Python optimize [Multi-coop multi-floor discovery, Auto .engine compilation, API, mortality webapp trigger, parallel processing/tensor batching/hybrid, etc.] #3
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@@ -24,6 +24,7 @@ visual.
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```text
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configs/
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K1-L1.yaml .. K5-L2.yaml ← Standard floor configurations (K1-L1 to K5-L2)
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cameras/example_camera.yaml
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cycle7_batch.yaml
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cycle7_batch_optimized.yaml
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@@ -49,6 +50,9 @@ src/chicken_counter/
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dashboard.py
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export_engine.py
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export_excel_report.py
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run_all_coops.sh ← Master multi-coop batch runner
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start_dashboard.sh ← Live dashboard launcher
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test_run_folder/ ← Archive of test run scripts and logs
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```
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## Install
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@@ -34,6 +34,7 @@ venv/bin/pip install -r requirements.txt
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```text
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chicken-counting-sukawarna-det/
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├── configs/
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│ ├── K1-L1.yaml .. K5-L2.yaml ← Standard floor configurations (K1-L1 to K5-L2)
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│ ├── cycle7_batch_optimized.yaml ← Main batch processing config
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│ ├── cycle7_batch.yaml ← Alternate batch config
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│ ├── mortality_config.yaml ← Mortality (carcass) detection config
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@@ -50,9 +51,9 @@ chicken-counting-sukawarna-det/
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├── dashboard.py ← Live API + Dashboard server
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├── export_engine.py ← Manual TensorRT export utility
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├── export_excel_report.py ← Excel reporting & analytics generator
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├── run_all_coops.sh ← Master multi-coop batch runner (K1-L1 to K5-L2)
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├── start_dashboard.sh ← Portable dashboard launcher ← USE THIS
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├── test_run_mortality.sh ← Run mortality detection
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├── test_run.sh ← Run batch processing all dates
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├── test_run_folder/ ← Archive of test run scripts and logs
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└── requirements.txt
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```
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@@ -76,47 +77,33 @@ Put your model files in the `models/` directory.
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### A — Batch Video Processing (Daily Chicken Count)
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Place input videos under the `VIDEOS` folder adjacent to the project:
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Place input videos under the `VIDEOS` folder adjacent to the project following the `K{coop}-L{floor}` format:
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```text
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../VIDEOS/cycle7/kandang-atas/
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2026-06-18/
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kandang_1_camera_1_2026-06-18_120056.mp4
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kandang_1_camera_2_2026-06-18_120456.mp4
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...
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../VIDEOS/cycle7/
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K1-L1/
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2026-06-18/
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K1-L1_cam1_2026-06-18_120056.mp4
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K1-L1_cam2_2026-06-18_120456.mp4
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K1-L1_cam3_2026-06-18_121012.mp4
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K1-L1_cam4_2026-06-18_121530.mp4
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```
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Then run:
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```bash
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# Run all dates (multi-process mode)
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./test_run.sh
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# Run all coops (10 floors: K1-L1 to K5-L2) for a specific date
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./run_all_coops.sh 2026-06-18
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# Run all dates (Tensor Batching mode)
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./test_run_tensor_batch.sh
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# Run all dates (Hybrid mode: Threaded CPU + Batched GPU)
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./test_run_hybrid.sh
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# Run a specific date (4 cameras in parallel)
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# Run a specific floor (e.g. Kandang 1 Lantai 1)
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PYTHONPATH=src venv/bin/python -m chicken_counter.cli batch \
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--config configs/cycle7_batch_optimized.yaml \
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--config configs/K1-L1.yaml \
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--date 2026-06-18
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# Run a specific date using Model-Level Tensor Batching
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PYTHONPATH=src venv/bin/python -m chicken_counter.cli batch \
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--config configs/cycle7_batch_optimized.yaml \
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--date 2026-06-18 \
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--mode tensor_batching
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# Run a specific date using Hybrid Execution Mode
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PYTHONPATH=src venv/bin/python -m chicken_counter.cli batch \
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--config configs/cycle7_batch_optimized.yaml \
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--date 2026-06-18 \
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--mode hybrid
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# Run with video output enabled
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./test_run_video_2026-06-18.sh
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# Run archive scripts in test_run_folder
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./test_run_folder/test_run.sh
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./test_run_folder/test_run_tensor_batch.sh
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./test_run_folder/test_run_hybrid.sh
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```
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Output is saved in `../VIDEOS/cycle7/kandang-atas/2026-06-18/output/`.
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@@ -0,0 +1,186 @@
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batch:
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root_dir: ../VIDEOS/cycle7/K1-L1
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camera_glob: '*cam{num}_*.mp4'
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output_subdir: output
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compress_max_mb: 200
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delete_intermediate: false
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checkpoint_every_n_frames: 3000
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location: K1-L1
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db_path: db/chicken_counts.db
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cycle_start_date: '2026-05-22'
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execution_mode: parallel_processes
