ort::logging: Allocated memory at 0000001419400000 to 000000141A400000 +2026-05-09T10:02:27.321933Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:1 (requested) num_bytes: 768 (actual) rounded_bytes:768 +2026-05-09T10:02:27.322757Z INFO ort::logging: Extended allocation by 33554432 bytes. +2026-05-09T10:02:27.322797Z INFO ort::logging: Total allocated bytes: 66060288 +2026-05-09T10:02:27.322813Z INFO ort::logging: Allocated memory at 000000141A400000 to 000000141C400000 +2026-05-09T10:02:27.337143Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:1 (requested) num_bytes: 768 (actual) rounded_bytes:768 +2026-05-09T10:02:27.337470Z INFO ort::logging: Extended allocation by 67108864 bytes. +2026-05-09T10:02:27.337484Z INFO ort::logging: Total allocated bytes: 133169152 +2026-05-09T10:02:27.337492Z INFO ort::logging: Allocated memory at 000000141C400000 to 0000001420400000 +2026-05-09T10:02:27.355588Z INFO ort::logging: Done saving initialized tensors +2026-05-09T10:02:27.362028Z INFO ort::logging: Session successfully initialized. +2026-05-09T10:02:27.362167Z INFO mbfs_inference::session: [mbfs_vehicle_det_v4.onnx] Session created with CUDA provider +2026-05-09T10:02:27.362203Z INFO mbfs_inference::yolo_base: YoloBase: loaded ./models\mbfs_vehicle_det_v4.onnx (precision=FP32, input_name="images", runtime=CUDA, batching=true) +2026-05-09T10:02:27.362222Z INFO mbfs_pipeline::plugin_host: [plugin_host] Host inference: model=mbfs_vehicle_det_v4.onnx (conf=0.5, nms=0.45) +2026-05-09T10:02:27.362384Z INFO mbfs_inference::session: [CUDA-FALLBACK] license_place_rec_crnn_v8.onnx: no TRT cache found at trt_cache/license_place_rec_crnn_v8/3x32x128, using CUDA provider +2026-05-09T10:02:27.362526Z INFO ort::ep: Successfully registered `CUDAExecutionProvider` source=session options +2026-05-09T10:02:27.362772Z INFO ort::logging: Session Options { execution_mode:0 execution_order:DEFAULT enable_profiling:0 optimized_model_filepath: enable_mem_pattern:1 enable_mem_reuse:1 enable_cpu_mem_arena:1 profile_file_prefix:onnxruntime_profile_ session_logid: session_log_severity_level:-1 session_log_verbosity_level:0 max_num_graph_transformation_steps:10 graph_optimization_level:1 intra_op_param:OrtThreadPoolParams { thread_pool_size: 1 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } inter_op_param:OrtThreadPoolParams { thread_pool_size: 0 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } use_per_session_threads:1 thread_pool_allow_spinning:1 use_deterministic_compute:0 ep_selection_policy:0 config_options: { } } +2026-05-09T10:02:27.362805Z INFO ort::logging: Creating and using per session threadpools since use_per_session_threads_ is true +2026-05-09T10:02:27.362827Z INFO ort::logging: Dynamic block base set to 0 +2026-05-09T10:02:27.385687Z INFO ort::logging: Initializing session. +2026-05-09T10:02:27.385747Z INFO ort::logging: Adding default CPU execution provider. +2026-05-09T10:02:27.385769Z INFO ort::logging: Creating BFCArena for Cuda with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.385780Z INFO ort::logging: Creating BFCArena for CudaPinned with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.385792Z INFO ort::logging: Creating BFCArena for Cpu with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.385846Z INFO ort::logging: This model does not have any local functions defined. AOT Inlining is not performed +2026-05-09T10:02:27.385874Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.385917Z INFO ort::logging: GraphTransformer Level1_RuleBasedTransformer modified: 0 with status: OK +2026-05-09T10:02:27.385933Z INFO ort::logging: GraphTransformer DoubleQDQPairsRemover modified: 0 with status: OK +2026-05-09T10:02:27.386008Z INFO ort::logging: Total shared scalar initializer count: 13 +2026-05-09T10:02:27.386018Z INFO ort::logging: GraphTransformer ConstantSharing modified: 1 with status: OK +2026-05-09T10:02:27.386285Z INFO ort::logging: GraphTransformer CommonSubexpressionElimination modified: 1 with status: OK +2026-05-09T10:02:27.386472Z INFO ort::logging: GraphTransformer ConstantFolding modified: 0 with status: OK +2026-05-09T10:02:27.386491Z INFO ort::logging: GraphTransformer MatMulAddFusion modified: 0 with status: OK +2026-05-09T10:02:27.386505Z INFO ort::logging: GraphTransformer ReshapeFusion modified: 0 with status: OK +2026-05-09T10:02:27.386513Z INFO ort::logging: GraphTransformer FreeDimensionOverrideTransformer modified: 0 with status: OK +2026-05-09T10:02:27.386518Z INFO ort::logging: GraphTransformer GeluFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.386528Z INFO ort::logging: GraphTransformer LayerNormFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.386541Z INFO ort::logging: GraphTransformer QDQPropagationTransformer modified: 0 with status: OK +2026-05-09T10:02:27.386552Z INFO ort::logging: GraphTransformer WeightBiasQuantization modified: 0 with status: OK +2026-05-09T10:02:27.386559Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.386570Z INFO ort::logging: GraphTransformer RocmBlasAltImpl modified: 0 with status: OK +2026-05-09T10:02:27.386626Z INFO ort::logging: GraphTransformer TransposeOptimizer modified: 0 with status: OK +2026-05-09T10:02:27.386646Z INFO ort::logging: GraphTransformer Level1_RuleBasedTransformer modified: 0 with status: OK +2026-05-09T10:02:27.386660Z INFO ort::logging: GraphTransformer DoubleQDQPairsRemover modified: 0 with status: OK +2026-05-09T10:02:27.386701Z INFO ort::logging: GraphTransformer CommonSubexpressionElimination modified: 0 with status: OK +2026-05-09T10:02:27.386716Z INFO ort::logging: GraphTransformer ConstantFolding modified: 0 with status: OK +2026-05-09T10:02:27.386726Z INFO ort::logging: GraphTransformer MatMulAddFusion modified: 0 with status: OK +2026-05-09T10:02:27.386738Z INFO ort::logging: GraphTransformer ReshapeFusion modified: 0 with status: OK +2026-05-09T10:02:27.386744Z INFO ort::logging: GraphTransformer FreeDimensionOverrideTransformer modified: 0 with status: OK +2026-05-09T10:02:27.386748Z INFO ort::logging: GraphTransformer GeluFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.386755Z INFO ort::logging: GraphTransformer LayerNormFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.386765Z INFO ort::logging: GraphTransformer QDQPropagationTransformer modified: 0 with status: OK +2026-05-09T10:02:27.386776Z INFO ort::logging: GraphTransformer WeightBiasQuantization modified: 0 with status: OK +2026-05-09T10:02:27.386785Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.386798Z INFO ort::logging: GraphTransformer RocmBlasAltImpl modified: 0 with status: OK +2026-05-09T10:02:27.397746Z INFO ort::logging: Candidate for fallback CPU execution: /crnn/rnn/rnn/Gather +2026-05-09T10:02:27.397883Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /crnn/rnn/rnn/Gather because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.397898Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /crnn/rnn/rnn/Unsqueeze because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.397911Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: /crnn/rnn/rnn/Concat because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.397999Z INFO ort::logging: Running graph optimizations in loop 1 time/s (Graph Optimizations Loop Level : 1) +2026-05-09T10:02:27.398026Z INFO ort::logging: GraphTransformer RemoveDuplicateCastTransformer modified: 0 with status: OK +2026-05-09T10:02:27.398035Z INFO ort::logging: GraphTransformer CastFloat16Transformer modified: 0 with status: OK +2026-05-09T10:02:27.398546Z INFO ort::logging: GraphTransformer MemcpyTransformer modified: 0 with status: OK +2026-05-09T10:02:27.398624Z WARN ort::logging: Some nodes were not assigned to the preferred execution providers which may or may not have an negative impact on performance. e.g. ORT explicitly assigns shape related ops to CPU to improve perf. +2026-05-09T10:02:27.399447Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:27.399488Z INFO ort::logging: Use DeviceBasedPartition as default +2026-05-09T10:02:27.399748Z INFO ort::logging: Saving initialized tensors. +2026-05-09T10:02:27.399782Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:6 (requested) num_bytes: 16384 (actual) rounded_bytes:16384 +2026-05-09T10:02:27.399856Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:27.399867Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:27.399873Z INFO ort::logging: Allocated memory at 0000001420E00000 to 0000001420F00000 +2026-05-09T10:02:27.400142Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:15 (requested) num_bytes: 9437184 (actual) rounded_bytes:9437184 +2026-05-09T10:02:27.400268Z INFO ort::logging: Extended allocation by 16777216 bytes. +2026-05-09T10:02:27.400280Z INFO ort::logging: Total allocated bytes: 17825792 +2026-05-09T10:02:27.400287Z INFO ort::logging: Allocated memory at 0000001421000000 to 0000001422000000 +2026-05-09T10:02:27.402599Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:14 (requested) num_bytes: 4194304 (actual) rounded_bytes:4194304 +2026-05-09T10:02:27.402816Z INFO ort::logging: Extended allocation by 16777216 bytes. +2026-05-09T10:02:27.402827Z INFO ort::logging: Total allocated bytes: 34603008 +2026-05-09T10:02:27.402835Z INFO ort::logging: Allocated memory at 0000001422000000 to 0000001423000000 +2026-05-09T10:02:27.405566Z INFO ort::logging: Extending BFCArena for Cpu. bin_num:0 (requested) num_bytes: 24 (actual) rounded_bytes:256 +2026-05-09T10:02:27.405701Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:27.405719Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:27.405735Z INFO ort::logging: Allocated memory at 00000000615E9080 to 00000000616E9080 +2026-05-09T10:02:27.413949Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:14 (requested) num_bytes: 4194304 (actual) rounded_bytes:4194304 +2026-05-09T10:02:27.414269Z INFO ort::logging: Extended allocation by 33554432 bytes. +2026-05-09T10:02:27.414291Z INFO ort::logging: Total allocated bytes: 68157440 +2026-05-09T10:02:27.414305Z INFO ort::logging: Allocated memory at 0000001423000000 to 0000001425000000 +2026-05-09T10:02:27.418077Z INFO ort::logging: Done saving initialized tensors +2026-05-09T10:02:27.434288Z INFO ort::logging: Session successfully initialized. +2026-05-09T10:02:27.434372Z INFO mbfs_inference::session: [license_place_rec_crnn_v8.onnx] Session created with CUDA provider +2026-05-09T10:02:27.434397Z INFO mbfs_inference::model_base: ModelBase: loaded ./models\license_place_rec_crnn_v8.onnx (precision=FP32, input=128x32, runtime=CUDA) +2026-05-09T10:02:27.434406Z INFO mbfs_pipeline::plugin_host: [plugin_host] Loaded OCR-seq model 'plate_ocr_crnn': ./models\license_place_rec_crnn_v8.onnx (128x32, channels=1, vocab_len=31) +2026-05-09T10:02:27.434534Z INFO mbfs_inference::session: [CUDA-FALLBACK] lp_detection_v4.onnx: no TRT cache found at trt_cache/lp_detection_v4/3x640x640, using CUDA provider +2026-05-09T10:02:27.434678Z INFO ort::ep: Successfully registered `CUDAExecutionProvider` source=session options +2026-05-09T10:02:27.434928Z INFO ort::logging: Session Options { execution_mode:0 execution_order:DEFAULT enable_profiling:0 optimized_model_filepath: enable_mem_pattern:1 enable_mem_reuse:1 enable_cpu_mem_arena:1 profile_file_prefix:onnxruntime_profile_ session_logid: session_log_severity_level:-1 session_log_verbosity_level:0 max_num_graph_transformation_steps:10 graph_optimization_level:1 intra_op_param:OrtThreadPoolParams { thread_pool_size: 1 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } inter_op_param:OrtThreadPoolParams { thread_pool_size: 0 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } use_per_session_threads:1 thread_pool_allow_spinning:1 use_deterministic_compute:0 ep_selection_policy:0 config_options: { } } +2026-05-09T10:02:27.434945Z INFO ort::logging: Creating and using per session threadpools since use_per_session_threads_ is true +2026-05-09T10:02:27.434963Z INFO ort::logging: Dynamic block base set to 0 +2026-05-09T10:02:27.513151Z INFO ort::logging: Initializing session. +2026-05-09T10:02:27.513213Z INFO ort::logging: Adding default CPU execution provider. +2026-05-09T10:02:27.513242Z INFO ort::logging: Creating BFCArena for Cuda with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.513257Z INFO ort::logging: Creating BFCArena for CudaPinned with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.513280Z INFO ort::logging: Creating BFCArena for Cpu with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.513377Z INFO ort::logging: This model does not have any local functions defined. AOT Inlining is not performed +2026-05-09T10:02:27.513615Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.513800Z INFO ort::logging: GraphTransformer Level1_RuleBasedTransformer modified: 0 with status: OK +2026-05-09T10:02:27.513848Z INFO ort::logging: GraphTransformer DoubleQDQPairsRemover modified: 0 with status: OK +2026-05-09T10:02:27.514107Z INFO ort::logging: GraphTransformer ConstantSharing modified: 0 with status: OK +2026-05-09T10:02:27.514668Z INFO ort::logging: GraphTransformer CommonSubexpressionElimination modified: 0 with status: OK +2026-05-09T10:02:27.514820Z INFO ort::logging: GraphTransformer ConstantFolding modified: 0 with status: OK +2026-05-09T10:02:27.514865Z INFO ort::logging: GraphTransformer MatMulAddFusion modified: 0 with status: OK +2026-05-09T10:02:27.514917Z INFO ort::logging: GraphTransformer ReshapeFusion modified: 0 with status: OK +2026-05-09T10:02:27.514936Z INFO ort::logging: GraphTransformer FreeDimensionOverrideTransformer modified: 0 with status: OK +2026-05-09T10:02:27.514946Z INFO ort::logging: GraphTransformer GeluFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.514992Z INFO ort::logging: GraphTransformer LayerNormFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.515042Z INFO ort::logging: GraphTransformer QDQPropagationTransformer modified: 0 with status: OK +2026-05-09T10:02:27.515195Z INFO ort::logging: GraphTransformer WeightBiasQuantization modified: 0 with status: OK +2026-05-09T10:02:27.515242Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.515284Z INFO ort::logging: GraphTransformer RocmBlasAltImpl modified: 0 with status: OK +2026-05-09T10:02:27.515619Z INFO ort::logging: GraphTransformer TransposeOptimizer modified: 0 with status: OK +2026-05-09T10:02:27.562427Z INFO ort::logging: CUDA kernel not found in registries for Op type: Resize node name: /model.10/Resize +2026-05-09T10:02:27.562851Z INFO ort::logging: CUDA kernel not found in registries for Op type: Resize node name: /model.13/Resize +2026-05-09T10:02:27.570461Z INFO ort::logging: Running graph optimizations in loop 1 time/s (Graph Optimizations Loop Level : 1) +2026-05-09T10:02:27.570644Z INFO ort::logging: GraphTransformer RemoveDuplicateCastTransformer modified: 0 with status: OK +2026-05-09T10:02:27.570657Z INFO ort::logging: GraphTransformer CastFloat16Transformer modified: 0 with status: OK +2026-05-09T10:02:27.583505Z INFO ort::logging: Add MemcpyFromHost after /model.10/Resize_output_0 for CUDAExecutionProvider +2026-05-09T10:02:27.583660Z INFO ort::logging: Add MemcpyFromHost after /model.13/Resize_output_0 for CUDAExecutionProvider +2026-05-09T10:02:27.583694Z INFO ort::logging: Add MemcpyToHost before /model.12/cv2/act/Mul_output_0 for CUDAExecutionProvider +2026-05-09T10:02:27.583927Z INFO ort::logging: Add MemcpyToHost before /model.9/cv2/act/Mul_output_0 for CUDAExecutionProvider +2026-05-09T10:02:27.584008Z WARN ort::logging: 4 Memcpy nodes are added to the graph main_graph for CUDAExecutionProvider. It might have negative impact on performance (including unable to run CUDA graph). Set session_options.log_severity_level=1 to see the detail logs before this message. +2026-05-09T10:02:27.584127Z INFO ort::logging: GraphTransformer MemcpyTransformer modified: 1 with status: OK +2026-05-09T10:02:27.588157Z WARN ort::logging: Some nodes were not assigned to the preferred execution providers which may or may not have an negative impact on performance. e.g. ORT explicitly assigns shape related ops to CPU to improve perf. +2026-05-09T10:02:27.594468Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:27.594540Z INFO ort::logging: Use DeviceBasedPartition as default +2026-05-09T10:02:27.599327Z INFO ort::logging: Saving initialized tensors. +2026-05-09T10:02:27.599463Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:1 (requested) num_bytes: 768 (actual) rounded_bytes:768 +2026-05-09T10:02:27.599524Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:27.599541Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:27.599556Z INFO ort::logging: Allocated memory at 0000001420F00000 to 0000001421000000 +2026-05-09T10:02:27.599972Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:12 (requested) num_bytes: 1327104 (actual) rounded_bytes:1327104 +2026-05-09T10:02:27.600282Z INFO ort::logging: Extended allocation by 2097152 bytes. +2026-05-09T10:02:27.600353Z INFO ort::logging: Total allocated bytes: 3145728 +2026-05-09T10:02:27.600429Z INFO ort::logging: Allocated memory at 0000001425800000 to 0000001425A00000 +2026-05-09T10:02:27.601122Z INFO ort::logging: Extending BFCArena for Cpu. bin_num:0 (requested) num_bytes: 64 (actual) rounded_bytes:256 +2026-05-09T10:02:27.601163Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:27.601179Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:27.601191Z INFO ort::logging: Allocated memory at 000000007F700080 to 000000007F800080 +2026-05-09T10:02:27.601605Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:12 (requested) num_bytes: 1474560 (actual) rounded_bytes:1474560 +2026-05-09T10:02:27.601798Z INFO ort::logging: Extended allocation by 4194304 bytes. +2026-05-09T10:02:27.601821Z INFO ort::logging: Total allocated bytes: 7340032 +2026-05-09T10:02:27.601832Z INFO ort::logging: Allocated memory at 0000001425A00000 to 0000001425E00000 +2026-05-09T10:02:27.603736Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:12 (requested) num_bytes: 1327104 (actual) rounded_bytes:1327104 +2026-05-09T10:02:27.604040Z INFO ort::logging: Extended allocation by 8388608 bytes. +2026-05-09T10:02:27.604060Z INFO ort::logging: Total allocated bytes: 15728640 +2026-05-09T10:02:27.604073Z INFO ort::logging: Allocated memory at 0000001425E00000 to 0000001426600000 +2026-05-09T10:02:27.606155Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:14 (requested) num_bytes: 7962624 (actual) rounded_bytes:7962624 +2026-05-09T10:02:27.606483Z INFO ort::logging: Extended allocation by 16777216 bytes. +2026-05-09T10:02:27.606505Z INFO ort::logging: Total allocated bytes: 32505856 +2026-05-09T10:02:27.606519Z INFO ort::logging: Allocated memory at 0000001426600000 to 0000001427600000 +2026-05-09T10:02:27.613782Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:2 (requested) num_bytes: 1152 (actual) rounded_bytes:1280 +2026-05-09T10:02:27.614065Z INFO ort::logging: Extended allocation by 33554432 bytes. +2026-05-09T10:02:27.614079Z INFO ort::logging: Total allocated bytes: 66060288 +2026-05-09T10:02:27.614086Z INFO ort::logging: Allocated memory at 0000001427600000 to 0000001429600000 +2026-05-09T10:02:27.629131Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:1 (requested) num_bytes: 768 (actual) rounded_bytes:768 +2026-05-09T10:02:27.629540Z INFO ort::logging: Extended allocation by 67108864 bytes. +2026-05-09T10:02:27.629564Z INFO ort::logging: Total allocated bytes: 133169152 +2026-05-09T10:02:27.629574Z INFO ort::logging: Allocated memory at 0000001429600000 to 000000142D600000 +2026-05-09T10:02:27.646900Z INFO ort::logging: Done saving initialized tensors +2026-05-09T10:02:27.647880Z INFO ort::logging: Session successfully initialized. +2026-05-09T10:02:27.647940Z INFO mbfs_inference::session: [lp_detection_v4.onnx] Session created with CUDA provider +2026-05-09T10:02:27.647960Z WARN mbfs_inference::yolo_base: YoloBase: ./models\lp_detection_v4.onnx has fixed batch dimension 1 — batching disabled, will infer one-at-a-time +2026-05-09T10:02:27.647971Z INFO mbfs_inference::yolo_base: YoloBase: loaded ./models\lp_detection_v4.onnx (precision=FP32, input_name="images", runtime=CUDA, batching=false) +2026-05-09T10:02:27.647998Z INFO mbfs_pipeline::plugin_host: [plugin_host] Loaded YOLO model 'plate_detector': ./models\lp_detection_v4.onnx (conf=0.2, nms=0.45, size=640, classes=1) +2026-05-09T10:02:27.648141Z INFO mbfs_inference::session: [CUDA-FALLBACK] weight_detect_corner.onnx: no TRT cache found at trt_cache/weight_detect_corner/3x320x320, using CUDA provider +2026-05-09T10:02:27.648235Z INFO ort::ep: Successfully registered `CUDAExecutionProvider` source=session options +2026-05-09T10:02:27.648391Z INFO ort::logging: Session Options { execution_mode:0 execution_order:DEFAULT enable_profiling:0 optimized_model_filepath: enable_mem_pattern:1 enable_mem_reuse:1 enable_cpu_mem_arena:1 profile_file_prefix:onnxruntime_profile_ session_logid: session_log_severity_level:-1 session_log_verbosity_level:0 max_num_graph_transformation_steps:10 graph_optimization_level:1 