diff --git a/Makefile b/Makefile
index 00dc64d7cf5a743c1fc074f9b8fcebb85c2a3e22..0c15406b9abbb91285db44608f7d774be04013d6 100644
--- a/Makefile
+++ b/Makefile
@@ -1,2 +1,8 @@
 train1:
-	python3 src/yolov5/train.py --img 640 --batch 16 --epochs 3 --data my-drone.yaml --weights projects/Detect_drone/exp27/weights/best.pt
\ No newline at end of file
+	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
diff --git a/data/train.cache b/data/train.cache
new file mode 100644
index 0000000000000000000000000000000000000000..173832de4101d110b56bb00dc2b465d8470b91fe
Binary files /dev/null and b/data/train.cache differ
diff --git a/data/val.cache b/data/val.cache
new file mode 100644
index 0000000000000000000000000000000000000000..173832de4101d110b56bb00dc2b465d8470b91fe
Binary files /dev/null and b/data/val.cache differ
diff --git a/wandb/debug-internal.log b/wandb/debug-internal.log
index f65458780ae97f1657e74897cf3b7bc3fd6c5aaa..451d4780d279eb4eb35ff016a40abe7898da8b03 120000
--- a/wandb/debug-internal.log
+++ b/wandb/debug-internal.log
@@ -1 +1 @@
-run-20220221_193329-32rw10gx/logs/debug-internal.log
\ No newline at end of file
+run-20220221_203420-gh6j8pdb/logs/debug-internal.log
\ No newline at end of file
diff --git a/wandb/debug.log b/wandb/debug.log
index 7c223c9933a63db8fef35952443ca93a98a529d9..217166eca94b8e4188603f24740f0f24236f9743 120000
--- a/wandb/debug.log
+++ b/wandb/debug.log
@@ -1 +1 @@
-run-20220221_193329-32rw10gx/logs/debug.log
\ No newline at end of file
+run-20220221_203420-gh6j8pdb/logs/debug.log
\ No newline at end of file
diff --git a/wandb/latest-run b/wandb/latest-run
index 1e6a8d56cf6437a4b0cc55aea93c3f1cd88710d7..3bb330338fcb93ac64f2f7ab97234233dc99e3fb 120000
--- a/wandb/latest-run
+++ b/wandb/latest-run
@@ -1 +1 @@
-run-20220221_193329-32rw10gx
\ No newline at end of file
+run-20220221_203420-gh6j8pdb
\ No newline at end of file
diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/conda-environment.yaml b/wandb/run-20220221_203420-gh6j8pdb/files/conda-environment.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f53d20f80eae3aa77dcece32f61d77e894ff2867
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/conda-environment.yaml
@@ -0,0 +1,96 @@
+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
diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/config.yaml b/wandb/run-20220221_203420-gh6j8pdb/files/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e369028a9d15d846676f7cd29e9c82f001dba005
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/config.yaml
@@ -0,0 +1,183 @@
+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:
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+    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
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_10.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_10.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9ce0f8886cfbc9a938350e50ac27bfb41e44997
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_10.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_100.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_100.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..97333e342c1d3f7aee4d2420019471f09b5994d4
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_100.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_110.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_110.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..f89edb361bb1455e645e7c740826eb807d8ae1f1
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_110.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_120.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_120.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..52d8f0eee3e82467b89242bb3aed1e763060208e
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_120.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_130.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_130.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..00c4b1c9f77e83f066d8d41caca12b96de281c93
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_130.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_140.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_140.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..b9c2daf59074c213f119da1e710c5316dbe3274d
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_140.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_150.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_150.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..eec86cb35bd34c932cc4ba65a6d8b51e1749e045
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_150.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_20.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_20.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..90dbbb2d4b90fb2ae2a834e8ae1de6eecff66b46
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_20.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_30.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_30.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d8d6919948a6a92571d35178e090c6969237407
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_30.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_40.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_40.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..362453f393fee68ffd2835e47b2bf6a89a7c836b
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_40.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_50.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_50.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..f7ebe86f57783dbad85eadecd81695624ac0f44e
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_50.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_60.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_60.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..130455582a88ac8d719cd095d96ca6be464c8a1a
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_60.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_70.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_70.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..b3aa1c7f8c3237d4159a91746803b84706d0910f
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_70.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_80.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_80.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..c68456eec6795e61ddbac068dc2793b0f3b578ed
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_80.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_90.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_90.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..759866d8eee4a7268e922eef945d11b1096005f9
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_0_90.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_00.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_00.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..6fd88f8087e927ccff187566d0b60106e115f054
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_00.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_10.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_10.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..563e97ded0b5eb981ad8c99e75180cf50b030149
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_10.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_100.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_100.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ec7cf1a8f4200b76496cc0a517b054fddd7c289
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_100.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_110.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_110.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..0018c0fbd35957ce8feacb1f8440fb0dbcacda3c
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_110.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_120.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_120.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4a535c9a270002ffcc593553c3eca3ef3c4adf3
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_120.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_130.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_130.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..b36aa25b17e1d28d1a64c1b7660f3ef246f755c0
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_130.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_140.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_140.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..080cd135581c2df70e1e8ac703d70ae91302b14b