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stages:
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early_cycle:
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day_min: 0
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day_max: 15
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detection:
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conf: 0.1
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min_box_area_px: 100
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roi:
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min_overlap_ratio: 0.1
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mid_cycle:
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day_min: 16
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day_max: 999
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defaults:
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detection:
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model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
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classes:
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- 0
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ignored_classes:
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- 1
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- 2
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conf: 0.4
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iou: 0.55
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imgsz: 640
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device: '0'
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min_box_area_px: 3000
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validate_while_inside: true
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dedupe_radius_px: 0
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dedupe_frames: 12
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detection_zone:
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enabled: true
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buffer_above_px: 250
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buffer_below_px: 250
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show_in_overlay: true
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tracker:
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tracker_config_path: configs/trackers/botsort_chicken.yaml
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persist: true
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track_buffer: 90
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gate:
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mode: two_line
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lines_y:
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- 420
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- 730
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direction: bottom_to_up
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motion:
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enabled: true
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axis: vertical
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forward_sign: 1.0
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ema_alpha: 0.2
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reverse_enter_threshold: -1.5
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reverse_exit_threshold: -0.5
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debounce_frames: 12
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min_features: 40
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max_corners: 50
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stride_frames: 3
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flow_scale: 0.5
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quality_level: 0.01
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min_distance: 8
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block_radius: 6
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overlay:
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show_boxes: true
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show_track_trails: false
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trail_length: 20
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show_center_marker: false
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show_track_ring: false
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count_anchor:
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- 780
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- 120
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inside_box_only: true
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validated_only: true
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pending_blink: true
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pending_colors:
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- - 255
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- 255
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- 0
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- - 0
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- 255
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- 255
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display:
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show_window: false
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encoder: auto
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output_bitrate_kbps: 2000
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codec_preference:
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- avc1
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- mp4v
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- H264
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performance:
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half: false
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overlay_buffer_reuse: true
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inference_stride: 2
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stream:
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enabled: true
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shm_dir: /dev/shm
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interval_frames: 5
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feedback:
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enabled: true
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every_n_frames: 3000
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save_images: false
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log_to_terminal: true
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roi:
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inset_left_px: 60
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inset_right_px: 60
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inset_top_px: 0
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inset_bottom_px: 0
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min_overlap_ratio: 0.3
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cameras:
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CC1:
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camera_num: 1
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count_anchor:
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- 780
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- 120
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detection:
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min_box_area_px: 2500
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conf: 0.35
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roi:
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points:
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- - 250
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- 330
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- - 1650
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- 330
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- - 1650
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- 720
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- - 250
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- 720
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CC2:
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camera_num: 2
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count_anchor:
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- 900
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- 120
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detection:
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conf: 0.5
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dedupe_radius_px: 32
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dedupe_frames: 24