intra_op_param:OrtThreadPoolParams { thread_pool_size: 1 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } inter_op_param:OrtThreadPoolParams { thread_pool_size: 0 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } use_per_session_threads:1 thread_pool_allow_spinning:1 use_deterministic_compute:0 ep_selection_policy:0 config_options: { } } +2026-05-09T10:02:27.648408Z INFO ort::logging: Creating and using per session threadpools since use_per_session_threads_ is true +2026-05-09T10:02:27.648420Z INFO ort::logging: Dynamic block base set to 0 +2026-05-09T10:02:27.721891Z INFO ort::logging: Initializing session. +2026-05-09T10:02:27.721966Z INFO ort::logging: Adding default CPU execution provider. +2026-05-09T10:02:27.721998Z INFO ort::logging: Creating BFCArena for Cuda with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.722025Z INFO ort::logging: Creating BFCArena for CudaPinned with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.722049Z INFO ort::logging: Creating BFCArena for Cpu with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.722128Z INFO ort::logging: This model does not have any local functions defined. AOT Inlining is not performed +2026-05-09T10:02:27.722359Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.722565Z INFO ort::logging: GraphTransformer Level1_RuleBasedTransformer modified: 0 with status: OK +2026-05-09T10:02:27.722646Z INFO ort::logging: GraphTransformer DoubleQDQPairsRemover modified: 0 with status: OK +2026-05-09T10:02:27.722880Z INFO ort::logging: GraphTransformer ConstantSharing modified: 0 with status: OK +2026-05-09T10:02:27.723546Z INFO ort::logging: GraphTransformer CommonSubexpressionElimination modified: 0 with status: OK +2026-05-09T10:02:27.723691Z INFO ort::logging: GraphTransformer ConstantFolding modified: 0 with status: OK +2026-05-09T10:02:27.723762Z INFO ort::logging: GraphTransformer MatMulAddFusion modified: 0 with status: OK +2026-05-09T10:02:27.723828Z INFO ort::logging: GraphTransformer ReshapeFusion modified: 0 with status: OK +2026-05-09T10:02:27.723848Z INFO ort::logging: GraphTransformer FreeDimensionOverrideTransformer modified: 0 with status: OK +2026-05-09T10:02:27.723861Z INFO ort::logging: GraphTransformer GeluFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.723879Z INFO ort::logging: GraphTransformer LayerNormFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.723954Z INFO ort::logging: GraphTransformer QDQPropagationTransformer modified: 0 with status: OK +2026-05-09T10:02:27.724089Z INFO ort::logging: GraphTransformer WeightBiasQuantization modified: 0 with status: OK +2026-05-09T10:02:27.724161Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.724221Z INFO ort::logging: GraphTransformer RocmBlasAltImpl modified: 0 with status: OK +2026-05-09T10:02:27.724661Z INFO ort::logging: GraphTransformer TransposeOptimizer modified: 0 with status: OK +2026-05-09T10:02:27.772741Z INFO ort::logging: Running graph optimizations in loop 1 time/s (Graph Optimizations Loop Level : 1) +2026-05-09T10:02:27.772869Z INFO ort::logging: GraphTransformer RemoveDuplicateCastTransformer modified: 0 with status: OK +2026-05-09T10:02:27.772882Z INFO ort::logging: GraphTransformer CastFloat16Transformer modified: 0 with status: OK +2026-05-09T10:02:27.777970Z INFO ort::logging: GraphTransformer MemcpyTransformer modified: 0 with status: OK +2026-05-09T10:02:27.782023Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:27.782094Z INFO ort::logging: Use DeviceBasedPartition as default +2026-05-09T10:02:27.785832Z INFO ort::logging: Saving initialized tensors. +2026-05-09T10:02:27.786017Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:2 (requested) num_bytes: 1152 (actual) rounded_bytes:1280 +2026-05-09T10:02:27.786348Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:27.786372Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:27.786385Z INFO ort::logging: Allocated memory at 000000142E200000 to 000000142E300000 +2026-05-09T10:02:27.787429Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:13 (requested) num_bytes: 2654208 (actual) rounded_bytes:2654208 +2026-05-09T10:02:27.787629Z INFO ort::logging: Extended allocation by 4194304 bytes. +2026-05-09T10:02:27.787651Z INFO ort::logging: Total allocated bytes: 5242880 +2026-05-09T10:02:27.787665Z INFO ort::logging: Allocated memory at 000000142E400000 to 000000142E800000 +2026-05-09T10:02:27.788985Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:13 (requested) num_bytes: 2654208 (actual) rounded_bytes:2654208 +2026-05-09T10:02:27.789216Z INFO ort::logging: Extended allocation by 4194304 bytes. +2026-05-09T10:02:27.789235Z INFO ort::logging: Total allocated bytes: 9437184 +2026-05-09T10:02:27.789247Z INFO ort::logging: Allocated memory at 000000142E800000 to 000000142EC00000 +2026-05-09T10:02:27.790738Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:2 (requested) num_bytes: 1152 (actual) rounded_bytes:1280 +2026-05-09T10:02:27.790953Z INFO ort::logging: Extended allocation by 8388608 bytes. +2026-05-09T10:02:27.790974Z INFO ort::logging: Total allocated bytes: 17825792 +2026-05-09T10:02:27.790986Z INFO ort::logging: Allocated memory at 000000142EC00000 to 000000142F400000 +2026-05-09T10:02:27.792983Z INFO ort::logging: Extending BFCArena for Cpu. bin_num:0 (requested) num_bytes: 24 (actual) rounded_bytes:256 +2026-05-09T10:02:27.793070Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:27.793084Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:27.793095Z INFO ort::logging: Allocated memory at 00000000630C3080 to 00000000631C3080 +2026-05-09T10:02:27.795137Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:1 (requested) num_bytes: 768 (actual) rounded_bytes:768 +2026-05-09T10:02:27.795454Z INFO ort::logging: Extended allocation by 16777216 bytes. +2026-05-09T10:02:27.795478Z INFO ort::logging: Total allocated bytes: 34603008 +2026-05-09T10:02:27.795489Z INFO ort::logging: Allocated memory at 000000142F400000 to 0000001430400000 +2026-05-09T10:02:27.801483Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:10 (requested) num_bytes: 331776 (actual) rounded_bytes:331776 +2026-05-09T10:02:27.801778Z INFO ort::logging: Extended allocation by 33554432 bytes. +2026-05-09T10:02:27.801792Z INFO ort::logging: Total allocated bytes: 68157440 +2026-05-09T10:02:27.801800Z INFO ort::logging: Allocated memory at 0000001430400000 to 0000001432400000 +2026-05-09T10:02:27.812973Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:14 (requested) num_bytes: 7962624 (actual) rounded_bytes:7962624 +2026-05-09T10:02:27.813374Z INFO ort::logging: Extended allocation by 67108864 bytes. +2026-05-09T10:02:27.813393Z INFO ort::logging: Total allocated bytes: 135266304 +2026-05-09T10:02:27.813404Z INFO ort::logging: Allocated memory at 0000001432400000 to 0000001436400000 +2026-05-09T10:02:27.832735Z INFO ort::logging: Done saving initialized tensors +2026-05-09T10:02:27.834073Z INFO ort::logging: Session successfully initialized. +2026-05-09T10:02:27.834143Z INFO mbfs_inference::session: [weight_detect_corner.onnx] Session created with CUDA provider +2026-05-09T10:02:27.834164Z WARN mbfs_inference::yolo_base: YoloBase: ./models\weight_detect_corner.onnx has fixed batch dimension 1 — batching disabled, will infer one-at-a-time +2026-05-09T10:02:27.834171Z INFO mbfs_inference::yolo_base: YoloBase: loaded ./models\weight_detect_corner.onnx (precision=FP32, input_name="images", runtime=CUDA, batching=false) +2026-05-09T10:02:27.834201Z INFO mbfs_pipeline::plugin_host: [plugin_host] Loaded YOLO model 'plate_corner': ./models\weight_detect_corner.onnx (conf=0.3, nms=0.5, size=320, classes=4) +2026-05-09T10:02:27.834360Z INFO mbfs_inference::session: [CUDA-FALLBACK] mbfs_vehicle_brand_model_v1.onnx: no TRT cache found at trt_cache/mbfs_vehicle_brand_model_v1/3x224x224, using CUDA provider +2026-05-09T10:02:27.834455Z INFO ort::ep: Successfully registered `CUDAExecutionProvider` source=session options +2026-05-09T10:02:27.834634Z INFO ort::logging: Session Options { execution_mode:0 execution_order:DEFAULT enable_profiling:0 optimized_model_filepath: enable_mem_pattern:1 enable_mem_reuse:1 enable_cpu_mem_arena:1 profile_file_prefix:onnxruntime_profile_ session_logid: session_log_severity_level:-1 session_log_verbosity_level:0 max_num_graph_transformation_steps:10 graph_optimization_level:1 intra_op_param:OrtThreadPoolParams { thread_pool_size: 1 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } inter_op_param:OrtThreadPoolParams { thread_pool_size: 0 auto_set_affinity: 0 allow_spinning: 1 dynamic_block_base_: 0 stack_size: 0 affinity_str: set_denormal_as_zero: 0 } use_per_session_threads:1 thread_pool_allow_spinning:1 use_deterministic_compute:0 ep_selection_policy:0 config_options: { } } +2026-05-09T10:02:27.834653Z INFO ort::logging: Creating and using per session threadpools since use_per_session_threads_ is true +2026-05-09T10:02:27.834669Z INFO ort::logging: Dynamic block base set to 0 +2026-05-09T10:02:27.873247Z INFO ort::logging: Initializing session. +2026-05-09T10:02:27.873302Z INFO ort::logging: Adding default CPU execution provider. +2026-05-09T10:02:27.873325Z INFO ort::logging: Creating BFCArena for Cuda with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.873337Z INFO ort::logging: Creating BFCArena for CudaPinned with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.873350Z INFO ort::logging: Creating BFCArena for Cpu with following configs: initial_chunk_size_bytes: 1048576 max_dead_bytes_per_chunk: 134217728 initial_growth_chunk_size_bytes: 2097152 max_power_of_two_extend_bytes: 1073741824 memory limit: 18446744073709551615 arena_extend_strategy: 0 +2026-05-09T10:02:27.873405Z INFO ort::logging: This model does not have any local functions defined. AOT Inlining is not performed +2026-05-09T10:02:27.873445Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.873485Z INFO ort::logging: GraphTransformer Level1_RuleBasedTransformer modified: 0 with status: OK +2026-05-09T10:02:27.873503Z INFO ort::logging: GraphTransformer DoubleQDQPairsRemover modified: 0 with status: OK +2026-05-09T10:02:27.873552Z INFO ort::logging: GraphTransformer ConstantSharing modified: 0 with status: OK +2026-05-09T10:02:27.873634Z INFO ort::logging: GraphTransformer CommonSubexpressionElimination modified: 0 with status: OK +2026-05-09T10:02:27.873661Z INFO ort::logging: GraphTransformer ConstantFolding modified: 0 with status: OK +2026-05-09T10:02:27.873679Z INFO ort::logging: GraphTransformer MatMulAddFusion