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_140.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_150.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_150.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..6276de617868a2f846fab69c1f3ba31d5e2a973c
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_150.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_20.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_20.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..228499405fc04897fd861745cd90dd7e329f1718
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_20.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_30.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_30.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..f93a8a0e1cd38c54759946479dd6121f00b5dfa3
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_30.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_40.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_40.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..a4794db6da28ad9b91d37c962fb662af8fc07716
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_40.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_50.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_50.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..abbe9308e33304ece3c9d8a36dcd374e022a9d73
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_50.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_60.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_60.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..967b15c20b13c1cb72461dd26526c94cebbf69d3
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_60.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_70.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_70.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..1feb916de59e62e7efbfd53e141186610a356137
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_70.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..e598e8a5149fd7bdd99dbab8b62f75b7b6bb7ed4
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_90.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_90.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..1503d47e60a5e70b5dd69ca426f688ad55e15d63
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_1_90.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_00.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_00.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e396abea5fbca05e2dc64a46e6adc187704f45e
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_00.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_10.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_10.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f6844b1f0c4d10c9f480b7d3b21f26b97f3052d
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_10.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_100.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_100.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..398c2733ab8e2297283a82b2b4953a01aeead009
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_100.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_110.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_110.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..e1a36afd5c514f0cdb520f15b20888fc227012ee
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_110.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_120.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_120.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..babc0f61fcdf10cb7b2cb427b6feb2530f8032f1
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_120.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_130.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_130.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..b9ad7b86ea13007da11c42b276d0eb9383505ede
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_130.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_140.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_140.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..57ce9e664a12f7e69982743f5e7b08d71fa9804e
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_140.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_150.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_150.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..7d7c232d418a0d5737f5c07787bf20aa8b41ac73
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_150.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_20.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_20.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..b41b56d82e9249190a5da74cda9efefd003f01f0
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_20.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_30.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_30.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9b6ad1a4e8e0f1a70ee79ce36e3a58a2497a73d
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_30.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_40.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_40.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d7690a58fb719350af5429e4ecfb22d90869ee4
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_40.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_50.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_50.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..5124941a71e473887e09f237f176e1161aa6b358
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_50.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_60.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_60.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..90c83f32bd19d7571cdcdf972d2c24c48f2b66c4
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_60.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_70.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_70.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..17f7f8f392456f3062b49511b78995b4d41f039b
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_70.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_80.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_80.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..028e6b6b526accdd2406e9b32104553d04ed547d
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_80.boxes2D.json
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_90.boxes2D.json b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_90.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..43559ac36da12d811336aab175a3a761f7be67b5
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/media/metadata/boxes2D/BoundingBoxDebugger_2_90.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/output.log b/wandb/run-20220221_203420-gh6j8pdb/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..dc0280124129479ce92d5a42e50cdea29f757bdc
--- /dev/null
+++ b/wandb/run-20220221_203420-gh6j8pdb/files/output.log
@@ -0,0 +1,364 @@
+                 from  n    params  module                                  arguments
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+ 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]
+ 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']
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+ 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]
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+ 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']
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+ 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]
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+ 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]
+ 24      [17, 20, 23]  1     16182  models.yolo.Detect                      [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
+Model Summary: 283 layers, 7063542 parameters, 7063542 gradients, 16.4 GFLOPs
+Transferred 361/361 items from projects/Detect_drone/exp27/weights/best.pt
+Scaled weight_decay = 0.0005
+optimizer: SGD with parameter groups 59 weight (no decay), 62 weight, 62 bias
+train: Scanning '/home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/train' images and labels...970 found, 0 missing, 0 empty, 0 corrupt: 100%|█████████████████████████████| 970/970 [00:00<00:00, 10835.28it/s]
+train: New cache created: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/train.cache
+val: Scanning '/home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/val' images and labels...970 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████████████████████████████| 970/970 [00:00<00:00, 5060.88it/s]
+val: New cache created: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/val.cache
+Plotting labels to src/yolov5/runs/train/exp13/labels.jpg...