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roi:
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points:
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- - 20
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- 380
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- - 1880
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- 380
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- - 1880
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- 720
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- - 20
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- 720
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CC3:
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camera_num: 3
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count_anchor:
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- 900
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- 120
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detection:
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dedupe_radius_px: 24
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dedupe_frames: 16
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roi:
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points:
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- - 20
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- 330
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- - 1880
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- 330
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- - 1880
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- 720
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- - 20
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- 720
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CC4:
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camera_num: 4
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count_anchor:
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- 700
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- 120
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roi:
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points:
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- - 50
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- 330
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- - 1450
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- 330
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- - 1450
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- 720
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- - 50
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- 720
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@@ -0,0 +1,186 @@
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batch:
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root_dir: ../VIDEOS/cycle7/K1-L2
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camera_glob: '*cam{num}_*.mp4'
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output_subdir: output
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compress_max_mb: 200
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delete_intermediate: false
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checkpoint_every_n_frames: 3000
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location: K1-L2
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db_path: db/chicken_counts.db
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cycle_start_date: '2026-05-22'
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execution_mode: parallel_processes
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stages:
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early_cycle:
|
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day_min: 0
|
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day_max: 15
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detection:
|
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conf: 0.1
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min_box_area_px: 100
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roi:
|
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min_overlap_ratio: 0.1
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mid_cycle:
|
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day_min: 16
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day_max: 999
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defaults:
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detection:
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model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
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classes:
|
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- 0
|
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ignored_classes:
|
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- 1
|
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- 2
|
||||
conf: 0.4
|
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iou: 0.55
|
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imgsz: 640
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device: '0'
|
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min_box_area_px: 3000
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validate_while_inside: true
|
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dedupe_radius_px: 0
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dedupe_frames: 12
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detection_zone:
|
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enabled: true
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buffer_above_px: 250
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buffer_below_px: 250
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show_in_overlay: true
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tracker:
|
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tracker_config_path: configs/trackers/botsort_chicken.yaml
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persist: true
|
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track_buffer: 90
|
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gate:
|
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mode: two_line
|
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lines_y:
|
||||
- 420
|
||||
- 730
|
||||
direction: bottom_to_up
|
||||
motion:
|
||||
enabled: true
|
||||
axis: vertical
|
||||
forward_sign: 1.0
|
||||
ema_alpha: 0.2
|
||||
reverse_enter_threshold: -1.5
|
||||
reverse_exit_threshold: -0.5
|
||||
debounce_frames: 12
|
||||
min_features: 40
|
||||
max_corners: 50
|
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stride_frames: 3
|
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flow_scale: 0.5
|
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quality_level: 0.01
|
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min_distance: 8
|
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block_radius: 6
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overlay:
|
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show_boxes: true
|
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show_track_trails: false
|
||||
trail_length: 20
|
||||
show_center_marker: false
|
||||
show_track_ring: false
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
inside_box_only: true
|
||||
validated_only: true
|
||||
pending_blink: true
|
||||
pending_colors:
|
||||
- - 255
|
||||
- 255
|
||||
- 0
|
||||
- - 0
|
||||
- 255
|
||||
- 255
|
||||
display:
|
||||
show_window: false
|
||||
encoder: auto
|
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output_bitrate_kbps: 2000
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codec_preference:
|
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- avc1
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- mp4v
|
||||
- H264
|
||||
performance:
|
||||
half: false
|
||||
overlay_buffer_reuse: true
|
||||
inference_stride: 2
|
||||
stream:
|
||||
enabled: true
|
||||
shm_dir: /dev/shm
|
||||
interval_frames: 5
|
||||
feedback:
|
||||
enabled: true
|
||||
every_n_frames: 3000
|
||||
save_images: false
|
||||
log_to_terminal: true
|
||||
roi:
|
||||
inset_left_px: 60
|
||||
inset_right_px: 60
|
||||
inset_top_px: 0
|
||||
inset_bottom_px: 0
|
||||
min_overlap_ratio: 0.3
|
||||
cameras:
|
||||
CC1:
|
||||
camera_num: 1
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
detection:
|
||||
min_box_area_px: 2500
|
||||
conf: 0.35
|
||||
roi:
|
||||
points:
|
||||
- - 250
|
||||
- 330
|
||||
- - 1650
|
||||
- 330
|
||||
- - 1650
|
||||
- 720
|
||||
- - 250
|
||||
- 720
|
||||
CC2:
|
||||
camera_num: 2
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
conf: 0.5
|
||||
dedupe_radius_px: 32
|
||||
dedupe_frames: 24
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 380
|
||||
- - 1880
|
||||
- 380
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC3:
|
||||
camera_num: 3
