WIP:train&predict

Makefile

 train1:
 	python3 src/yolov5/train.py --img 640 --batch 16 --epochs 3 --data my-drone.yaml --weights projects/Detect_drone/exp27/weights/best.pt
+
+detect1:
+	python3 src/yolov5/detect.py --weights src/yolov5/runs/train/exp13/weights/best.pt --source data/videos/VID_20220208_150059.mp4
+
+detect2:
+	python3 src/yolov5/detect.py --weights src/yolov5/runs/train/exp13/weights/best.pt --source data/videos/2022-02-15-154943.mp4
\ No newline at end of file

wandb/debug-internal.log

-run-20220221_193329-32rw10gx/logs/debug-internal.log
+run-20220221_203420-gh6j8pdb/logs/debug-internal.log
\ No newline at end of file

wandb/debug.log

-run-20220221_193329-32rw10gx/logs/debug.log
+run-20220221_203420-gh6j8pdb/logs/debug.log
\ No newline at end of file

wandb/latest-run

-run-20220221_193329-32rw10gx
+run-20220221_203420-gh6j8pdb
\ No newline at end of file

wandb/run-20220221_203420-gh6j8pdb/files/conda-environment.yaml

+name: PFE
+channels:
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=main
+  - _openmp_mutex=4.5=1_gnu
+  - bzip2=1.0.8=h7b6447c_0
+  - ca-certificates=2021.10.26=h06a4308_2
+  - certifi=2021.10.8=py38h06a4308_2
+  - ld_impl_linux-64=2.35.1=h7274673_9
+  - libffi=3.3=he6710b0_2
+  - libgcc-ng=9.3.0=h5101ec6_17
+  - libgomp=9.3.0=h5101ec6_17
+  - libstdcxx-ng=9.3.0=hd4cf53a_17
+  - libuuid=1.0.3=h7f8727e_2
+  - ncurses=6.3=h7f8727e_2
+  - openssl=1.1.1m=h7f8727e_0
+  - pip=21.2.4=py38h06a4308_0
+  - python=3.8.12=h12debd9_0
+  - readline=8.1.2=h7f8727e_1
+  - setuptools=58.0.4=py38h06a4308_0
+  - sqlite=3.37.2=hc218d9a_0
+  - tk=8.6.11=h1ccaba5_0
+  - tzdata=2021e=hda174b7_0
+  - wheel=0.37.1=pyhd3eb1b0_0
+  - xz=5.2.5=h7b6447c_0
+  - zlib=1.2.11=h7f8727e_4
+  - pip:
+    - absl-py==1.0.0
+    - astunparse==1.6.3
+    - cachetools==5.0.0
+    - charset-normalizer==2.0.11
+    - click==8.0.3
+    - cycler==0.11.0
+    - docker-pycreds==0.4.0
+    - flatbuffers==2.0
+    - fonttools==4.29.1
+    - gast==0.5.3
+    - gitdb==4.0.9
+    - gitpython==3.1.26
+    - google-auth==2.6.0
+    - google-auth-oauthlib==0.4.6
+    - google-pasta==0.2.0
+    - grpcio==1.43.0
+    - h5py==3.6.0
+    - idna==3.3
+    - importlib-metadata==4.10.1
+    - keras==2.8.0
+    - keras-preprocessing==1.1.2
+    - kiwisolver==1.3.2
+    - libclang==13.0.0
+    - markdown==3.3.6
+    - matplotlib==3.5.1
+    - numpy==1.22.2
+    - oauthlib==3.2.0
+    - opencv-python==4.5.5.62
+    - opt-einsum==3.3.0
+    - packaging==21.3
+    - pandas==1.4.0
+    - pathtools==0.1.2
+    - pillow==9.0.1
+    - promise==2.3
+    - protobuf==3.19.4
+    - psutil==5.9.0
+    - pyparsing==3.0.7
+    - python-dateutil==2.8.2
+    - pytz==2021.3
+    - pyyaml==6.0
+    - requests==2.27.1
+    - requests-oauthlib==1.3.1
+    - rsa==4.8
+    - scipy==1.8.0
+    - seaborn==0.11.2
+    - sentry-sdk==1.5.5
+    - shortuuid==1.0.8
+    - six==1.16.0
+    - smmap==5.0.0
+    - tensorboard==2.8.0
+    - tensorboard-data-server==0.6.1
+    - tensorboard-plugin-wit==1.8.1
+    - tensorflow==2.8.0
+    - tensorflow-io-gcs-filesystem==0.24.0
+    - termcolor==1.1.0
+    - tf-estimator-nightly==2.8.0.dev2021122109
+    - thop==0.0.31-2005241907
+    - torch==1.10.2+cpu
+    - torchaudio==0.10.2+cpu
+    - torchvision==0.11.3+cpu
+    - tqdm==4.62.3
+    - urllib3==1.26.8
+    - wandb==0.12.10
+    - werkzeug==2.0.3
+    - wrapt==1.13.3
+    - yaspin==2.1.0
+    - zipp==3.7.0
+prefix: /opt/anaconda/envs/PFE