+AutoAnchor: 4.24 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
+Image sizes 640 train, 640 val
+Using 8 dataloader workers
+Logging results to src/yolov5/runs/train/exp13
+Starting training for 3 epochs...
+     Epoch   gpu_mem       box       obj       cls    labels  img_size
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+               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100%|██████████| 31/31 [01:35<00:00,  3.07s/it]
+                 all        970       2679      0.799      0.678       0.75      0.356
+     Epoch   gpu_mem       box       obj       cls    labels  img_size
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+               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100%|██████████| 31/31 [01:52<00:00,  3.63s/it]
+                 all        970       2679       0.94      0.816       0.88      0.519
+     Epoch   gpu_mem       box       obj       cls    labels  img_size
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+               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100%|██████████| 31/31 [02:29<00:00,  4.83s/it]
+                 all        970       2679      0.931      0.825      0.897      0.542
+3 epochs completed in 0.528 hours.
+Optimizer stripped from src/yolov5/runs/train/exp13/weights/last.pt, 14.5MB
+Optimizer stripped from src/yolov5/runs/train/exp13/weights/best.pt, 14.5MB
+Validating src/yolov5/runs/train/exp13/weights/best.pt...
+Fusing layers...
+Model Summary: 224 layers, 7053910 parameters, 0 gradients, 16.3 GFLOPs
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+               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100%|██████████| 31/31 [02:18<00:00,  4.48s/it]
+                 all        970       2679      0.932      0.825      0.897      0.542
+wandb: WARNING Calling wandb.login() after wandb.init() has no effect.
+wandb: WARNING Calling wandb.login() after wandb.init() has no effect.
\ No newline at end of file
diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/requirements.txt b/wandb/run-20220221_203420-gh6j8pdb/files/requirements.txt
new file mode 100644
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+    "codePath": "src/yolov5/train.py",
+    "git": {
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+        "commit": "9fe3360b9b277716f4161e65704ee3c43ffdccf2"
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/files/wandb-summary.json b/wandb/run-20220221_203420-gh6j8pdb/files/wandb-summary.json
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+2022-02-21 20:54:37,148 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,149 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/metadata/boxes2D/BoundingBoxDebugger_1_70.boxes2D.json with policy now
+2022-02-21 20:54:37,149 DEBUG   SenderThread:42700 [sender.py:send():235] send: config
+2022-02-21 20:54:37,150 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,150 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/images/BoundingBoxDebugger_1_8.png with policy now
+2022-02-21 20:54:37,167 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,176 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json with policy now
+2022-02-21 20:54:37,207 DEBUG   SenderThread:42700 [sender.py:send():235] send: config
+2022-02-21 20:54:37,208 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,208 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/images/BoundingBoxDebugger_1_9.png with policy now
+2022-02-21 20:54:37,209 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,209 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/metadata/boxes2D/BoundingBoxDebugger_1_90.boxes2D.json with policy now
+2022-02-21 20:54:37,226 DEBUG   SenderThread:42700 [sender.py:send():235] send: config
+2022-02-21 20:54:37,232 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,234 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/images/BoundingBoxDebugger_1_10.png with policy now
+2022-02-21 20:54:37,241 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,241 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/metadata/boxes2D/BoundingBoxDebugger_1_100.boxes2D.json with policy now
+2022-02-21 20:54:37,287 DEBUG   SenderThread:42700 [sender.py:send():235] send: config
+2022-02-21 20:54:37,287 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,287 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/images/BoundingBoxDebugger_1_11.png with policy now
+2022-02-21 20:54:37,302 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,303 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/metadata/boxes2D/BoundingBoxDebugger_1_110.boxes2D.json with policy now
+2022-02-21 20:54:37,304 DEBUG   SenderThread:42700 [sender.py:send():235] send: config
+2022-02-21 20:54:37,304 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,304 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/images/BoundingBoxDebugger_1_12.png with policy now