modified: 0 with status: OK +2026-05-09T10:02:27.873696Z INFO ort::logging: GraphTransformer ReshapeFusion modified: 0 with status: OK +2026-05-09T10:02:27.873705Z INFO ort::logging: GraphTransformer FreeDimensionOverrideTransformer modified: 0 with status: OK +2026-05-09T10:02:27.873711Z INFO ort::logging: GraphTransformer GeluFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.873729Z INFO ort::logging: GraphTransformer LayerNormFusionL1 modified: 0 with status: OK +2026-05-09T10:02:27.873749Z INFO ort::logging: GraphTransformer QDQPropagationTransformer modified: 0 with status: OK +2026-05-09T10:02:27.873769Z INFO ort::logging: GraphTransformer WeightBiasQuantization modified: 0 with status: OK +2026-05-09T10:02:27.873787Z INFO ort::logging: GraphTransformer EnsureUniqueDQForNodeUnit modified: 0 with status: OK +2026-05-09T10:02:27.873804Z INFO ort::logging: GraphTransformer RocmBlasAltImpl modified: 0 with status: OK +2026-05-09T10:02:27.873849Z INFO ort::logging: GraphTransformer TransposeOptimizer modified: 0 with status: OK +2026-05-09T10:02:27.892603Z INFO ort::logging: Candidate for fallback CPU execution: node_Concat_230 +2026-05-09T10:02:27.894204Z INFO ort::logging: ORT optimization- Force fallback to CPU execution for node: node_Concat_230 because the CPU execution path is deemed faster than overhead involved with execution on other EPs capable of executing this node +2026-05-09T10:02:27.894410Z INFO ort::logging: Running graph optimizations in loop 1 time/s (Graph Optimizations Loop Level : 1) +2026-05-09T10:02:27.894451Z INFO ort::logging: GraphTransformer RemoveDuplicateCastTransformer modified: 0 with status: OK +2026-05-09T10:02:27.894461Z INFO ort::logging: GraphTransformer CastFloat16Transformer modified: 0 with status: OK +2026-05-09T10:02:27.896431Z INFO ort::logging: GraphTransformer MemcpyTransformer modified: 0 with status: OK +2026-05-09T10:02:27.896663Z WARN ort::logging: Some nodes were not assigned to the preferred execution providers which may or may not have an negative impact on performance. e.g. ORT explicitly assigns shape related ops to CPU to improve perf. +2026-05-09T10:02:27.898089Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:27.898149Z INFO ort::logging: Use DeviceBasedPartition as default +2026-05-09T10:02:27.898496Z INFO ort::logging: Saving initialized tensors. +2026-05-09T10:02:27.898533Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:14 (requested) num_bytes: 4718592 (actual) rounded_bytes:4718592 +2026-05-09T10:02:27.898698Z INFO ort::logging: Extended allocation by 8388608 bytes. +2026-05-09T10:02:27.898711Z INFO ort::logging: Total allocated bytes: 8388608 +2026-05-09T10:02:27.898718Z INFO ort::logging: Allocated memory at 0000001436C00000 to 0000001437400000 +2026-05-09T10:02:27.899996Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:3 (requested) num_bytes: 2048 (actual) rounded_bytes:2048 +2026-05-09T10:02:27.900236Z INFO ort::logging: Extended allocation by 8388608 bytes. +2026-05-09T10:02:27.900253Z INFO ort::logging: Total allocated bytes: 16777216 +2026-05-09T10:02:27.900263Z INFO ort::logging: Allocated memory at 0000001437400000 to 0000001437C00000 +2026-05-09T10:02:27.900822Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:15 (requested) num_bytes: 9437184 (actual) rounded_bytes:9437184 +2026-05-09T10:02:27.901121Z INFO ort::logging: Extended allocation by 16777216 bytes. +2026-05-09T10:02:27.901137Z INFO ort::logging: Total allocated bytes: 33554432 +2026-05-09T10:02:27.901145Z INFO ort::logging: Allocated memory at 0000001437C00000 to 0000001438C00000 +2026-05-09T10:02:27.907812Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:9 (requested) num_bytes: 147456 (actual) rounded_bytes:147456 +2026-05-09T10:02:27.908262Z INFO ort::logging: Extended allocation by 33554432 bytes. +2026-05-09T10:02:27.908286Z INFO ort::logging: Total allocated bytes: 67108864 +2026-05-09T10:02:27.908301Z INFO ort::logging: Allocated memory at 0000001438C00000 to 000000143AC00000 +2026-05-09T10:02:27.909523Z INFO ort::logging: Extending BFCArena for Cpu. bin_num:0 (requested) num_bytes: 12 (actual) rounded_bytes:256 +2026-05-09T10:02:27.909581Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:27.909598Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:27.909611Z INFO ort::logging: Allocated memory at 0000000069915080 to 0000000069A15080 +2026-05-09T10:02:27.918859Z INFO ort::logging: Done saving initialized tensors +2026-05-09T10:02:27.919233Z INFO ort::logging: Session successfully initialized. +2026-05-09T10:02:27.919292Z INFO mbfs_inference::session: [mbfs_vehicle_brand_model_v1.onnx] Session created with CUDA provider +2026-05-09T10:02:27.919315Z INFO mbfs_inference::model_base: ModelBase: loaded ./models\mbfs_vehicle_brand_model_v1.onnx (precision=FP32, input=224x224, runtime=CUDA) +2026-05-09T10:02:27.951114Z INFO mbfs_pipeline::plugin_host: [plugin_host] Loaded classifier 'vehicle_brand': ./models\mbfs_vehicle_brand_model_v1.onnx (2 heads, 81 total labels) +2026-05-09T10:02:27.951185Z INFO mbfs_pipeline::plugin_host: [plugin_host] Class filters set: 4 model classes, 4 display, 4 alert +2026-05-09T10:02:27.951221Z INFO mbfs_pipeline::registry: Lazy-initialized runner 'license_plate_recognition' +2026-05-09T10:02:27.951309Z INFO mbfs_sentinel::processing: [PIPELINE-ACTIVATE] 'license_plate_recognition' activated successfully (1.2s) +2026-05-09T10:02:27.951915Z INFO mbfs_pipeline::runner: [license_plate_recognition] Runner thread started +2026-05-09T10:02:27.988023Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:28.097030Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:11 (requested) num_bytes: 614528 (actual) rounded_bytes:614656 +2026-05-09T10:02:28.097743Z INFO ort::logging: Extended allocation by 134217728 bytes. +2026-05-09T10:02:28.097774Z INFO ort::logging: Total allocated bytes: 267386880 +2026-05-09T10:02:28.097785Z INFO ort::logging: Allocated memory at 000000143BE00000 to 0000001443E00000 +2026-05-09T10:02:28.163654Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 1) +2026-05-09T10:02:28.261438Z INFO ort::logging: Extending BFCArena for CudaPinned. bin_num:0 (requested) num_bytes: 16 (actual) rounded_bytes:256 +2026-05-09T10:02:28.261510Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:28.261521Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:28.261528Z INFO ort::logging: Allocated memory at 0000000304C00E00 to 0000000304D00E00 +2026-05-09T10:02:28.468270Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:28.471891Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:11 (requested) num_bytes: 614528 (actual) rounded_bytes:614656 +2026-05-09T10:02:28.472455Z INFO ort::logging: Extended allocation by 134217728 bytes. +2026-05-09T10:02:28.472483Z INFO ort::logging: Total allocated bytes: 267386880 +2026-05-09T10:02:28.472493Z INFO ort::logging: Allocated memory at 0000001445200000 to 000000144D200000 +2026-05-09T10:02:28.477471Z INFO ort::logging: Extending BFCArena for CudaPinned. bin_num:0 (requested) num_bytes: 16 (actual) rounded_bytes:256 +2026-05-09T10:02:28.478095Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:28.478123Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:28.478134Z INFO ort::logging: Allocated memory at 0000000304E00000 to 0000000304F00000 +2026-05-09T10:02:28.541253Z INFO ort::logging: Extending BFCArena for Cpu. bin_num:13 (requested) num_bytes: 3686400 (actual) rounded_bytes:3686400 +2026-05-09T10:02:28.541369Z INFO ort::logging: Extended allocation by 4194304 bytes. +2026-05-09T10:02:28.541385Z INFO ort::logging: Total allocated bytes: 5242880 +2026-05-09T10:02:28.541401Z INFO ort::logging: Allocated memory at 000000011B209080 to 000000011B609080 +2026-05-09T10:02:28.554472Z INFO ort::logging: Extending BFCArena for CudaPinned. bin_num:13 (requested) num_bytes: 2457600 (actual) rounded_bytes:2457600 +2026-05-09T10:02:28.555347Z INFO ort::logging: Extended allocation by 4194304 bytes. +2026-05-09T10:02:28.555380Z INFO ort::logging: Total allocated bytes: 5242880 +2026-05-09T10:02:28.555395Z INFO ort::logging: Allocated memory at 0000000305000000 to 0000000305400000 +2026-05-09T10:02:28.555914Z INFO ort::logging: Extending BFCArena for Cpu. bin_num:15 (requested) num_bytes: 9830400 (actual) rounded_bytes:9830400 +2026-05-09T10:02:28.555954Z INFO ort::logging: Extended allocation by 16777216 bytes. +2026-05-09T10:02:28.555968Z INFO ort::logging: Total allocated bytes: 22020096 +2026-05-09T10:02:28.555980Z INFO ort::logging: Allocated memory at 000000012C979080 to 000000012D979080 +2026-05-09T10:02:28.617235Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:13 (requested) num_bytes: 2150400 (actual) rounded_bytes:2150400 +2026-05-09T10:02:28.617741Z INFO ort::logging: Extended allocation by 268435456 bytes. +2026-05-09T10:02:28.617762Z INFO ort::logging: Total allocated bytes: 535822336 +2026-05-09T10:02:28.617768Z INFO ort::logging: Allocated memory at 000000144D200000 to 000000145D200000 +2026-05-09T10:02:28.693667Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:28.699681Z INFO ort::logging: Extending BFCArena for CudaPinned. bin_num:0 (requested) num_bytes: 16 (actual) rounded_bytes:256 +2026-05-09T10:02:28.699774Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:28.699788Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:28.699801Z INFO ort::logging: Allocated memory at 0000000304F00000 to 0000000305000000 +2026-05-09T10:02:28.759392Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:14 (requested) num_bytes: 7373056 (actual) rounded_bytes:7373056 +2026-05-09T10:02:28.759830Z INFO ort::logging: Extended allocation by 134217728 bytes. +2026-05-09T10:02:28.759842Z INFO ort::logging: Total allocated bytes: 269484032 +2026-05-09T10:02:28.759849Z INFO ort::logging: Allocated memory at 000000145E400000 to 0000001466400000 +2026-05-09T10:02:28.835061Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:28.835518Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:12 (requested) num_bytes: 1048576 (actual) rounded_bytes:1048576 +2026-05-09T10:02:28.835663Z INFO ort::logging: Extended allocation by 67108864 bytes. +2026-05-09T10:02:28.835675Z INFO ort::logging: Total allocated bytes: 135266304 +2026-05-09T10:02:28.835682Z INFO ort::logging: Allocated memory at 0000001467800000 to 000000146B800000 +2026-05-09T10:02:28.848549Z INFO ort::logging: Extending BFCArena for CudaPinned. bin_num:0 (requested) num_bytes: 4 (actual) rounded_bytes:256 +2026-05-09T10:02:28.849584Z INFO