wandb/run-20220221_203420-gh6j8pdb/files/config.yaml

+wandb_version: 1
+
+_wandb:
+  desc: null
+  value:
+    bounding_box/class_labels:
+      BoundingBoxDebugger_wandb_delimeter_predictions:
+        key: BoundingBoxDebugger_wandb_delimeter_predictions
+        type: bounding_box/class_labels
+        value:
+          '0': Drone
+    cli_version: 0.12.10
+    framework: torch
+    is_jupyter_run: false
+    is_kaggle_kernel: false
+    python_version: 3.8.12
+    start_time: 1645472060
+    t:
+      1:
+      - 1
+      - 2
+      - 3
+      2:
+      - 1
+      - 2
+      - 3
+      3:
+      - 2
+      - 16
+      4: 3.8.12
+      5: 0.12.10
+      8:
+      - 5
+artifact_alias:
+  desc: null
+  value: latest
+batch_size:
+  desc: null
+  value: 16
+bbox_interval:
+  desc: null
+  value: -1
+bucket:
+  desc: null
+  value: ''
+cache:
+  desc: null
+  value: null
+cfg:
+  desc: null
+  value: ''
+cos_lr:
+  desc: null
+  value: false
+data:
+  desc: null
+  value: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/src/yolov5/data/my-drone.yaml
+data_dict:
+  desc: null
+  value:
+    names:
+    - Drone
+    nc: 1
+    path: ../../data
+    test: null
+    train: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/train.txt
+    val: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/val.txt
+device:
+  desc: null
+  value: ''
+entity:
+  desc: null
+  value: null
+epochs:
+  desc: null
+  value: 3
+evolve:
+  desc: null
+  value: null
+exist_ok:
+  desc: null
+  value: false
+freeze:
+  desc: null
+  value:
+  - 0
+hyp:
+  desc: null
+  value:
+    anchor_t: 4.0
+    box: 0.05
+    cls: 0.5
+    cls_pw: 1.0
+    copy_paste: 0.0
+    degrees: 0.0
+    fl_gamma: 0.0
+    fliplr: 0.5
+    flipud: 0.0
+    hsv_h: 0.015
+    hsv_s: 0.7
+    hsv_v: 0.4
+    iou_t: 0.2
+    lr0: 0.01
+    lrf: 0.1
+    mixup: 0.0
+    momentum: 0.937
+    mosaic: 1.0
+    obj: 1.0
+    obj_pw: 1.0
+    perspective: 0.0
+    scale: 0.5
+    shear: 0.0
+    translate: 0.1
+    warmup_bias_lr: 0.1
+    warmup_epochs: 3.0
+    warmup_momentum: 0.8
+    weight_decay: 0.0005
+image_weights:
+  desc: null
+  value: false
+imgsz:
+  desc: null
+  value: 640
+label_smoothing:
+  desc: null
+  value: 0.0
+local_rank:
+  desc: null
+  value: -1
+multi_scale:
+  desc: null
+  value: false
+name:
+  desc: null
+  value: exp
+noautoanchor:
+  desc: null
+  value: false
+nosave:
+  desc: null
+  value: false
+noval:
+  desc: null
+  value: false
+optimizer:
+  desc: null
+  value: SGD
+patience:
+  desc: null
+  value: 100
+project:
+  desc: null
+  value: src/yolov5/runs/train
+quad:
+  desc: null
+  value: false
+rect:
+  desc: null
+  value: false
+resume:
+  desc: null
+  value: false
+save_dir:
+  desc: null
+  value: src/yolov5/runs/train/exp13
+save_period:
+  desc: null
+  value: -1
+single_cls:
+  desc: null
+  value: false
+sync_bn:
+  desc: null
+  value: false
+upload_dataset:
+  desc: null
+  value: false
+weights:
+  desc: null
+  value: projects/Detect_drone/exp27/weights/best.pt
+workers:
+  desc: null
+  value: 8