feat: implement K{coop}-L{floor} standard, smart discovery, multi-coop runner, and move test runs to test_run_folder

README.md

@@ -24,6 +24,7 @@ visual.
 
 ```text
 configs/
+  K1-L1.yaml .. K5-L2.yaml       ← Standard floor configurations (K1-L1 to K5-L2)
   cameras/example_camera.yaml
   cycle7_batch.yaml
   cycle7_batch_optimized.yaml
@@ -49,6 +50,9 @@ src/chicken_counter/
 dashboard.py
 export_engine.py
 export_excel_report.py
+run_all_coops.sh                 ← Master multi-coop batch runner
+start_dashboard.sh               ← Live dashboard launcher
+test_run_folder/                 ← Archive of test run scripts and logs
 ```
 
 ## Install

RUN.md

@@ -34,6 +34,7 @@ venv/bin/pip install -r requirements.txt
 ```text
 chicken-counting-sukawarna-det/
 ├── configs/
+│   ├── K1-L1.yaml .. K5-L2.yaml      ← Standard floor configurations (K1-L1 to K5-L2)
 │   ├── cycle7_batch_optimized.yaml   ← Main batch processing config
 │   ├── cycle7_batch.yaml             ← Alternate batch config
 │   ├── mortality_config.yaml         ← Mortality (carcass) detection config
@@ -50,9 +51,9 @@ chicken-counting-sukawarna-det/
 ├── dashboard.py                      ← Live API + Dashboard server
 ├── export_engine.py                  ← Manual TensorRT export utility
 ├── export_excel_report.py            ← Excel reporting & analytics generator
+├── run_all_coops.sh                  ← Master multi-coop batch runner (K1-L1 to K5-L2)
 ├── start_dashboard.sh                ← Portable dashboard launcher ← USE THIS
-├── test_run_mortality.sh             ← Run mortality detection
+├── test_run_folder/                  ← Archive of test run scripts and logs
-├── test_run.sh                       ← Run batch processing all dates
 └── requirements.txt
 ```
 
@@ -76,47 +77,33 @@ Put your model files in the `models/` directory.
 
 ### A — Batch Video Processing (Daily Chicken Count)
 
-Place input videos under the `VIDEOS` folder adjacent to the project:
+Place input videos under the `VIDEOS` folder adjacent to the project following the `K{coop}-L{floor}` format:
 
 ```text
-../VIDEOS/cycle7/kandang-atas/
+../VIDEOS/cycle7/
+  K1-L1/
     2026-06-18/
-    kandang_1_camera_1_2026-06-18_120056.mp4
+      K1-L1_cam1_2026-06-18_120056.mp4
-    kandang_1_camera_2_2026-06-18_120456.mp4
+      K1-L1_cam2_2026-06-18_120456.mp4
-    ...
+      K1-L1_cam3_2026-06-18_121012.mp4
+      K1-L1_cam4_2026-06-18_121530.mp4
 ```
 
 Then run:
 
 ```bash
-# Run all dates (multi-process mode)
+# Run all coops (10 floors: K1-L1 to K5-L2) for a specific date
-./test_run.sh
+./run_all_coops.sh 2026-06-18
 
-# Run all dates (Tensor Batching mode)
+# Run a specific floor (e.g. Kandang 1 Lantai 1)
-./test_run_tensor_batch.sh
-
-# Run all dates (Hybrid mode: Threaded CPU + Batched GPU)
-./test_run_hybrid.sh
-
-# Run a specific date (4 cameras in parallel)
 PYTHONPATH=src venv/bin/python -m chicken_counter.cli batch \
-  --config configs/cycle7_batch_optimized.yaml \
+  --config configs/K1-L1.yaml \
   --date 2026-06-18
 
-# Run a specific date using Model-Level Tensor Batching
+# Run archive scripts in test_run_folder
-PYTHONPATH=src venv/bin/python -m chicken_counter.cli batch \
+./test_run_folder/test_run.sh
-  --config configs/cycle7_batch_optimized.yaml \
+./test_run_folder/test_run_tensor_batch.sh
-  --date 2026-06-18 \
+./test_run_folder/test_run_hybrid.sh
-  --mode tensor_batching
-
-# Run a specific date using Hybrid Execution Mode
-PYTHONPATH=src venv/bin/python -m chicken_counter.cli batch \
-  --config configs/cycle7_batch_optimized.yaml \
-  --date 2026-06-18 \
-  --mode hybrid
-
-# Run with video output enabled
-./test_run_video_2026-06-18.sh
 ```
 
 Output is saved in `../VIDEOS/cycle7/kandang-atas/2026-06-18/output/`.