ort::logging: Extended allocation by 1048576 bytes. +2026-05-09T10:02:28.849625Z INFO ort::logging: Total allocated bytes: 1048576 +2026-05-09T10:02:28.849641Z INFO ort::logging: Allocated memory at 0000000305400000 to 0000000305500000 +2026-05-09T10:02:29.553886Z INFO ort::logging: cuDNN version: 91500 +2026-05-09T10:02:29.576979Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:15 (requested) num_bytes: 9668911 (actual) rounded_bytes:9669120 +2026-05-09T10:02:29.577374Z INFO ort::logging: Extended allocation by 67108864 bytes. +2026-05-09T10:02:29.577393Z INFO ort::logging: Total allocated bytes: 134217728 +2026-05-09T10:02:29.577407Z INFO ort::logging: Allocated memory at 000000146CC00000 to 0000001470C00000 +2026-05-09T10:02:29.822051Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:17 (requested) num_bytes: 39321600 (actual) rounded_bytes:39321600 +2026-05-09T10:02:29.822755Z INFO ort::logging: Extended allocation by 268435456 bytes. +2026-05-09T10:02:29.822791Z INFO ort::logging: Total allocated bytes: 535822336 +2026-05-09T10:02:29.822801Z INFO ort::logging: Allocated memory at 0000001470C00000 to 0000001480C00000 +2026-05-09T10:02:30.729791Z WARN mbfs_sentinel::plugin_config_apply: [plugin-overrides] hydrate request failed: error sending request for url (http://localhost:8000/camera-manager/api/ai-agent/self/plugin-overrides?device_id=e0819382c4ce53de516f2463634005d96e374b327bf28fd51137bbc297c6f5f4) +[CRNN-1L-DUMP] n=25 corners=false dims=33x21 decoded='1241D11' +2026-05-09T10:02:30.809829Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65C20061 track=9 +2026-05-09T10:02:32.642615Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=53L18117 track=2 +[CRNN-1L-DUMP] n=50 corners=true dims=128x32 decoded='46955F313' +2026-05-09T10:02:35.341480Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:14 (requested) num_bytes: 6451200 (actual) rounded_bytes:6451200 +2026-05-09T10:02:35.343021Z INFO ort::logging: Extended allocation by 536870912 bytes. +2026-05-09T10:02:35.343061Z INFO ort::logging: Total allocated bytes: 1072693248 +2026-05-09T10:02:35.343068Z INFO ort::logging: Allocated memory at 0000001480E00000 to 00000014A0E00000 +[CRNN-1L-DUMP] n=75 corners=false dims=17x10 decoded='3B68' +[CRNN-1L-DUMP] n=100 corners=false dims=35x9 decoded='3G4' +2026-05-09T10:02:40.412054Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 161) +[CRNN-1L-DUMP] n=125 corners=true dims=128x32 decoded='3B77' +[CRNN-1L-DUMP] n=150 corners=true dims=128x32 decoded='61557P88' +2026-05-09T10:02:46.377127Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59C247633 track=51 +2026-05-09T10:02:47.255127Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65T10383 track=28 +2026-05-09T10:02:48.132385Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59C808752 track=56 +2026-05-09T10:02:48.728268Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59C247133 track=58 +[2L-CRNN-DIAG] attempts=200 tiny_skipped=93 corners_ok=84 (42.0%) valid_text=33 (16.5%) text='70G185741' (crop=46x32) +2026-05-09T10:02:50.787477Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=70G185741 track=62 +[CRNN-1L-DUMP] n=175 corners=true dims=128x32 decoded='04511Y17' +2026-05-09T10:02:51.680391Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65A12199 track=42 +2026-05-09T10:02:52.247991Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=17D04884 track=46 +2026-05-09T10:02:52.729290Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 323) +2026-05-09T10:02:53.433119Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65U20035 track=57 +[CRNN-1L-DUMP] n=200 corners=false dims=37x25 decoded='2A1723' +2026-05-09T10:02:54.026498Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59E200411 track=64 +2026-05-09T10:02:55.551383Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59V114412 track=71 +[CRNN-1L-DUMP] n=225 corners=false dims=40x33 decoded='427398Y110' +[2L-CRNN-DIAG] attempts=300 tiny_skipped=119 corners_ok=142 (47.3%) valid_text=71 (23.7%) text='59CB08752' (crop=45x39) +[CRNN-1L-DUMP] n=250 corners=true dims=128x32 decoded='181S3PB' +2026-05-09T10:03:00.572306Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65H25955 track=69 +2026-05-09T10:03:01.264518Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65C21254 track=61 +[CRNN-1L-DUMP] n=275 corners=false dims=65x39 decoded='233136' +2026-05-09T10:03:03.027431Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 482) +[CRNN-1L-DUMP] n=300 corners=true dims=128x32 decoded='44816P334' +2026-05-09T10:03:05.769388Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59E187755 track=65 +[2L-CRNN-DIAG] attempts=400 tiny_skipped=140 corners_ok=194 (48.5%) valid_text=99 (24.8%) text='MK202631' (crop=38x34) +[CRNN-1L-DUMP] n=325 corners=false dims=24x18 decoded='00850E4' +2026-05-09T10:03:08.324634Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=78B1031 track=88 +2026-05-09T10:03:08.759694Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65H31492 track=99 +[CRNN-1L-DUMP] n=350 corners=true dims=128x32 decoded='6A33' +2026-05-09T10:03:12.560536Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65T14096 track=117 +2026-05-09T10:03:13.635897Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 661) +[CRNN-1L-DUMP] n=375 corners=false dims=30x29 decoded='6B111' +[2L-CRNN-DIAG] attempts=500 tiny_skipped=194 corners_ok=234 (46.8%) valid_text=120 (24.0%) text='95B746470' (crop=50x34) +[CRNN-1L-DUMP] n=400 corners=false dims=33x24 decoded='336D28' +[CRNN-1L-DUMP] n=425 corners=false dims=16x10 decoded='3G59' +2026-05-09T10:03:24.603735Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 828) +2026-05-09T10:03:25.033574Z INFO ort::logging: Extending BFCArena for Cuda. bin_num:16 (requested) num_bytes: 22077440 (actual) rounded_bytes:22077440 +2026-05-09T10:03:25.034118Z INFO ort::logging: Extended allocation by 134217728 bytes. +2026-05-09T10:03:25.034148Z INFO ort::logging: Total allocated bytes: 268435456 +2026-05-09T10:03:25.034157Z INFO ort::logging: Allocated memory at 00000014A0E00000 to 00000014A8E00000 +2026-05-09T10:03:25.248088Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A21387 track=151 +[CRNN-1L-DUMP] n=450 corners=false dims=11x9 decoded='6B44' +[CRNN-1L-DUMP] n=475 corners=false dims=35x26 decoded='7B25' +2026-05-09T10:03:33.056574Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59T116168 track=294 +2026-05-09T10:03:35.486738Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 1001) +[CRNN-1L-DUMP] n=500 corners=false dims=26x14 decoded='7B6158' +[CRNN-1L-DUMP] n=525 corners=false dims=17x11 decoded='3A' +2026-05-09T10:03:42.417197Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=bus plate=31A7979 track=186 +2026-05-09T10:03:43.153407Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59C294227 track=382 +[CRNN-1L-DUMP] n=550 corners=false dims=42x30 decoded='04854B888' +2026-05-09T10:03:45.479670Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 1173) +[2L-CRNN-DIAG] attempts=700 tiny_skipped=315 corners_ok=289 (41.3%) valid_text=145 (20.7%) text='2M377979' (crop=104x61) +2026-05-09T10:03:46.889181Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59T191923 track=390 +[CRNN-1L-DUMP] n=575 corners=false dims=22x14 decoded='3B36' +[CRNN-1L-DUMP] n=600 corners=false dims=22x14 decoded='2984' +[CRNN-1L-DUMP] n=625 corners=false dims=35x22 decoded='29924' +[2L-CRNN-DIAG] attempts=800 tiny_skipped=348 corners_ok=344 (43.0%) valid_text=172 (21.5%) text='59C204227' (crop=46x35) +2026-05-09T10:03:54.120345Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=54K23257 track=229 +2026-05-09T10:03:54.775724Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 1351) +[CRNN-1L-DUMP] n=650 corners=true dims=128x32 decoded='16654H613' +[CRNN-1L-DUMP] n=675 corners=false dims=68x89 decoded='2979D19' +[2L-CRNN-DIAG] attempts=900 tiny_skipped=367 corners_ok=414 (46.0%) valid_text=207 (23.0%) text='59C294227' (crop=46x36) +[CRNN-1L-DUMP] n=700 corners=true dims=128x32 decoded='36164C213' +2026-05-09T10:04:03.854631Z INFO mbfs_pipeline::plugin_host: [CLASS-TALLY] plugin=license_plate_recognition after 300 infers: kept:bus=32 kept:car=803 kept:motorbike=2256 kept:truck=144 raw:bus=32 raw:car=803 raw:motorbike=2256 raw:truck=144 +[CRNN-1L-DUMP] n=725 corners=false dims=35x36 decoded='429028' +2026-05-09T10:04:06.385739Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 1499) +[CRNN-1L-DUMP] n=750 corners=false dims=41x32 decoded='35494L424' +[2L-CRNN-DIAG] attempts=1000 tiny_skipped=381 corners_ok=491 (49.1%) valid_text=247 (24.7%) text='65E131421' (crop=42x27) +2026-05-09T10:04:09.662782Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59Z119754 track=466 +2026-05-09T10:04:13.450073Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65H05440 track=253 +[CRNN-1L-DUMP] n=775 corners=true dims=128x32 decoded='32460N13' +[CRNN-1L-DUMP] n=800 corners=false dims=22x15 decoded='3G3589' +2026-05-09T10:04:18.910171Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=50H28504 track=259 +2026-05-09T10:04:19.993212Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 1653) +[CRNN-1L-DUMP] n=825 corners=false dims=28x22 decoded='392D17' +[CRNN-1L-DUMP] n=850 corners=false dims=19x13 decoded='3A60' +2026-05-09T10:04:24.370029Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65D00068 track=284 +2026-05-09T10:04:24.370126Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=55E11280 track=277 +[CRNN-1L-DUMP] n=875 corners=true dims=128x32 decoded='620E24' +[CRNN-1L-DUMP] n=900 corners=false dims=22x17 decoded='29518' +[CRNN-1L-DUMP] n=925 corners=true dims=128x32 decoded='335110' +2026-05-09T10:04:30.394227Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 1804) +2026-05-09T10:04:30.942325Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65H01697 track=302 +[CRNN-1L-DUMP] n=950 corners=true dims=128x32 decoded='74654D119' +2026-05-09T10:04:32.849073Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=67C07032 track=314 +2026-05-09T10:04:33.990714Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65F51305 track=319 +[CRNN-1L-DUMP] n=975 corners=false dims=50x57 decoded='46623S34' +[CRNN-1L-DUMP] n=1000 corners=true dims=128x32 decoded='44753D114' +[CRNN-1L-DUMP] n=1025 corners=true dims=128x32 decoded='9B117' +2026-05-09T10:04:41.825982Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 1974) +[CRNN-1L-DUMP] n=1050 corners=false dims=20x14 decoded='7B111' +2026-05-09T10:04:44.673505Z INFO mbfs_sentinel::post_process: [LPR] cam=5 class=motorbike plate=59Z141059 track=512 +[CRNN-1L-DUMP] n=1075 corners=false dims=37x28 decoded='13008C214' +2026-05-09T10:04:45.800884Z INFO mbfs_sentinel::post_process: [LPR] cam=5 class=motorbike plate=59X132253 track=515 +[CRNN-1L-DUMP] n=1100 corners=true dims=128x32 decoded='1142M414' +2026-05-09T10:04:47.404964Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65H30213 track=351 +[2L-CRNN-DIAG] attempts=1400 tiny_skipped=608 corners_ok=626 (44.7%) valid_text=294 (21.0%) text='65H30213' (crop=57x38) +2026-05-09T10:04:50.512958Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=50N129224 track=751 +2026-05-09T10:04:50.513045Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=79K34636 track=750 +[CRNN-1L-DUMP] n=1125 corners=true dims=128x32 decoded='00571M17' +2026-05-09T10:04:52.348729Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 2143) +2026-05-09T10:04:53.266157Z INFO mbfs_sentinel::post_process: [LPR] cam=5 class=car plate=51A83384 track=617 +[CRNN-1L-DUMP] n=1150 corners=true dims=128x32 decoded='26484B144' +2026-05-09T10:04:58.816128Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=68B24414 track=379 +2026-05-09T10:05:00.083420Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59H204511 track=794 +2026-05-09T10:05:00.368581Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=car plate=30A4225 track=797 +[CRNN-1L-DUMP] n=1175 corners=true dims=128x32 decoded='44751K411' +2026-05-09T10:05:02.857671Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=63S22524 track=776 +2026-05-09T10:05:03.898114Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 2309) +[CRNN-1L-DUMP] n=1200 corners=true dims=128x32 decoded='2290H4' +2026-05-09T10:05:09.092954Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=64F83852 track=404 +[CRNN-1L-DUMP] n=1225 corners=true dims=128x32 decoded='32485K22' +2026-05-09T10:05:14.737240Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65H05611 track=411 +[2L-CRNN-DIAG] attempts=1600 tiny_skipped=690 corners_ok=735 (45.9%) valid_text=367 (22.9%) text='65H05611' (crop=151x78) +2026-05-09T10:05:15.679147Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 2475) +[CRNN-1L-DUMP] n=1250 corners=true dims=128x32 decoded='36150U417' +2026-05-09T10:05:17.627273Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65U24581 track=416 +2026-05-09T10:05:19.608555Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65U74581 track=414 +2026-05-09T10:05:20.682662Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65L18807 track=424 +[CRNN-1L-DUMP] n=1275 corners=false dims=16x9 decoded='30A8' +[CRNN-1L-DUMP] n=1300 corners=true dims=128x32 decoded='60572H00' +2026-05-09T10:05:25.190562Z INFO mbfs_pipeline::plugin_host: [CLASS-TALLY] plugin=license_plate_recognition after 600 infers: kept:bus=51 kept:car=561 kept:motorbike=1824 kept:truck=119 raw:bus=51 raw:car=561 raw:motorbike=1824 raw:truck=119 +2026-05-09T10:05:28.419398Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 2627) +[CRNN-1L-DUMP] n=1325 corners=true dims=128x32 decoded='14384B464' +2026-05-09T10:05:29.881266Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=51A60072 track=451 +[CRNN-1L-DUMP] n=1350 corners=true dims=128x32 decoded='64159M414' +2026-05-09T10:05:41.142245Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 2800) +[CRNN-1L-DUMP] n=1375 corners=true dims=128x32 decoded='96458B616' +[CRNN-1L-DUMP] n=1400 corners=false dims=24x39 decoded='9978H28' +2026-05-09T10:05:46.854860Z INFO mbfs_sentinel::post_process: [LPR] cam=5 class=motorbike plate=59S166770 track=724 +2026-05-09T10:05:49.078591Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65B13347 track=506 +[CRNN-1L-DUMP] n=1425 corners=false dims=14x10 decoded='3B558' +[CRNN-1L-DUMP] n=1450 corners=true dims=128x32 decoded='630D00' +2026-05-09T10:05:52.026817Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 2965) +[CRNN-1L-DUMP] n=1475 corners=true dims=128x32 decoded='56856A114' +2026-05-09T10:05:54.818923Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=60T34496 track=1038 +2026-05-09T10:05:55.918647Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65A58614 track=528 +2026-05-09T10:05:56.373540Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59S308167 track=1041 +[CRNN-1L-DUMP] n=1500 corners=false dims=37x26 decoded='4491M414' +[2L-CRNN-DIAG] attempts=1900 tiny_skipped=835 corners_ok=872 (45.9%) valid_text=412 (21.7%) text='60T34496' (crop=39x32) +2026-05-09T10:06:02.071482Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 3119) +2026-05-09T10:06:03.245264Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59G152235 track=1035 +[CRNN-1L-DUMP] n=1525 corners=true dims=128x32 decoded='36053B116' +2026-05-09T10:06:03.751596Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=77Y19028 track=1050 +2026-05-09T10:06:04.337045Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59Z107408 track=1054 +2026-05-09T10:06:05.443330Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59G206313 track=1046 +[CRNN-1L-DUMP] n=1550 corners=true dims=128x32 decoded='2271F131' +2026-05-09T10:06:09.388776Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=30K18997 track=1065 +[CRNN-1L-DUMP] n=1575 corners=true dims=128x32 decoded='82478B424' +2026-05-09T10:06:12.680845Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 3278) +[CRNN-1L-DUMP] n=1600 corners=true dims=128x32 decoded='31111M011' +2026-05-09T10:06:15.837745Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59T267811 track=1167 +2026-05-09T10:06:16.157828Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=53L167411 track=1181 +2026-05-09T10:06:18.222153Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59T267411 track=1150 +[CRNN-1L-DUMP] n=1625 corners=true dims=128x32 decoded='6A1D10' +2026-05-09T10:06:21.999295Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65A67651 track=574 +2026-05-09T10:06:23.263719Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 3445) +[CRNN-1L-DUMP] n=1650 corners=true dims=128x32 decoded='4454K64' +[2L-CRNN-DIAG] attempts=2100 tiny_skipped=924 corners_ok=968 (46.1%) valid_text=467 (22.2%) text='59F267011' (crop=34x35) +2026-05-09T10:06:26.129697Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=67C13453 track=584 +2026-05-09T10:06:28.100116Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=60H09707 track=586 +[CRNN-1L-DUMP] n=1675 corners=false dims=24x16 decoded='2360D8' +2026-05-09T10:06:33.895365Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 3626) +[CRNN-1L-DUMP] n=1700 corners=true dims=128x32 decoded='6A029' +2026-05-09T10:06:36.193795Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65M20975 track=599 +[CRNN-1L-DUMP] n=1725 corners=true dims=128x32 decoded='56058U912' +[2L-CRNN-DIAG] attempts=2200 tiny_skipped=964 corners_ok=1022 (46.5%) valid_text=491 (22.3%) text='59P319987' (crop=38x45) +2026-05-09T10:06:41.797884Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59P319987 track=1369 +[CRNN-1L-DUMP] n=1750 corners=true dims=128x32 decoded='54451H018' +2026-05-09T10:06:45.304206Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 3796) +[CRNN-1L-DUMP] n=1775 corners=true dims=128x32 decoded='74571X91' +2026-05-09T10:06:45.549753Z INFO mbfs_sentinel::post_process: [LPR] cam=5 class=motorbike plate=59C419764 track=1097 +[CRNN-1L-DUMP] n=1800 corners=true dims=128x32 decoded='158994P917' +[CRNN-1L-DUMP] n=1825 corners=true dims=128x32 decoded='04454C714' +2026-05-09T10:06:50.999924Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65T17673 track=646 +[CRNN-1L-DUMP] n=1850 corners=false dims=15x9 decoded='2B10' +2026-05-09T10:06:55.844564Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 3958) +2026-05-09T10:06:57.833776Z INFO mbfs_pipeline::plugin_host: [CLASS-TALLY] plugin=license_plate_recognition after 900 infers: kept:bus=50 kept:car=1024 kept:motorbike=2187 kept:truck=60 raw:bus=50 raw:car=1024 raw:motorbike=2187 raw:truck=60 +[CRNN-1L-DUMP] n=1875 corners=false dims=24x19 decoded='4214' +[CRNN-1L-DUMP] n=1900 corners=false dims=35x37 decoded='94A35' +2026-05-09T10:07:05.269010Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=62V07590 track=1395 +2026-05-09T10:07:05.513511Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=50LD80819 track=1398 +[CRNN-1L-DUMP] n=1925 corners=true dims=128x32 decoded='9381A24' +2026-05-09T10:07:10.590149Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 4118) +[CRNN-1L-DUMP] n=1950 corners=false dims=32x19 decoded='0300L4' +2026-05-09T10:07:10.886307Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=50N183966 track=1411 +[CRNN-1L-DUMP] n=1975 corners=true dims=128x32 decoded='3506A614' +[CRNN-1L-DUMP] n=2000 corners=true dims=128x32 decoded='8386C614' +2026-05-09T10:07:21.746145Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 4280) +[CRNN-1L-DUMP] n=2025 corners=false dims=23x12 decoded='226600' +2026-05-09T10:07:22.597677Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59V294968 track=1473 +2026-05-09T10:07:22.597755Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=83C04050 track=696 +[CRNN-1L-DUMP] n=2050 corners=false dims=41x25 decoded='1131B414' +2026-05-09T10:07:25.428013Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=bus plate=67B00413 track=701 +[2L-CRNN-DIAG] attempts=2600 tiny_skipped=1203 corners_ok=1149 (44.2%) valid_text=558 (21.5%) text='67B186687' (crop=63x44) +2026-05-09T10:07:28.158764Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A57973 track=709 +[CRNN-1L-DUMP] n=2075 corners=true dims=128x32 decoded='86474B817' +2026-05-09T10:07:29.141528Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=67A00123 track=712 +[CRNN-1L-DUMP] n=2100 corners=false dims=34x29 decoded='23100D14' +2026-05-09T10:07:33.103465Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59K185617 track=1516 +2026-05-09T10:07:33.541882Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 4420) +2026-05-09T10:07:34.193463Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59M163161 track=1491 +[CRNN-1L-DUMP] n=2125 corners=false dims=15x10 decoded='3B0' +[CRNN-1L-DUMP] n=2150 corners=false dims=22x14 decoded='3B5' +2026-05-09T10:07:37.724741Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65H03723 track=721 +2026-05-09T10:07:38.174810Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=51C99374 track=723 +[CRNN-1L-DUMP] n=2175 corners=false dims=19x14 decoded='3B3' +2026-05-09T10:07:41.525434Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65U15314 track=725 +2026-05-09T10:07:43.471267Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59F174782 track=1620 +[CRNN-1L-DUMP] n=2200 corners=false dims=22x18 