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
dedupe_radius_px: 24
|
||||
dedupe_frames: 16
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 330
|
||||
- - 1880
|
||||
- 330
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC4:
|
||||
camera_num: 4
|
||||
count_anchor:
|
||||
- 700
|
||||
- 120
|
||||
roi:
|
||||
points:
|
||||
- - 50
|
||||
- 330
|
||||
- - 1450
|
||||
- 330
|
||||
- - 1450
|
||||
- 720
|
||||
- - 50
|
||||
- 720
|
||||
@@ -0,0 +1,186 @@
|
||||
batch:
|
||||
root_dir: ../VIDEOS/cycle7/K2-L1
|
||||
camera_glob: '*cam{num}_*.mp4'
|
||||
output_subdir: output
|
||||
compress_max_mb: 200
|
||||
delete_intermediate: false
|
||||
checkpoint_every_n_frames: 3000
|
||||
location: K2-L1
|
||||
db_path: db/chicken_counts.db
|
||||
cycle_start_date: '2026-05-22'
|
||||
execution_mode: parallel_processes
|
||||
stages:
|
||||
early_cycle:
|
||||
day_min: 0
|
||||
day_max: 15
|
||||
detection:
|
||||
conf: 0.1
|
||||
min_box_area_px: 100
|
||||
roi:
|
||||
min_overlap_ratio: 0.1
|
||||
mid_cycle:
|
||||
day_min: 16
|
||||
day_max: 999
|
||||
defaults:
|
||||
detection:
|
||||
model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
|
||||
classes:
|
||||
- 0
|
||||
ignored_classes:
|
||||
- 1
|
||||
- 2
|
||||
conf: 0.4
|
||||
iou: 0.55
|
||||
imgsz: 640
|
||||
device: '0'
|
||||
min_box_area_px: 3000
|
||||
validate_while_inside: true
|
||||
dedupe_radius_px: 0
|
||||
dedupe_frames: 12
|
||||
detection_zone:
|
||||
enabled: true
|
||||
buffer_above_px: 250
|
||||
buffer_below_px: 250
|
||||
show_in_overlay: true
|
||||
tracker:
|
||||
tracker_config_path: configs/trackers/botsort_chicken.yaml
|
||||
persist: true
|
||||
track_buffer: 90
|
||||
gate:
|
||||
mode: two_line
|
||||
lines_y:
|
||||
- 420
|
||||
- 730
|
||||
direction: bottom_to_up
|
||||
motion:
|
||||
enabled: true
|
||||
axis: vertical
|
||||
forward_sign: 1.0
|
||||
ema_alpha: 0.2
|
||||
reverse_enter_threshold: -1.5
|
||||
reverse_exit_threshold: -0.5
|
||||
debounce_frames: 12
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
- 780
|
||||
- 120
|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
output_bitrate_kbps: 2000
|
||||
codec_preference:
|
||||
- avc1
|
||||
- mp4v
|
||||
- H264
|
||||
performance:
|
||||
half: false
|
||||
overlay_buffer_reuse: true
|
||||
inference_stride: 2
|
||||
stream:
|
||||
enabled: true
|
||||
shm_dir: /dev/shm
|
||||
interval_frames: 5
|
||||
feedback:
|
||||
enabled: true
|
||||
every_n_frames: 3000
|
||||
save_images: false
|
||||
log_to_terminal: true
|
||||
roi:
|
||||
inset_left_px: 60
|
||||
inset_right_px: 60
|
||||
inset_top_px: 0
|
||||
inset_bottom_px: 0
|
||||
min_overlap_ratio: 0.3
|
||||
cameras:
|
||||
CC1:
|
||||
camera_num: 1
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
detection:
|
||||
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|
||||
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|
||||
roi:
|
||||
points:
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
- 120
|
||||
detection:
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
detection:
|
||||
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|
||||
dedupe_frames: 16
|
||||
roi:
|
||||
points:
|
||||
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|
||||
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|
||||
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|
||||
- 330
|
||||
- - 1880
|
||||
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|
||||
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|
||||
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|
||||
CC4:
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
roi:
|
||||
points:
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
- 720
|
||||
- - 50
|
||||
- 720
|
||||
@@ -0,0 +1,186 @@
|
||||
batch:
|
||||
root_dir: ../VIDEOS/cycle7/K2-L2
|
||||
camera_glob: '*cam{num}_*.mp4'
|
||||
output_subdir: output
|
||||
compress_max_mb: 200
|
||||
delete_intermediate: false
|
||||
checkpoint_every_n_frames: 3000
|
||||
location: K2-L2
|
||||
db_path: db/chicken_counts.db
|
||||
cycle_start_date: '2026-05-22'
|
||||
execution_mode: parallel_processes
|
||||
stages:
|
||||
early_cycle:
|
||||
day_min: 0
|
||||
day_max: 15
|
||||
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|
||||
conf: 0.1
|
||||
min_box_area_px: 100
|
||||
roi:
|
||||
min_overlap_ratio: 0.1
|
||||
mid_cycle:
|
||||
day_min: 16
|
||||
day_max: 999
|
||||
defaults:
|
||||
detection:
|
||||
model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
|
||||
classes:
|
||||
- 0
|
||||
ignored_classes:
|
||||
- 1
|
||||
- 2
|
||||
conf: 0.4
|
||||
iou: 0.55
|
||||
imgsz: 640
|
||||
device: '0'
|
||||
min_box_area_px: 3000
|
||||
validate_while_inside: true
|
||||
dedupe_radius_px: 0
|
||||
dedupe_frames: 12
|
||||
detection_zone:
|
||||
enabled: true
|
||||
buffer_above_px: 250
|
||||
buffer_below_px: 250
|
||||
show_in_overlay: true
|
||||
tracker:
|
||||
tracker_config_path: configs/trackers/botsort_chicken.yaml
|
||||
persist: true
|
||||
track_buffer: 90
|
||||
gate:
|
||||
mode: two_line
|
||||
lines_y:
|
||||
- 420
|
||||
- 730
|
||||
direction: bottom_to_up
|
||||
motion:
|
||||
enabled: true
|
||||
axis: vertical
|
||||
forward_sign: 1.0
|
||||
ema_alpha: 0.2
|
||||
reverse_enter_threshold: -1.5
|
||||
reverse_exit_threshold: -0.5
|
||||
debounce_frames: 12
|
||||
min_features: 40
|
||||
max_corners: 50
|
||||
stride_frames: 3
|
||||
flow_scale: 0.5
|
||||
quality_level: 0.01
|
||||
min_distance: 8
|
||||
block_radius: 6
|
||||
overlay:
|
||||
show_boxes: true
|
||||
show_track_trails: false
|
||||
trail_length: 20
|
||||
show_center_marker: false
|
||||
show_track_ring: false
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
inside_box_only: true
|
||||
validated_only: true
|
||||
pending_blink: true
|
||||
pending_colors:
|
||||
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|
||||
- 255
|
||||
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|
||||
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|
||||
- 255
|
||||
- 255
|
||||
display:
|
||||
show_window: false
|
||||
encoder: auto
|
||||
output_bitrate_kbps: 2000
|
||||
codec_preference:
|
||||
- avc1
|
||||
- mp4v
|
||||
- H264
|
||||
performance:
|
||||
half: false
|
||||
overlay_buffer_reuse: true
|
||||
inference_stride: 2
|
||||
stream:
|
||||
enabled: true
|
||||
shm_dir: /dev/shm
|
||||
interval_frames: 5
|
||||
feedback:
|
||||
enabled: true
|
||||
every_n_frames: 3000
|
||||
save_images: false
|
||||
log_to_terminal: true
|
||||
roi:
|
||||
inset_left_px: 60
|
||||
inset_right_px: 60
|
||||
inset_top_px: 0
|
||||
inset_bottom_px: 0
|
||||
min_overlap_ratio: 0.3
|
||||
cameras:
|
||||
CC1:
|
||||
camera_num: 1
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
detection:
|
||||
min_box_area_px: 2500
|
||||
conf: 0.35
|
||||
roi:
|
||||
points:
|
||||
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|
||||
- 330
|
||||
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|
||||
- 330
|
||||
- - 1650
|
||||
- 720
|
||||
- - 250
|
||||
- 720
|
||||
CC2:
|
||||
camera_num: 2
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
conf: 0.5
|
||||
dedupe_radius_px: 32
|
||||
dedupe_frames: 24
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 380
|
||||
- - 1880
|
||||
- 380
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC3:
|
||||
camera_num: 3
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
dedupe_radius_px: 24
|
||||
dedupe_frames: 16
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 330
|
||||
- - 1880
|
||||
- 330
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC4:
|
||||
camera_num: 4
|
||||
count_anchor:
|
||||
- 700
|
||||
- 120
|
||||
roi:
|
||||
points:
|
||||
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|
||||
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|
||||
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|
||||
- 330
|
||||
- - 1450
|
||||
- 720
|
||||
- - 50
|
||||
- 720
|
||||
@@ -0,0 +1,186 @@
|
||||
batch:
|
||||
root_dir: ../VIDEOS/cycle7/K3-L1
|
||||
camera_glob: '*cam{num}_*.mp4'
|
||||
output_subdir: output
|
||||
compress_max_mb: 200
|
||||
delete_intermediate: false
|
||||
checkpoint_every_n_frames: 3000
|
||||
location: K3-L1
|
||||
db_path: db/chicken_counts.db
|
||||
cycle_start_date: '2026-05-22'
|
||||
execution_mode: parallel_processes
|
||||
stages:
|
||||
early_cycle:
|
||||
day_min: 0
|
||||
day_max: 15
|
||||
detection:
|
||||
conf: 0.1
|
||||
min_box_area_px: 100
|
||||
roi:
|
||||
min_overlap_ratio: 0.1
|
||||
mid_cycle:
|
||||
day_min: 16
|
||||
day_max: 999
|
||||
defaults:
|
||||
detection:
|
||||
model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
|
||||
classes:
|
||||
- 0
|
||||
ignored_classes:
|
||||
- 1
|
||||
- 2
|
||||
conf: 0.4
|
||||
iou: 0.55
|
||||
imgsz: 640
|
||||
device: '0'
|
||||
min_box_area_px: 3000
|
||||
validate_while_inside: true
|
||||
dedupe_radius_px: 0