configs/K1-L1.yaml

@@ -0,0 +1,186 @@
+batch:
+  root_dir: ../VIDEOS/cycle7/K1-L1
+  camera_glob: '*cam{num}_*.mp4'
+  output_subdir: output
+  compress_max_mb: 200
+  delete_intermediate: false
+  checkpoint_every_n_frames: 3000
+  location: K1-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

configs/K1-L2.yaml

@@ -0,0 +1,186 @@
+batch:
+  root_dir: ../VIDEOS/cycle7/K1-L2
+  camera_glob: '*cam{num}_*.mp4'
+  output_subdir: output
+  compress_max_mb: 200
+  delete_intermediate: false
+  checkpoint_every_n_frames: 3000
+  location: K1-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

configs/K2-L1.yaml

@@ -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
+    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

configs/K2-L2.yaml

@@ -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
+    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

configs/K3-L1.yaml

@@ -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
+      - 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

configs/K3-L2.yaml

@@ -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
+      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

configs/K4-L1.yaml

@@ -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
+    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

configs/K4-L2.yaml

@@ -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

configs/K5-L1.yaml

@@ -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

configs/K5-L2.yaml

@@ -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

run_all_coops.sh

@@ -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 "================================================================="

src/chicken_counter/batch_discovery.py

@@ -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)
+        num = preset.camera_num
-        matches = sorted(day_dir.glob(pattern))
+        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]
 

test_run_folder/test_run.sh

@@ -2,14 +2,19 @@
 set -u
 
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-export PYTHONPATH="$SCRIPT_DIR/src"
+if [ -d "$SCRIPT_DIR/../src" ]; then
-# Use project-local venv if available
+    PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
-if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
+else
-    PYTHON="$SCRIPT_DIR/venv/bin/python"
+    PROJECT_ROOT="$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"

test_run_folder/test_run_hybrid.sh

@@ -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 "$PROJECT_ROOT/venv/bin/python" ]; then
-if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
+    PYTHON="$PROJECT_ROOT/venv/bin/python"
-    PYTHON="$SCRIPT_DIR/venv/bin/python"
 else
     PYTHON="python3"
 fi
-
+dates=("$1")
-# 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")
 else
     dates=(
         "2026-06-10" "2026-06-11" "2026-06-12" "2026-06-13" "2026-06-14"

test_run_folder/test_run_tensor_batch.sh

@@ -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 "$PROJECT_ROOT/venv/bin/python" ]; then
-if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
+    PYTHON="$PROJECT_ROOT/venv/bin/python"
-    PYTHON="$SCRIPT_DIR/venv/bin/python"
 else
     PYTHON="python3"
 fi
-
+dates=("$1")
-# 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")
 else
     dates=(
         "2026-06-10" "2026-06-11" "2026-06-12" "2026-06-13" "2026-06-14"

test_run_folder/test_run_video_2026-05-23.sh

@@ -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 "$PROJECT_ROOT/venv/bin/python" ]; then
-if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
+    PYTHON="$PROJECT_ROOT/venv/bin/python"
-    PYTHON="$SCRIPT_DIR/venv/bin/python"
 else
     PYTHON="python3"
 fi
-
 dates=(
     "2026-05-23"
 )

test_run_folder/test_run_video_2026-05-24.sh

@@ -2,9 +2,19 @@
 set -euo pipefail
 
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-export PYTHONPATH="$SCRIPT_DIR/src"
+if [ -d "$SCRIPT_DIR/../src" ]; then
-PYTHON="python3"
+    PROJECT_ROOT="$(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"
 )

test_run_folder/test_run_video_2026-06-06.sh

@@ -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 "$PROJECT_ROOT/venv/bin/python" ]; then
-if [ -f "$SCRIPT_DIR/venv/bin/python" ]; then
+    PYTHON="$PROJECT_ROOT/venv/bin/python"
-    PYTHON="$SCRIPT_DIR/venv/bin/python"
 else
     PYTHON="python3"
 fi
-
 dates=(
     "2026-06-06"
 )

test_run_folder/test_run_video_2026-06-16.sh

@@ -2,9 +2,19 @@
 set -euo pipefail
 
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-export PYTHONPATH="$SCRIPT_DIR/src"
+if [ -d "$SCRIPT_DIR/../src" ]; then
-PYTHON="python3"
+    PROJECT_ROOT="$(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"
 )

test_run_folder/test_run_video_2026-06-18.sh

@@ -2,9 +2,19 @@
 set -euo pipefail
 
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-export PYTHONPATH="$SCRIPT_DIR/src"
+if [ -d "$SCRIPT_DIR/../src" ]; then
-PYTHON="python3"
+    PROJECT_ROOT="$(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"
 )