decoded='2B510' +2026-05-09T10:07:44.395515Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 4578) +2026-05-09T10:07:45.288281Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65T15515 track=724 +2026-05-09T10:07:46.089168Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=60A34967 track=735 +2026-05-09T10:07:46.089261Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A33806 track=734 +[CRNN-1L-DUMP] n=2225 corners=false dims=25x19 decoded='2B68' +2026-05-09T10:07:47.136431Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=67M21811 track=1639 +[CRNN-1L-DUMP] n=2250 corners=false dims=143x40 decoded='68A34967' +2026-05-09T10:07:49.348024Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59U209656 track=1654 +2026-05-09T10:07:49.348085Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=50V650902 track=1644 +[CRNN-1L-DUMP] n=2275 corners=true dims=128x32 decoded='46355U919' +2026-05-09T10:07:53.800118Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=83A20004 track=756 +[2L-CRNN-DIAG] attempts=2900 tiny_skipped=1328 corners_ok=1298 (44.8%) valid_text=642 (22.1%) text='94E137145' (crop=49x43) +2026-05-09T10:07:54.671119Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 4757) +[CRNN-1L-DUMP] n=2300 corners=true dims=128x32 decoded='44155A415' +2026-05-09T10:07:55.956435Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59Z127752 track=1689 +[CRNN-1L-DUMP] n=2325 corners=false dims=54x34 decoded='99500D0' +2026-05-09T10:08:00.065615Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59T267201 track=1696 +[CRNN-1L-DUMP] n=2350 corners=false dims=19x12 decoded='3B665' +[2L-CRNN-DIAG] attempts=3000 tiny_skipped=1349 corners_ok=1374 (45.8%) valid_text=684 (22.8%) text='59Z127752' (crop=55x41) +2026-05-09T10:08:04.785504Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 4925) +[CRNN-1L-DUMP] n=2375 corners=true dims=128x32 decoded='33039E37' +2026-05-09T10:08:08.747597Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=67P10360 track=802 +[CRNN-1L-DUMP] n=2400 corners=false dims=19x35 decoded='3880E27' +[CRNN-1L-DUMP] n=2425 corners=true dims=128x32 decoded='9201B411' +2026-05-09T10:08:14.856998Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 5090) +[CRNN-1L-DUMP] n=2450 corners=false dims=21x12 decoded='3A' +[CRNN-1L-DUMP] n=2475 corners=true dims=128x32 decoded='14101M111' +2026-05-09T10:08:25.481746Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 5255) +2026-05-09T10:08:26.318909Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=69H02920 track=839 +2026-05-09T10:08:28.363769Z INFO mbfs_pipeline::plugin_host: [CLASS-TALLY] plugin=license_plate_recognition after 1200 infers: kept:bus=20 kept:car=708 kept:motorbike=2252 kept:truck=141 raw:bus=20 raw:car=708 raw:motorbike=2252 raw:truck=141 +[CRNN-1L-DUMP] n=2500 corners=false dims=22x15 decoded='330E24' +2026-05-09T10:08:30.814386Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A34273 track=857 +2026-05-09T10:08:39.916468Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65D11690 track=866 +[CRNN-1L-DUMP] n=2525 corners=true dims=128x32 decoded='5650E812' +2026-05-09T10:08:42.382992Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 5396) +[CRNN-1L-DUMP] n=2550 corners=true dims=128x32 decoded='54450K417' +2026-05-09T10:08:45.762706Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65T14096 track=868 +2026-05-09T10:08:46.167655Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59C165393 track=1839 +[2L-CRNN-DIAG] attempts=3300 tiny_skipped=1454 corners_ok=1548 (46.9%) valid_text=768 (23.3%) text='45A140044' (crop=42x30) +[CRNN-1L-DUMP] n=2575 corners=true dims=128x32 decoded='44371F11' +[CRNN-1L-DUMP] n=2600 corners=true dims=128x32 decoded='4B' +2026-05-09T10:08:53.351823Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65C08748 track=897 +[CRNN-1L-DUMP] n=2625 corners=true dims=128x32 decoded='65C08748' +2026-05-09T10:08:55.324040Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 5557) +[CRNN-1L-DUMP] n=2650 corners=true dims=128x32 decoded='65C08748' +2026-05-09T10:08:56.752408Z INFO mbfs_sentinel::post_process: [LPR] cam=5 class=car plate=51M19699 track=1793 +[CRNN-1L-DUMP] n=2675 corners=false dims=55x25 decoded='30A68699' +[2L-CRNN-DIAG] attempts=3400 tiny_skipped=1492 corners_ok=1603 (47.1%) valid_text=779 (22.9%) text='50AB55274' (crop=43x43) +2026-05-09T10:09:01.598783Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59G167556 track=1875 +2026-05-09T10:09:01.791067Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65N20937 track=912 +2026-05-09T10:09:02.039980Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65U82736 track=915 +[CRNN-1L-DUMP] n=2700 corners=true dims=128x32 decoded='46852F418' +2026-05-09T10:09:03.329893Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65H82736 track=922 +[CRNN-1L-DUMP] n=2725 corners=true dims=128x32 decoded='55597V744' +2026-05-09T10:09:07.040170Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 5718) +[CRNN-1L-DUMP] n=2750 corners=true dims=128x32 decoded='3117C217' +[CRNN-1L-DUMP] n=2775 corners=false dims=31x23 decoded='2967B714' +[CRNN-1L-DUMP] n=2800 corners=true dims=128x32 decoded='9NS3PB' +2026-05-09T10:09:16.978089Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 5870) +2026-05-09T10:09:17.779677Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65C21420 track=945 +[CRNN-1L-DUMP] n=2825 corners=true dims=128x32 decoded='4668F3' +2026-05-09T10:09:21.965632Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59L148141 track=1901 +[2L-CRNN-DIAG] attempts=3600 tiny_skipped=1578 corners_ok=1696 (47.1%) valid_text=814 (22.6%) text='73H145585' (crop=50x40) +[CRNN-1L-DUMP] n=2850 corners=false dims=45x35 decoded='07301K126' +2026-05-09T10:09:23.191492Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=67H01623 track=951 +[CRNN-1L-DUMP] n=2875 corners=true dims=128x32 decoded='29124' +2026-05-09T10:09:26.867426Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 6027) +[CRNN-1L-DUMP] n=2900 corners=false dims=17x11 decoded='3A' +2026-05-09T10:09:29.207408Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=67C13774 track=965 +2026-05-09T10:09:29.667847Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A57443 track=967 +2026-05-09T10:09:30.306160Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=83H02550 track=970 +[2L-CRNN-DIAG] attempts=3700 tiny_skipped=1621 corners_ok=1744 (47.1%) valid_text=844 (22.8%) text='67C13774' (crop=104x58) +[CRNN-1L-DUMP] n=2925 corners=false dims=67x34 decoded='01115M0D10' +2026-05-09T10:09:31.932153Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A14022 track=977 +[CRNN-1L-DUMP] n=2950 corners=false dims=38x27 decoded='39M1D17' +2026-05-09T10:09:35.163973Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65C14741 track=984 +2026-05-09T10:09:36.643120Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65C17125 track=997 +2026-05-09T10:09:36.776105Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 6198) +[CRNN-1L-DUMP] n=2975 corners=false dims=59x44 decoded='180641D0' +2026-05-09T10:09:39.012550Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65C05623 track=1006 +2026-05-09T10:09:40.456270Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59P103133 track=2146 +[CRNN-1L-DUMP] n=3000 corners=true dims=128x32 decoded='36654B123' +2026-05-09T10:09:42.698861Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=54Z73872 track=2155 +[CRNN-1L-DUMP] n=3025 corners=false dims=34x23 decoded='0362D77' +2026-05-09T10:09:46.157915Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=51L61226 track=1018 +2026-05-09T10:09:47.317432Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 6380) +[CRNN-1L-DUMP] n=3050 corners=false dims=71x36 decoded='30A033' +2026-05-09T10:09:47.788543Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=69A25257 track=1016 +2026-05-09T10:09:49.498153Z INFO mbfs_pipeline::plugin_host: [CLASS-TALLY] plugin=license_plate_recognition after 1500 infers: kept:car=412 kept:motorbike=1791 kept:truck=76 raw:car=412 raw:motorbike=1791 raw:truck=76 +2026-05-09T10:09:50.702776Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65C17698 track=1026 +[2L-CRNN-DIAG] attempts=3900 tiny_skipped=1693 corners_ok=1846 (47.3%) valid_text=903 (23.2%) text='6A059' (crop=182x42) +2026-05-09T10:09:54.015957Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65A53235 track=1042 +2026-05-09T10:09:54.234050Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A38008 track=1041 +[CRNN-1L-DUMP] n=3075 corners=false dims=113x26 decoded='65A30008' +2026-05-09T10:09:54.801130Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A11657 track=1036 +2026-05-09T10:09:56.899368Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65A53735 track=1055 +[CRNN-1L-DUMP] n=3100 corners=true dims=128x32 decoded='44353A334' +2026-05-09T10:09:58.580690Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 6562) +[CRNN-1L-DUMP] n=3125 corners=true dims=128x32 decoded='991' +[2L-CRNN-DIAG] attempts=4000 tiny_skipped=1724 corners_ok=1910 (47.8%) valid_text=934 (23.4%) text='17B156161' (crop=48x36) +[CRNN-1L-DUMP] n=3150 corners=true dims=128x32 decoded='06659D316' +[CRNN-1L-DUMP] n=3175 corners=true dims=128x32 decoded='06653D310' +2026-05-09T10:10:09.623323Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65D06936 track=1065 +2026-05-09T10:10:09.769593Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 6716) +2026-05-09T10:10:10.971401Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=15K14441 track=1074 +[CRNN-1L-DUMP] n=3200 corners=false dims=20x15 decoded='2292D' +[CRNN-1L-DUMP] n=3225 corners=true dims=128x32 decoded='7827K884' +[2L-CRNN-DIAG] attempts=4100 tiny_skipped=1781 corners_ok=1950 (47.6%) valid_text=944 (23.0%) text='65F170577' (crop=60x40) +2026-05-09T10:10:17.307619Z INFO mbfs_sentinel::post_process: [LPR] cam=5 class=motorbike plate=50N741047 track=2204 +[CRNN-1L-DUMP] n=3250 corners=true dims=128x32 decoded='84751K114' +2026-05-09T10:10:21.225668Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 6868) +[CRNN-1L-DUMP] n=3275 corners=true dims=128x32 decoded='26759E718' +2026-05-09T10:10:26.996971Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65T22206 track=1114 +[CRNN-1L-DUMP] n=3300 corners=false dims=31x27 decoded='3506U38' +[2L-CRNN-DIAG] attempts=4200 tiny_skipped=1843 corners_ok=1986 (47.3%) valid_text=951 (22.6%) text='65H02962' (crop=117x62) +2026-05-09T10:10:30.314821Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65H02962 track=1118 +[CRNN-1L-DUMP] n=3325 corners=true dims=128x32 