|
||||
dedupe_frames: 12
|
||||
detection_zone:
|
||||
enabled: true
|
||||
buffer_above_px: 250
|
||||
buffer_below_px: 250
|
||||
show_in_overlay: true
|
||||
tracker:
|
||||
tracker_config_path: configs/trackers/botsort_chicken.yaml
|
||||
persist: true
|
||||
track_buffer: 90
|
||||
gate:
|
||||
mode: two_line
|
||||
lines_y:
|
||||
- 420
|
||||
- 730
|
||||
direction: bottom_to_up
|
||||
motion:
|
||||
enabled: true
|
||||
axis: vertical
|
||||
forward_sign: 1.0
|
||||
ema_alpha: 0.2
|
||||
reverse_enter_threshold: -1.5
|
||||
reverse_exit_threshold: -0.5
|
||||
debounce_frames: 12
|
||||
min_features: 40
|
||||
max_corners: 50
|
||||
stride_frames: 3
|
||||
flow_scale: 0.5
|
||||
quality_level: 0.01
|
||||
min_distance: 8
|
||||
block_radius: 6
|
||||
overlay:
|
||||
show_boxes: true
|
||||
show_track_trails: false
|
||||
trail_length: 20
|
||||
show_center_marker: false
|
||||
show_track_ring: false
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
inside_box_only: true
|
||||
validated_only: true
|
||||
pending_blink: true
|
||||
pending_colors:
|
||||
- - 255
|
||||
- 255
|
||||
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|
||||
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|
||||
- 255
|
||||
- 255
|
||||
display:
|
||||
show_window: false
|
||||
encoder: auto
|
||||
output_bitrate_kbps: 2000
|
||||
codec_preference:
|
||||
- avc1
|
||||
- mp4v
|
||||
- H264
|
||||
performance:
|
||||
half: false
|
||||
overlay_buffer_reuse: true
|
||||
inference_stride: 2
|
||||
stream:
|
||||
enabled: true
|
||||
shm_dir: /dev/shm
|
||||
interval_frames: 5
|
||||
feedback:
|
||||
enabled: true
|
||||
every_n_frames: 3000
|
||||
save_images: false
|
||||
log_to_terminal: true
|
||||
roi:
|
||||
inset_left_px: 60
|
||||
inset_right_px: 60
|
||||
inset_top_px: 0
|
||||
inset_bottom_px: 0
|
||||
min_overlap_ratio: 0.3
|
||||
cameras:
|
||||
CC1:
|
||||
camera_num: 1
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
detection:
|
||||
min_box_area_px: 2500
|
||||
conf: 0.35
|
||||
roi:
|
||||
points:
|
||||
- - 250
|
||||
- 330
|
||||
- - 1650
|
||||
- 330
|
||||
- - 1650
|
||||
- 720
|
||||
- - 250
|
||||
- 720
|
||||
CC2:
|
||||
camera_num: 2
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
conf: 0.5
|
||||
dedupe_radius_px: 32
|
||||
dedupe_frames: 24
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 380
|
||||
- - 1880
|
||||
- 380
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC3:
|
||||
camera_num: 3
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
dedupe_radius_px: 24
|
||||
dedupe_frames: 16
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 330
|
||||
- - 1880
|
||||
- 330
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC4:
|
||||
camera_num: 4
|
||||
count_anchor:
|
||||
- 700
|
||||
- 120
|
||||
roi:
|
||||
points:
|
||||
- - 50
|
||||
- 330
|
||||
- - 1450
|
||||
- 330
|
||||
- - 1450
|
||||
- 720
|
||||
- - 50
|
||||
- 720
|
||||
@@ -0,0 +1,186 @@
|
||||
batch:
|
||||
root_dir: ../VIDEOS/cycle7/K3-L2
|
||||
camera_glob: '*cam{num}_*.mp4'
|
||||
output_subdir: output
|
||||
compress_max_mb: 200
|
||||
delete_intermediate: false
|
||||
checkpoint_every_n_frames: 3000
|
||||
location: K3-L2
|
||||
db_path: db/chicken_counts.db
|
||||
cycle_start_date: '2026-05-22'
|
||||
execution_mode: parallel_processes
|
||||
stages:
|
||||
early_cycle:
|
||||
day_min: 0
|
||||
day_max: 15
|
||||
detection:
|
||||
conf: 0.1
|
||||
min_box_area_px: 100
|
||||
roi:
|
||||
min_overlap_ratio: 0.1
|
||||
mid_cycle:
|
||||
day_min: 16
|
||||
day_max: 999
|
||||
defaults:
|
||||
detection:
|
||||
model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
|
||||
classes:
|
||||
- 0
|
||||
ignored_classes:
|
||||
- 1
|
||||
- 2
|
||||
conf: 0.4
|
||||
iou: 0.55
|
||||
imgsz: 640
|
||||
device: '0'
|
||||
min_box_area_px: 3000
|
||||
validate_while_inside: true
|
||||
dedupe_radius_px: 0
|
||||
dedupe_frames: 12
|
||||
detection_zone:
|
||||
enabled: true
|
||||
buffer_above_px: 250
|
||||
buffer_below_px: 250
|
||||
show_in_overlay: true
|
||||
tracker:
|
||||
tracker_config_path: configs/trackers/botsort_chicken.yaml
|
||||
persist: true
|
||||
track_buffer: 90
|
||||
gate:
|
||||
mode: two_line
|
||||
lines_y:
|
||||
- 420
|
||||
- 730
|
||||
direction: bottom_to_up
|
||||
motion:
|
||||
enabled: true
|
||||
axis: vertical
|
||||
forward_sign: 1.0
|
||||
ema_alpha: 0.2
|
||||
reverse_enter_threshold: -1.5
|
||||
reverse_exit_threshold: -0.5
|
||||
debounce_frames: 12
|
||||
min_features: 40
|
||||
max_corners: 50
|
||||
stride_frames: 3
|
||||
flow_scale: 0.5
|
||||
quality_level: 0.01
|
||||
min_distance: 8
|
||||
block_radius: 6
|
||||
overlay:
|
||||
show_boxes: true
|
||||
show_track_trails: false
|
||||
trail_length: 20
|
||||
show_center_marker: false
|
||||
show_track_ring: false
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
inside_box_only: true
|
||||
validated_only: true
|
||||
pending_blink: true
|
||||
pending_colors:
|
||||
- - 255
|
||||
- 255
|
||||
- 0
|
||||
- - 0
|
||||
- 255
|
||||
- 255
|
||||
display:
|
||||
show_window: false
|
||||
encoder: auto
|
||||
output_bitrate_kbps: 2000
|
||||
codec_preference:
|
||||
- avc1
|
||||
- mp4v
|
||||
- H264
|
||||
performance:
|
||||
half: false
|
||||
overlay_buffer_reuse: true
|
||||
inference_stride: 2
|
||||
stream:
|
||||
enabled: true
|
||||
shm_dir: /dev/shm
|
||||
interval_frames: 5
|
||||
feedback:
|
||||
enabled: true
|
||||
every_n_frames: 3000
|
||||
save_images: false
|
||||
log_to_terminal: true
|
||||
roi:
|
||||
inset_left_px: 60
|
||||
inset_right_px: 60
|
||||
inset_top_px: 0
|
||||
inset_bottom_px: 0
|
||||
min_overlap_ratio: 0.3
|
||||
cameras:
|
||||
CC1:
|
||||
camera_num: 1
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
detection:
|
||||
min_box_area_px: 2500
|
||||
conf: 0.35
|
||||
roi:
|
||||
points:
|
||||
- - 250
|
||||
- 330
|
||||
- - 1650
|
||||
- 330
|
||||
- - 1650
|
||||
- 720
|
||||
- - 250
|
||||
- 720
|
||||
CC2:
|
||||
camera_num: 2
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
conf: 0.5
|
||||
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|
||||
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|
||||
roi:
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
- 380
|
||||
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|
||||
- 720
|
||||
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|
||||
- 720
|
||||
CC3:
|
||||
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|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
dedupe_radius_px: 24
|
||||
dedupe_frames: 16
|
||||
roi:
|
||||
points:
|
||||
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|
||||
- 330
|
||||
- - 1880
|
||||
- 330
|
||||
- - 1880
|
||||
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|
||||
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|
||||
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|
||||
CC4:
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
roi:
|
||||
points:
|
||||
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|
||||
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|
||||
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|
||||
- 330
|
||||
- - 1450
|
||||
- 720
|
||||
- - 50
|
||||
- 720
|
||||
@@ -0,0 +1,186 @@
|
||||
batch:
|
||||
root_dir: ../VIDEOS/cycle7/K4-L1
|
||||
camera_glob: '*cam{num}_*.mp4'
|
||||
output_subdir: output
|
||||
compress_max_mb: 200
|
||||
delete_intermediate: false
|
||||
checkpoint_every_n_frames: 3000
|
||||
location: K4-L1
|
||||
db_path: db/chicken_counts.db
|
||||
cycle_start_date: '2026-05-22'
|
||||
execution_mode: parallel_processes
|
||||
stages:
|
||||
early_cycle:
|
||||
day_min: 0
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
roi:
|
||||
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|
||||
mid_cycle:
|
||||
day_min: 16
|
||||
day_max: 999
|
||||
defaults:
|
||||
detection:
|
||||
model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
|
||||
classes:
|
||||
- 0
|
||||
ignored_classes:
|
||||
- 1
|
||||
- 2
|
||||
conf: 0.4
|
||||
iou: 0.55
|
||||
imgsz: 640
|
||||
device: '0'
|
||||
min_box_area_px: 3000
|
||||
validate_while_inside: true
|
||||
dedupe_radius_px: 0
|
||||
dedupe_frames: 12
|
||||
detection_zone:
|
||||
enabled: true
|
||||
buffer_above_px: 250
|
||||
buffer_below_px: 250
|
||||
show_in_overlay: true
|
||||
tracker:
|
||||
tracker_config_path: configs/trackers/botsort_chicken.yaml
|
||||
persist: true
|
||||
track_buffer: 90
|
||||
gate:
|
||||
mode: two_line
|
||||
lines_y:
|
||||
- 420
|
||||
- 730
|
||||
direction: bottom_to_up
|
||||
motion:
|
||||
enabled: true
|
||||
axis: vertical
|
||||
forward_sign: 1.0
|
||||
ema_alpha: 0.2
|
||||
reverse_enter_threshold: -1.5
|
||||
reverse_exit_threshold: -0.5
|
||||
debounce_frames: 12
|
||||
min_features: 40
|
||||
max_corners: 50
|
||||
stride_frames: 3
|
||||
flow_scale: 0.5
|
||||
quality_level: 0.01
|
||||
min_distance: 8