decoded='63024' +2026-05-09T10:10:33.776317Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 7041) +[CRNN-1L-DUMP] n=3350 corners=false dims=13x7 decoded='3B64' +2026-05-09T10:10:35.721880Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=bus plate=67F00207 track=1143 +2026-05-09T10:10:35.721962Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=83A22861 track=1141 +[CRNN-1L-DUMP] n=3375 corners=false dims=22x14 decoded='3Z31' +2026-05-09T10:10:40.991347Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59L410712 track=2428 +2026-05-09T10:10:40.991422Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=70E162629 track=2405 +[CRNN-1L-DUMP] n=3400 corners=true dims=128x32 decoded='15097X117' +[2L-CRNN-DIAG] attempts=4300 tiny_skipped=1884 corners_ok=2035 (47.3%) valid_text=970 (22.6%) text='70E162629' (crop=43x39) +2026-05-09T10:10:42.444884Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65C01656 track=1153 +2026-05-09T10:10:42.444978Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=94C06743 track=1149 +2026-05-09T10:10:43.997568Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=52X43173 track=2438 +2026-05-09T10:10:44.468958Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59C166103 track=2441 +2026-05-09T10:10:44.756750Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 7204) +2026-05-09T10:10:44.901543Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59C238918 track=2444 +[CRNN-1L-DUMP] n=3425 corners=true dims=128x32 decoded='15097L112' +2026-05-09T10:10:46.322789Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65T21032 track=1165 +2026-05-09T10:10:46.322880Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A28331 track=1166 +2026-05-09T10:10:47.673381Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59C405741 track=2457 +[CRNN-1L-DUMP] n=3450 corners=false dims=58x35 decoded='16149B714' +[CRNN-1L-DUMP] n=3475 corners=false dims=30x41 decoded='99704H10' +2026-05-09T10:10:55.195609Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 7394) +2026-05-09T10:10:55.545266Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59T112430 track=2470 +2026-05-09T10:10:55.844053Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=65C12606 track=1198 +[CRNN-1L-DUMP] n=3500 corners=false dims=51x30 decoded='55224Y14' +2026-05-09T10:10:59.008511Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=55X135469 track=2458 +[CRNN-1L-DUMP] n=3525 corners=true dims=128x32 decoded='14743M14' +2026-05-09T10:11:01.104632Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65D11271 track=1217 +[CRNN-1L-DUMP] n=3550 corners=false dims=45x5 decoded='63829' +2026-05-09T10:11:04.959986Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 7555) +[CRNN-1L-DUMP] n=3575 corners=false dims=49x8 decoded='2978D8' +[2L-CRNN-DIAG] attempts=4600 tiny_skipped=1957 corners_ok=2224 (48.3%) valid_text=1096 (23.8%) text='1TX103' (crop=46x34) +2026-05-09T10:11:07.020352Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=83F13179 track=1234 +[CRNN-1L-DUMP] n=3600 corners=true dims=128x32 decoded='42465F614' +[CRNN-1L-DUMP] n=3625 corners=true dims=128x32 decoded='31478K111' +2026-05-09T10:11:14.891869Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 7740) +[CRNN-1L-DUMP] n=3650 corners=true dims=128x32 decoded='14433K311' +[CRNN-1L-DUMP] n=3675 corners=true dims=128x32 decoded='35094H110' +[CRNN-1L-DUMP] n=3700 corners=false dims=35x25 decoded='44131K111' +[CRNN-1L-DUMP] n=3725 corners=false dims=16x10 decoded='4B8138' +2026-05-09T10:11:24.822331Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 7905) +[CRNN-1L-DUMP] n=3750 corners=false dims=16x11 decoded='2988' +[2L-CRNN-DIAG] attempts=4800 tiny_skipped=2082 corners_ok=2277 (47.4%) valid_text=1114 (23.2%) text='6520496' (crop=62x39) +[CRNN-1L-DUMP] n=3775 corners=true dims=128x32 decoded='22468B119' +2026-05-09T10:11:28.892575Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A49614 track=1289 +2026-05-09T10:11:30.008109Z INFO mbfs_pipeline::plugin_host: [CLASS-TALLY] plugin=license_plate_recognition after 1800 infers: kept:bus=79 kept:car=670 kept:motorbike=2680 kept:truck=57 raw:bus=79 raw:car=670 raw:motorbike=2680 raw:truck=57 +2026-05-09T10:11:30.103001Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65T20496 track=1287 +[CRNN-1L-DUMP] n=3800 corners=false dims=32x24 decoded='21107D811' +[CRNN-1L-DUMP] n=3825 corners=true dims=128x32 decoded='01843A414' +2026-05-09T10:11:34.743042Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 8089) +[CRNN-1L-DUMP] n=3850 corners=false dims=34x25 decoded='0311D18' +2026-05-09T10:11:36.897233Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65H59477 track=1314 +[CRNN-1L-DUMP] n=3875 corners=true dims=128x32 decoded='26248B223' +2026-05-09T10:11:38.394261Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59X106217 track=2667 +2026-05-09T10:11:38.643424Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=69N09793 track=1317 +2026-05-09T10:11:42.574846Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=truck plate=50H14382 track=1332 +[CRNN-1L-DUMP] n=3900 corners=true dims=128x32 decoded='06152F812' +2026-05-09T10:11:42.920777Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=64K14720 track=1333 +2026-05-09T10:11:46.145875Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 8242) +[CRNN-1L-DUMP] n=3925 corners=true dims=128x32 decoded='7260E14' +2026-05-09T10:11:46.768084Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=bus plate=50H69927 track=1336 +[CRNN-1L-DUMP] n=3950 corners=false dims=30x20 decoded='9300F4' +2026-05-09T10:11:52.715273Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A07872 track=1347 +[CRNN-1L-DUMP] n=3975 corners=true dims=128x32 decoded='56936B118' +[CRNN-1L-DUMP] n=4000 corners=true dims=128x32 decoded='56936B118' +2026-05-09T10:11:57.551414Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=67A06362 track=1352 +2026-05-09T10:11:58.597878Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 8417) +2026-05-09T10:11:58.861545Z INFO mbfs_sentinel::post_process: [LPR] cam=5 class=motorbike plate=59L282041 track=2664 +2026-05-09T10:12:00.634855Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59G192005 track=2906 +[CRNN-1L-DUMP] n=4025 corners=false dims=22x13 decoded='220N28' +[CRNN-1L-DUMP] n=4050 corners=true dims=128x32 decoded='15290A114' +2026-05-09T10:12:05.837354Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59F112019 track=2912 +[CRNN-1L-DUMP] n=4075 corners=true dims=128x32 decoded='3B717' +2026-05-09T10:12:09.417794Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65F15981 track=1378 +2026-05-09T10:12:09.579692Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 8586) +[CRNN-1L-DUMP] n=4100 corners=true dims=128x32 decoded='62115A14' +[2L-CRNN-DIAG] attempts=5200 tiny_skipped=2289 corners_ok=2441 (46.9%) valid_text=1180 (22.7%) text='65F124662' (crop=77x54) +[CRNN-1L-DUMP] n=4125 corners=true dims=128x32 decoded='26153H016' +[CRNN-1L-DUMP] n=4150 corners=false dims=36x25 decoded='2360X24' +2026-05-09T10:12:14.383475Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65F11314 track=1384 +2026-05-09T10:12:15.298658Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=65M18215 track=1400 +[CRNN-1L-DUMP] n=4175 corners=false dims=23x15 decoded='222D8' +2026-05-09T10:12:19.730131Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 8765) +2026-05-09T10:12:19.747376Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=motorbike plate=15A55580 track=1413 +2026-05-09T10:12:20.500931Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59M143134 track=2989 +[CRNN-1L-DUMP] n=4200 corners=false dims=46x23 decoded='628K8' +[CRNN-1L-DUMP] n=4225 corners=true dims=128x32 decoded='67A099' +2026-05-09T10:12:30.618393Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 1 stale frames (total dropped: 8934) +[CRNN-1L-DUMP] n=4250 corners=false dims=33x24 decoded='148B224' +[CRNN-1L-DUMP] n=4275 corners=true dims=128x32 decoded='20187B111' +[2L-CRNN-DIAG] attempts=5400 tiny_skipped=2388 corners_ok=2530 (46.9%) valid_text=1218 (22.6%) text='9E119977' (crop=42x28) +2026-05-09T10:12:41.035777Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 9112) +[CRNN-1L-DUMP] n=4300 corners=false dims=37x17 decoded='5F34D' +[CRNN-1L-DUMP] n=4325 corners=false dims=23x16 decoded='3A10' +2026-05-09T10:12:45.502410Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59L190865 track=3245 +[CRNN-1L-DUMP] n=4350 corners=false dims=20x17 decoded='2B0' +2026-05-09T10:12:48.473316Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=bus plate=65F00045 track=1496 +[2L-CRNN-DIAG] attempts=5500 tiny_skipped=2459 corners_ok=2554 (46.4%) valid_text=1237 (22.5%) text='59L190866' (crop=45x38) +2026-05-09T10:12:49.357572Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59Z138521 track=3215 +2026-05-09T10:12:51.104217Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59X138571 track=3290 +2026-05-09T10:12:52.172994Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 3 stale frames (total dropped: 9288) +[CRNN-1L-DUMP] n=4375 corners=true dims=128x32 decoded='85997X514' +2026-05-09T10:12:52.965209Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59C189756 track=3300 +2026-05-09T10:12:53.323714Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=94D00122 track=1503 +2026-05-09T10:12:54.282520Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=65A05218 track=1511 +2026-05-09T10:12:55.087229Z INFO mbfs_sentinel::post_process: [LPR] cam=6 class=car plate=60H51540 track=1517 +[CRNN-1L-DUMP] n=4400 corners=false dims=134x30 decoded='68A51548' +[CRNN-1L-DUMP] n=4425 corners=true dims=128x32 decoded='37760G518' +2026-05-09T10:12:58.784160Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=63F96887 track=3317 +2026-05-09T10:12:58.784311Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=59X288891 track=3318 +[2L-CRNN-DIAG] attempts=5600 tiny_skipped=2491 corners_ok=2613 (46.7%) valid_text=1274 (22.8%) text='59Z138521' (crop=38x30) +2026-05-09T10:13:02.363125Z WARN mbfs_sentinel::processing: [COORD] Runner 'license_plate_recognition' replaced 2 stale frames (total dropped: 9446) +2026-05-09T10:13:02.463106Z INFO mbfs_sentinel::post_process: [LPR] cam=1 class=motorbike plate=52Z16591 track=3329 +[CRNN-1L-DUMP] n=4450 corners=false dims=21x15 decoded='3B223' +[2L-CRNN-DIAG] attempts=5700 tiny_skipped=2503 corners_ok=2698 (47.3%) valid_text=1334 (23.4%) text='63F96887' (crop=61x44) diff --git a/runtime/soup-3.0-0.dll b/runtime/soup-3.0-0.dll new file mode 100644 index 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