|
||||
block_radius: 6
|
||||
overlay:
|
||||
show_boxes: true
|
||||
show_track_trails: false
|
||||
trail_length: 20
|
||||
show_center_marker: false
|
||||
show_track_ring: false
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
inside_box_only: true
|
||||
validated_only: true
|
||||
pending_blink: true
|
||||
pending_colors:
|
||||
- - 255
|
||||
- 255
|
||||
- 0
|
||||
- - 0
|
||||
- 255
|
||||
- 255
|
||||
display:
|
||||
show_window: false
|
||||
encoder: auto
|
||||
output_bitrate_kbps: 2000
|
||||
codec_preference:
|
||||
- avc1
|
||||
- mp4v
|
||||
- H264
|
||||
performance:
|
||||
half: false
|
||||
overlay_buffer_reuse: true
|
||||
inference_stride: 2
|
||||
stream:
|
||||
enabled: true
|
||||
shm_dir: /dev/shm
|
||||
interval_frames: 5
|
||||
feedback:
|
||||
enabled: true
|
||||
every_n_frames: 3000
|
||||
save_images: false
|
||||
log_to_terminal: true
|
||||
roi:
|
||||
inset_left_px: 60
|
||||
inset_right_px: 60
|
||||
inset_top_px: 0
|
||||
inset_bottom_px: 0
|
||||
min_overlap_ratio: 0.3
|
||||
cameras:
|
||||
CC1:
|
||||
camera_num: 1
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
detection:
|
||||
min_box_area_px: 2500
|
||||
conf: 0.35
|
||||
roi:
|
||||
points:
|
||||
- - 250
|
||||
- 330
|
||||
- - 1650
|
||||
- 330
|
||||
- - 1650
|
||||
- 720
|
||||
- - 250
|
||||
- 720
|
||||
CC2:
|
||||
camera_num: 2
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
conf: 0.5
|
||||
dedupe_radius_px: 32
|
||||
dedupe_frames: 24
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 380
|
||||
- - 1880
|
||||
- 380
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC3:
|
||||
camera_num: 3
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
dedupe_radius_px: 24
|
||||
dedupe_frames: 16
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 330
|
||||
- - 1880
|
||||
- 330
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC4:
|
||||
camera_num: 4
|
||||
count_anchor:
|
||||
- 700
|
||||
- 120
|
||||
roi:
|
||||
points:
|
||||
- - 50
|
||||
- 330
|
||||
- - 1450
|
||||
- 330
|
||||
- - 1450
|
||||
- 720
|
||||
- - 50
|
||||
- 720
|
||||
@@ -0,0 +1,186 @@
|
||||
batch:
|
||||
root_dir: ../VIDEOS/cycle7/K4-L2
|
||||
camera_glob: '*cam{num}_*.mp4'
|
||||
output_subdir: output
|
||||
compress_max_mb: 200
|
||||
delete_intermediate: false
|
||||
checkpoint_every_n_frames: 3000
|
||||
location: K4-L2
|
||||
db_path: db/chicken_counts.db
|
||||
cycle_start_date: '2026-05-22'
|
||||
execution_mode: parallel_processes
|
||||
stages:
|
||||
early_cycle:
|
||||
day_min: 0
|
||||
day_max: 15
|
||||
detection:
|
||||
conf: 0.1
|
||||
min_box_area_px: 100
|
||||
roi:
|
||||
min_overlap_ratio: 0.1
|
||||
mid_cycle:
|
||||
day_min: 16
|
||||
day_max: 999
|
||||
defaults:
|
||||
detection:
|
||||
model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
|
||||
classes:
|
||||
- 0
|
||||
ignored_classes:
|
||||
- 1
|
||||
- 2
|
||||
conf: 0.4
|
||||
iou: 0.55
|
||||
imgsz: 640
|
||||
device: '0'
|
||||
min_box_area_px: 3000
|
||||
validate_while_inside: true
|
||||
dedupe_radius_px: 0
|
||||
dedupe_frames: 12
|
||||
detection_zone:
|
||||
enabled: true
|
||||
buffer_above_px: 250
|
||||
buffer_below_px: 250
|
||||
show_in_overlay: true
|
||||
tracker:
|
||||
tracker_config_path: configs/trackers/botsort_chicken.yaml
|
||||
persist: true
|
||||
track_buffer: 90
|
||||
gate:
|
||||
mode: two_line
|
||||
lines_y:
|
||||
- 420
|
||||
- 730
|
||||
direction: bottom_to_up
|
||||
motion:
|
||||
enabled: true
|
||||
axis: vertical
|
||||
forward_sign: 1.0
|
||||
ema_alpha: 0.2
|
||||
reverse_enter_threshold: -1.5
|
||||
reverse_exit_threshold: -0.5
|
||||
debounce_frames: 12
|
||||
min_features: 40
|
||||
max_corners: 50
|
||||
stride_frames: 3
|
||||
flow_scale: 0.5
|
||||
quality_level: 0.01
|
||||
min_distance: 8
|
||||
block_radius: 6
|
||||
overlay:
|
||||
show_boxes: true
|
||||
show_track_trails: false
|
||||
trail_length: 20
|
||||
show_center_marker: false
|
||||
show_track_ring: false
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
inside_box_only: true
|
||||
validated_only: true
|
||||
pending_blink: true
|
||||
pending_colors:
|
||||
- - 255
|
||||
- 255
|
||||
- 0
|
||||
- - 0
|
||||
- 255
|
||||
- 255
|
||||
display:
|
||||
show_window: false
|
||||
encoder: auto
|
||||
output_bitrate_kbps: 2000
|
||||
codec_preference:
|
||||
- avc1
|
||||
- mp4v
|
||||
- H264
|
||||
performance:
|
||||
half: false
|
||||
overlay_buffer_reuse: true
|
||||
inference_stride: 2
|
||||
stream:
|
||||
enabled: true
|
||||
shm_dir: /dev/shm
|
||||
interval_frames: 5
|
||||
feedback:
|
||||
enabled: true
|
||||
every_n_frames: 3000
|
||||
save_images: false
|
||||
log_to_terminal: true
|
||||
roi:
|
||||
inset_left_px: 60
|
||||
inset_right_px: 60
|
||||
inset_top_px: 0
|
||||
inset_bottom_px: 0
|
||||
min_overlap_ratio: 0.3
|
||||
cameras:
|
||||
CC1:
|
||||
camera_num: 1
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
detection:
|
||||
min_box_area_px: 2500
|
||||
conf: 0.35
|
||||
roi:
|
||||
points:
|
||||
- - 250
|
||||
- 330
|
||||
- - 1650
|
||||
- 330
|
||||
- - 1650
|
||||
- 720
|
||||
- - 250
|
||||
- 720
|
||||
CC2:
|
||||
camera_num: 2
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
conf: 0.5
|
||||
dedupe_radius_px: 32
|
||||
dedupe_frames: 24
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 380
|
||||
- - 1880
|
||||
- 380
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC3:
|
||||
camera_num: 3
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
dedupe_radius_px: 24
|
||||
dedupe_frames: 16
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 330
|
||||
- - 1880
|
||||
- 330
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC4:
|
||||
camera_num: 4
|
||||
count_anchor:
|
||||
- 700
|
||||
- 120
|
||||
roi:
|
||||
points:
|
||||
- - 50
|
||||
- 330
|
||||
- - 1450
|
||||
- 330
|
||||
- - 1450
|
||||
- 720
|
||||
- - 50
|
||||
- 720
|
||||
@@ -0,0 +1,186 @@
|
||||
batch:
|
||||
root_dir: ../VIDEOS/cycle7/K5-L1
|
||||
camera_glob: '*cam{num}_*.mp4'
|
||||
output_subdir: output
|
||||
compress_max_mb: 200
|
||||
delete_intermediate: false
|
||||
checkpoint_every_n_frames: 3000
|
||||
location: K5-L1
|
||||
db_path: db/chicken_counts.db
|
||||
cycle_start_date: '2026-05-22'
|
||||
execution_mode: parallel_processes
|
||||
stages:
|
||||
early_cycle:
|
||||
day_min: 0
|
||||
day_max: 15
|
||||
detection:
|
||||
conf: 0.1
|
||||
min_box_area_px: 100
|
||||
roi:
|
||||
min_overlap_ratio: 0.1
|
||||
mid_cycle:
|
||||
day_min: 16
|
||||
day_max: 999
|
||||
defaults:
|
||||
detection:
|
||||
model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
|
||||
classes:
|
||||
- 0
|
||||
ignored_classes:
|
||||
- 1
|
||||
- 2
|
||||
conf: 0.4
|
||||
iou: 0.55
|
||||
imgsz: 640
|
||||
device: '0'
|
||||
min_box_area_px: 3000
|
||||
validate_while_inside: true
|
||||
dedupe_radius_px: 0
|
||||
dedupe_frames: 12
|
||||
detection_zone:
|
||||
enabled: true
|
||||
buffer_above_px: 250
|
||||
buffer_below_px: 250
|
||||
show_in_overlay: true
|
||||
tracker:
|
||||
tracker_config_path: configs/trackers/botsort_chicken.yaml
|
||||
persist: true
|
||||
track_buffer: 90
|
||||
gate:
|
||||
mode: two_line
|
||||
lines_y:
|
||||
- 420
|
||||
- 730
|
||||
direction: bottom_to_up
|
||||
motion:
|
||||
enabled: true
|
||||
axis: vertical
|
||||
forward_sign: 1.0
|
||||
ema_alpha: 0.2
|
||||
reverse_enter_threshold: -1.5
|
||||
reverse_exit_threshold: -0.5
|
||||
debounce_frames: 12
|
||||
min_features: 40
|
||||
max_corners: 50
|
||||
stride_frames: 3
|
||||
flow_scale: 0.5
|
||||
quality_level: 0.01
|
||||
min_distance: 8
|
||||
block_radius: 6
|
||||
overlay:
|
||||
show_boxes: true
|
||||
show_track_trails: false
|
||||
trail_length: 20
|
||||
show_center_marker: false
|
||||
show_track_ring: false
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
inside_box_only: true
|
||||
validated_only: true
|
||||
pending_blink: true
|
||||
pending_colors:
|
||||
- - 255
|
||||
- 255
|
||||
- 0
|
||||
- - 0
|
||||
- 255
|
||||
- 255
|
||||
display:
|
||||
show_window: false
|
||||
encoder: auto
|
||||
output_bitrate_kbps: 2000
|
||||
codec_preference:
|
||||
- avc1
|
||||
- mp4v
|
||||
- H264
|
||||
performance:
|
||||
half: false
|
||||
overlay_buffer_reuse: true
|
||||
inference_stride: 2
|
||||
stream:
|
||||
enabled: true
|
||||
shm_dir: /dev/shm
|
||||
interval_frames: 5
|
||||
feedback:
|
||||
enabled: true
|
||||
every_n_frames: 3000
|
||||
save_images: false
|
||||
log_to_terminal: true
|
||||
roi:
|
||||
inset_left_px: 60
|
||||
inset_right_px: 60
|
||||
inset_top_px: 0
|
||||
inset_bottom_px: 0
|
||||
min_overlap_ratio: 0.3
|
||||
cameras:
|
||||
CC1:
|
||||
camera_num: 1
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
detection:
|
||||
min_box_area_px: 2500
|
||||
conf: 0.35
|
||||
roi:
|
||||
points:
|
||||
- - 250
|
||||
- 330
|
||||
- - 1650
|
||||
- 330
|
||||
- - 1650
|
||||
- 720
|
||||
- - 250
|
||||
- 720
|
||||
CC2:
|
||||
camera_num: 2
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
conf: 0.5
|
||||
dedupe_radius_px: 32
|
||||
dedupe_frames: 24
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 380
|
||||
- - 1880
|
||||
- 380
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC3:
|
||||
camera_num: 3
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
dedupe_radius_px: 24
|
||||
dedupe_frames: 16
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 330
|
||||
- - 1880
|
||||
- 330
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC4:
|
||||
camera_num: 4
|
||||
count_anchor:
|
||||
- 700
|
||||
- 120
|
||||
roi:
|
||||
points:
|
||||
- - 50
|
||||
- 330
|
||||
- - 1450
|
||||
- 330
|
||||
- - 1450
|
||||
- 720
|
||||
- - 50
|
||||
- 720
|
||||
@@ -0,0 +1,186 @@
|
||||
batch:
|
||||
root_dir: ../VIDEOS/cycle7/K5-L2
|
||||
camera_glob: '*cam{num}_*.mp4'
|
||||
output_subdir: output
|
||||
compress_max_mb: 200
|
||||
delete_intermediate: false
|
||||
checkpoint_every_n_frames: 3000
|
||||
location: K5-L2
|
||||
db_path: db/chicken_counts.db
|
||||
cycle_start_date: '2026-05-22'
|
||||
execution_mode: parallel_processes
|
||||
stages:
|
||||
early_cycle:
|
||||
day_min: 0
|
||||
day_max: 15
|
||||
detection:
|
||||
conf: 0.1
|
||||
min_box_area_px: 100
|
||||
roi:
|
||||
min_overlap_ratio: 0.1
|
||||
mid_cycle:
|
||||
day_min: 16
|
||||
day_max: 999
|
||||
defaults:
|
||||
detection:
|
||||
model_path: models/NUC5070_chicken-detection-model-v26n-300e-best-2026-05-02-NEW.engine
|
||||
classes:
|
||||
- 0
|
||||
ignored_classes:
|
||||
- 1
|
||||
- 2
|
||||
conf: 0.4
|
||||
iou: 0.55
|
||||
imgsz: 640
|
||||
device: '0'
|
||||
min_box_area_px: 3000
|
||||
validate_while_inside: true
|
||||
dedupe_radius_px: 0
|
||||
dedupe_frames: 12
|
||||
detection_zone:
|
||||
enabled: true
|
||||
buffer_above_px: 250
|
||||
buffer_below_px: 250
|
||||
show_in_overlay: true
|
||||
tracker:
|
||||
tracker_config_path: configs/trackers/botsort_chicken.yaml
|
||||
persist: true
|
||||
track_buffer: 90
|
||||
gate:
|
||||
mode: two_line
|
||||
lines_y:
|
||||
- 420
|
||||
- 730
|
||||
direction: bottom_to_up
|
||||
motion:
|
||||
enabled: true
|
||||
axis: vertical
|
||||
forward_sign: 1.0
|
||||
ema_alpha: 0.2
|
||||
reverse_enter_threshold: -1.5
|
||||
reverse_exit_threshold: -0.5
|
||||
debounce_frames: 12
|
||||
min_features: 40
|
||||
max_corners: 50
|
||||
stride_frames: 3
|
||||
flow_scale: 0.5
|
||||
quality_level: 0.01
|
||||
min_distance: 8
|
||||
block_radius: 6
|
||||
overlay:
|
||||
show_boxes: true
|
||||
show_track_trails: false
|
||||
trail_length: 20
|
||||
show_center_marker: false
|
||||
show_track_ring: false
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
inside_box_only: true
|
||||
validated_only: true
|
||||
pending_blink: true
|
||||
pending_colors:
|
||||
- - 255
|
||||
- 255
|
||||
- 0
|
||||
- - 0
|
||||
- 255
|
||||
- 255
|
||||
display:
|
||||
show_window: false
|
||||
encoder: auto
|
||||
output_bitrate_kbps: 2000
|
||||
codec_preference:
|
||||
- avc1
|
||||
- mp4v
|
||||
- H264
|
||||
performance:
|
||||
half: false
|
||||
overlay_buffer_reuse: true
|
||||
inference_stride: 2
|
||||
stream:
|
||||
enabled: true
|
||||
shm_dir: /dev/shm
|
||||
interval_frames: 5
|
||||
feedback:
|
||||
enabled: true
|
||||
every_n_frames: 3000
|
||||
save_images: false
|
||||
log_to_terminal: true
|
||||
roi:
|
||||
inset_left_px: 60
|
||||
inset_right_px: 60
|
||||
inset_top_px: 0
|
||||
inset_bottom_px: 0
|
||||
min_overlap_ratio: 0.3
|
||||
cameras:
|
||||
CC1:
|
||||
camera_num: 1
|
||||
count_anchor:
|
||||
- 780
|
||||
- 120
|
||||
detection:
|
||||
min_box_area_px: 2500
|
||||
conf: 0.35
|
||||
roi:
|
||||
points:
|
||||
- - 250
|
||||
- 330
|
||||
- - 1650
|
||||
- 330
|
||||
- - 1650
|
||||
- 720
|
||||
- - 250
|
||||
- 720
|
||||
CC2:
|
||||
camera_num: 2
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
conf: 0.5
|
||||
dedupe_radius_px: 32
|
||||
dedupe_frames: 24
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 380
|
||||
- - 1880
|
||||
- 380
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC3:
|
||||
camera_num: 3
|
||||
count_anchor:
|
||||
- 900
|
||||
- 120
|
||||
detection:
|
||||
dedupe_radius_px: 24
|
||||
dedupe_frames: 16
|
||||
roi:
|
||||
points:
|
||||
- - 20
|
||||
- 330
|
||||
- - 1880
|
||||
- 330
|
||||
- - 1880
|
||||
- 720
|
||||
- - 20
|
||||
- 720
|
||||
CC4:
|
||||
camera_num: 4
|
||||
count_anchor:
|
||||
- 700
|
||||
- 120
|
||||
roi:
|
||||
points:
|
||||
- - 50
|
||||
- 330
|
||||
- - 1450
|
||||
- 330
|
||||
- - 1450
|
||||
- 720
|
||||
- - 50
|
||||
- 720
|
||||
Executable
+56
@@ -0,0 +1,56 @@
|
||||
#!/bin/bash
|
||||
# Master runner for 5-coop / 10-floor daily processing
|
||||
set -u
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
export PYTHONPATH="$SCRIPT_DIR/src"
|
||||
|
||||
if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
|
||||
PYTHON="$SCRIPT_DIR/venv/bin/python"
|
||||
else
|
||||
PYTHON="python3"
|
||||
fi
|
||||
|
||||
DATE="${1:-$(date +%Y-%m-%d)}"
|
||||
MODE="${2:-parallel_processes}"
|
||||
|
||||
# List of all configured floors
|
||||
CONFIGS=(
|
||||
"configs/K1-L1.yaml"
|
||||
"configs/K1-L2.yaml"
|
||||
"configs/K2-L1.yaml"
|
||||
"configs/K2-L2.yaml"
|
||||
"configs/K3-L1.yaml"
|
||||
"configs/K3-L2.yaml"
|
||||
"configs/K4-L1.yaml"
|
||||
"configs/K4-L2.yaml"
|
||||
"configs/K5-L1.yaml"
|
||||
"configs/K5-L2.yaml"
|
||||
)
|
||||
|
||||
echo "================================================================="
|
||||
echo " Starting 5-Coop Multi-Floor Batch Processing for Date: $DATE"
|
||||
echo " Execution Mode: $MODE"
|
||||
echo "================================================================="
|
||||
|
||||
SUCCESS_COUNT=0
|
||||
SKIPPED_COUNT=0
|
||||
|
||||
for config in "${CONFIGS[@]}"; do
|
||||
if [ -f "$SCRIPT_DIR/$config" ]; then
|
||||
echo ""
|
||||
echo ">>> [PROCESSING] Location Config: $config <<<"
|
||||
if $PYTHON -m chicken_counter.cli batch --config "$config" --date "$DATE" --mode "$MODE"; then
|
||||
SUCCESS_COUNT=$((SUCCESS_COUNT + 1))
|
||||
else
|
||||
echo "⚠️ [SKIPPED / ERROR] $config for date $DATE (video not found or error occurred)."
|
||||
SKIPPED_COUNT=$((SKIPPED_COUNT + 1))
|
||||
fi
|
||||
fi
|
||||
done
|
||||
|
||||
echo ""
|
||||
echo "================================================================="
|
||||
echo " Multi-Floor Batch Summary: $SUCCESS_COUNT completed, $SKIPPED_COUNT skipped."
|
||||
echo " Database: db/chicken_counts.db"
|
||||
echo "================================================================="
|
||||
@@ -21,17 +21,59 @@ def discover_camera_videos(day_dir: Path, settings: BatchSettings) -> CameraDisc
|
||||
result = CameraDiscoveryResult()
|
||||
total_configured = len(settings.cameras)
|
||||
|
||||
# Exclude output videos and non-video files
|
||||
def _is_valid_source_video(path: Path) -> bool:
|
||||
name = path.name.lower()
|
||||
if name.endswith(("_vis.mp4", "_compressed.mp4", "_overlay.mp4", "_preview.mp4")):
|
||||
return False
|
||||
if "output" in path.parts:
|
||||
return False
|
||||
return path.suffix.lower() in (".mp4", ".avi", ".mkv", ".mov")
|
||||
|
||||
for camera_id, preset in sorted(
|
||||
settings.cameras.items(),
|
||||
key=lambda item: item[1].camera_num,
|
||||
):
|
||||
pattern = settings.batch.camera_glob.format(num=preset.camera_num)
|
||||
matches = sorted(day_dir.glob(pattern))
|
||||
num = preset.camera_num
|
||||
primary_pattern = settings.batch.camera_glob.format(num=num)
|
||||
matches = [p for p in sorted(day_dir.glob(primary_pattern)) if _is_valid_source_video(p)]
|
||||
|
||||
# Fallback candidate patterns if primary pattern doesn't match
|
||||
if not matches:
|
||||
fallback_patterns = [
|
||||
f"*cam{num}_*.mp4",
|
||||
f"*cam_{num}_*.mp4",
|
||||
f"*camera_{num}_*.mp4",
|
||||
f"*camera{num}_*.mp4",
|
||||
f"*_c{num}_*.mp4",
|
||||
f"*cam{num}.mp4",
|
||||
f"*camera{num}.mp4",
|
||||
f"*camera_{num}.mp4",
|
||||
]
|
||||
for fb_pat in fallback_patterns:
|
||||
matches = [p for p in sorted(day_dir.glob(fb_pat)) if _is_valid_source_video(p)]
|
||||
if matches:
|
||||
break
|
||||
|
||||
# Case-insensitive fallback search
|
||||
if not matches:
|
||||
for f in sorted(day_dir.iterdir()):
|
||||
if f.is_file() and _is_valid_source_video(f):
|
||||
fname = f.name.lower()
|
||||
if (
|
||||
f"cam{num}" in fname
|
||||
or f"cam_{num}" in fname
|
||||
or f"camera_{num}" in fname
|
||||
or f"camera{num}" in fname
|
||||
or f"_c{num}" in fname
|
||||
):
|
||||
matches.append(f)
|
||||
|
||||
if not matches:
|
||||
result.skipped[camera_id] = "video_not_found"
|
||||
continue
|
||||
if len(matches) > 1:
|
||||
result.skipped[camera_id] = "multiple_matches"
|
||||
result.skipped[camera_id] = f"multiple_matches ({[m.name for m in matches]})"
|
||||
continue
|
||||
result.found[camera_id] = matches[0]
|
||||
|
||||
|
||||
File renamed without changes.
@@ -2,14 +2,19 @@
|
||||
set -u
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
export PYTHONPATH="$SCRIPT_DIR/src"
|
||||
# Use project-local venv if available
|
||||
if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
|
||||
PYTHON="$SCRIPT_DIR/venv/bin/python"
|
||||
if [ -d "$SCRIPT_DIR/../src" ]; then
|
||||
PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
|
||||
else
|
||||
PROJECT_ROOT="$SCRIPT_DIR"
|
||||
fi
|
||||
cd "$PROJECT_ROOT"
|
||||
export PYTHONPATH="$PROJECT_ROOT/src"
|
||||
|
||||
if [ -f "$PROJECT_ROOT/venv/bin/python" ]; then
|
||||
PYTHON="$PROJECT_ROOT/venv/bin/python"
|
||||
else
|
||||
PYTHON="python3"
|
||||
fi
|
||||
|
||||
dates=(
|
||||
"2026-06-10" "2026-06-11" "2026-06-12" "2026-06-13" "2026-06-14"
|
||||
"2026-06-15" "2026-06-16" "2026-06-17" "2026-06-18" "2026-06-19"
|
||||
@@ -2,19 +2,20 @@
|
||||
set -euo pipefail
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
export PYTHONPATH="$SCRIPT_DIR/src"
|
||||
if [ -d "$SCRIPT_DIR/../src" ]; then
|
||||
PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
|
||||
else
|
||||
PROJECT_ROOT="$SCRIPT_DIR"
|
||||
fi
|
||||
cd "$PROJECT_ROOT"
|
||||
export PYTHONPATH="$PROJECT_ROOT/src"
|
||||
|
||||
# Use project-local venv if available
|
||||
if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
|
||||
PYTHON="$SCRIPT_DIR/venv/bin/python"
|
||||
if [ -f "$PROJECT_ROOT/venv/bin/python" ]; then
|
||||
PYTHON="$PROJECT_ROOT/venv/bin/python"
|
||||
else
|
||||
PYTHON="python3"
|
||||
fi
|
||||
|
||||
# Allow passing a specific date as $1 (e.g. ./test_run_hybrid.sh 2026-06-18)
|
||||
# Or default to all dates 2026-06-10 through 2026-06-19
|
||||
if [ -n "${1:-}" ]; then
|
||||
dates=("$1")
|
||||
dates=("$1")
|
||||
else
|
||||
dates=(
|
||||
"2026-06-10" "2026-06-11" "2026-06-12" "2026-06-13" "2026-06-14"
|
||||
File renamed without changes.
@@ -2,19 +2,20 @@
|
||||
set -euo pipefail
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
export PYTHONPATH="$SCRIPT_DIR/src"
|
||||
if [ -d "$SCRIPT_DIR/../src" ]; then
|
||||
PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
|
||||
else
|
||||
PROJECT_ROOT="$SCRIPT_DIR"
|
||||
fi
|
||||
cd "$PROJECT_ROOT"
|
||||
export PYTHONPATH="$PROJECT_ROOT/src"
|
||||
|
||||
# Use project-local venv if available
|
||||
if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
|
||||
PYTHON="$SCRIPT_DIR/venv/bin/python"
|
||||
if [ -f "$PROJECT_ROOT/venv/bin/python" ]; then
|
||||
PYTHON="$PROJECT_ROOT/venv/bin/python"
|
||||
else
|
||||
PYTHON="python3"
|
||||
fi
|
||||
|
||||
# Allow passing a specific date as $1 (e.g. ./test_run_tensor_batch.sh 2026-06-18)
|
||||
# Or default to all dates 2026-06-10 through 2026-06-19
|
||||
if [ -n "${1:-}" ]; then
|
||||
dates=("$1")
|
||||
dates=("$1")
|
||||
else
|
||||
dates=(
|
||||
"2026-06-10" "2026-06-11" "2026-06-12" "2026-06-13" "2026-06-14"
|
||||
@@ -2,15 +2,19 @@
|
||||
set -u
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
export PYTHONPATH="$SCRIPT_DIR/src"
|
||||
if [ -d "$SCRIPT_DIR/../src" ]; then
|
||||
PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
|
||||
else
|
||||
PROJECT_ROOT="$SCRIPT_DIR"
|
||||
fi
|
||||
cd "$PROJECT_ROOT"
|
||||
export PYTHONPATH="$PROJECT_ROOT/src"
|
||||
|
||||
# Use project-local venv if available
|
||||
if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
|
||||
PYTHON="$SCRIPT_DIR/venv/bin/python"
|
||||
if [ -f "$PROJECT_ROOT/venv/bin/python" ]; then
|
||||
PYTHON="$PROJECT_ROOT/venv/bin/python"
|
||||
else
|
||||
PYTHON="python3"
|
||||
fi
|
||||
|
||||
dates=(
|
||||
"2026-05-23"
|
||||
)
|
||||
@@ -2,9 +2,19 @@
|
||||
set -euo pipefail
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
export PYTHONPATH="$SCRIPT_DIR/src"
|
||||
PYTHON="python3"
|
||||
if [ -d "$SCRIPT_DIR/../src" ]; then
|
||||
PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
|
||||
else
|
||||
PROJECT_ROOT="$SCRIPT_DIR"
|
||||
fi
|
||||
cd "$PROJECT_ROOT"
|
||||
export PYTHONPATH="$PROJECT_ROOT/src"
|
||||
|
||||
if [ -f "$PROJECT_ROOT/venv/bin/python" ]; then
|
||||
PYTHON="$PROJECT_ROOT/venv/bin/python"
|
||||
else
|
||||
PYTHON="python3"
|
||||
fi
|
||||
dates=(
|
||||
"2026-05-24"
|
||||
)
|
||||
@@ -2,15 +2,19 @@
|
||||
set -euo pipefail
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
export PYTHONPATH="$SCRIPT_DIR/src"
|
||||
if [ -d "$SCRIPT_DIR/../src" ]; then
|
||||
PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
|
||||
else
|
||||
PROJECT_ROOT="$SCRIPT_DIR"
|
||||
fi
|
||||
cd "$PROJECT_ROOT"
|
||||
export PYTHONPATH="$PROJECT_ROOT/src"
|
||||
|
||||
# Use project-local venv if available
|
||||
if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
|
||||
PYTHON="$SCRIPT_DIR/venv/bin/python"
|
||||
if [ -f "$PROJECT_ROOT/venv/bin/python" ]; then
|
||||
PYTHON="$PROJECT_ROOT/venv/bin/python"
|
||||
else
|
||||
PYTHON="python3"
|
||||
fi
|
||||
|
||||
dates=(
|
||||
"2026-06-06"
|
||||
)
|
||||
@@ -2,9 +2,19 @@
|
||||
set -euo pipefail
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
export PYTHONPATH="$SCRIPT_DIR/src"
|
||||
PYTHON="python3"
|
||||
if [ -d "$SCRIPT_DIR/../src" ]; then
|
||||
PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
|
||||
else
|
||||
PROJECT_ROOT="$SCRIPT_DIR"
|
||||
fi
|
||||
cd "$PROJECT_ROOT"
|
||||
export PYTHONPATH="$PROJECT_ROOT/src"
|
||||
|
||||
if [ -f "$PROJECT_ROOT/venv/bin/python" ]; then
|
||||
PYTHON="$PROJECT_ROOT/venv/bin/python"
|
||||
else
|
||||
PYTHON="python3"
|
||||
fi
|
||||
dates=(
|
||||
"2026-06-16"
|
||||
)
|
||||
@@ -2,9 +2,19 @@
|
||||
set -euo pipefail
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
export PYTHONPATH="$SCRIPT_DIR/src"
|
||||
PYTHON="python3"
|
||||
if [ -d "$SCRIPT_DIR/../src" ]; then
|
||||
PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
|
||||
else
|
||||
PROJECT_ROOT="$SCRIPT_DIR"
|
||||
fi
|
||||
cd "$PROJECT_ROOT"
|
||||
export PYTHONPATH="$PROJECT_ROOT/src"
|
||||
|
||||
if [ -f "$PROJECT_ROOT/venv/bin/python" ]; then
|
||||
PYTHON="$PROJECT_ROOT/venv/bin/python"
|
||||
else
|
||||
PYTHON="python3"
|
||||
fi
|
||||
dates=(
|
||||
"2026-06-18"
|
||||
)
|
||||
Reference in new issue
Block a user