+2022-02-21 20:54:37,305 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,305 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/metadata/boxes2D/BoundingBoxDebugger_1_120.boxes2D.json with policy now
+2022-02-21 20:54:37,306 DEBUG   SenderThread:42700 [sender.py:send():235] send: config
+2022-02-21 20:54:37,307 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,307 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/images/BoundingBoxDebugger_1_13.png with policy now
+2022-02-21 20:54:37,308 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,308 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/metadata/boxes2D/BoundingBoxDebugger_1_130.boxes2D.json with policy now
+2022-02-21 20:54:37,319 DEBUG   SenderThread:42700 [sender.py:send():235] send: config
+2022-02-21 20:54:37,320 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,320 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/images/BoundingBoxDebugger_1_14.png with policy now
+2022-02-21 20:54:37,321 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,322 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/metadata/boxes2D/BoundingBoxDebugger_1_140.boxes2D.json with policy now
+2022-02-21 20:54:37,323 DEBUG   SenderThread:42700 [sender.py:send():235] send: config
+2022-02-21 20:54:37,324 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,324 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/images/BoundingBoxDebugger_1_15.png with policy now
+2022-02-21 20:54:37,327 DEBUG   SenderThread:42700 [sender.py:send():235] send: files
+2022-02-21 20:54:37,327 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file media/metadata/boxes2D/BoundingBoxDebugger_1_150.boxes2D.json with policy now
+2022-02-21 20:54:37,357 DEBUG   SenderThread:42700 [sender.py:send():235] send: config
+2022-02-21 20:54:37,357 DEBUG   SenderThread:42700 [sender.py:send():235] send: history
+2022-02-21 20:54:37,358 DEBUG   SenderThread:42700 [sender.py:send():235] send: summary
+2022-02-21 20:54:37,359 INFO    SenderThread:42700 [sender.py:_save_file():944] saving file wandb-summary.json with policy end
+2022-02-21 20:54:37,359 DEBUG   SenderThread:42700 [sender.py:send_request():249] send_request: stop_status
+2022-02-21 20:54:37,891 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/wandb-summary.json
+2022-02-21 20:54:40,677 DEBUG   HandlerThread:42700 [handler.py:handle_request():131] handle_request: stop_status
+2022-02-21 20:54:40,896 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/output.log
+2022-02-21 20:54:48,055 DEBUG   SenderThread:42700 [sender.py:send():235] send: stats
+2022-02-21 20:54:48,069 DEBUG   SenderThread:42700 [sender.py:send_request():249] send_request: stop_status
+2022-02-21 20:54:48,908 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/output.log
+2022-02-21 20:54:50,634 ERROR   Thread-58 :42700 [retry.py:__call__():126] Retry attempt failed:
+Traceback (most recent call last):
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 703, in urlopen
+    httplib_response = self._make_request(
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 449, in _make_request
+    six.raise_from(e, None)
+  File "<string>", line 3, in raise_from
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 444, in _make_request
+    httplib_response = conn.getresponse()
+  File "/opt/anaconda/envs/PFE/lib/python3.8/http/client.py", line 1348, in getresponse
+    response.begin()
+  File "/opt/anaconda/envs/PFE/lib/python3.8/http/client.py", line 316, in begin
+    version, status, reason = self._read_status()
+  File "/opt/anaconda/envs/PFE/lib/python3.8/http/client.py", line 285, in _read_status
+    raise RemoteDisconnected("Remote end closed connection without"
+http.client.RemoteDisconnected: Remote end closed connection without response
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/adapters.py", line 440, in send
+    resp = conn.urlopen(
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 785, in urlopen
+    retries = retries.increment(
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/util/retry.py", line 550, in increment
+    raise six.reraise(type(error), error, _stacktrace)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/packages/six.py", line 769, in reraise
+    raise value.with_traceback(tb)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 703, in urlopen
+    httplib_response = self._make_request(
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 449, in _make_request
+    six.raise_from(e, None)
+  File "<string>", line 3, in raise_from
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 444, in _make_request
+    httplib_response = conn.getresponse()
+  File "/opt/anaconda/envs/PFE/lib/python3.8/http/client.py", line 1348, in getresponse
+    response.begin()
+  File "/opt/anaconda/envs/PFE/lib/python3.8/http/client.py", line 316, in begin
+    version, status, reason = self._read_status()
+  File "/opt/anaconda/envs/PFE/lib/python3.8/http/client.py", line 285, in _read_status
+    raise RemoteDisconnected("Remote end closed connection without"
+urllib3.exceptions.ProtocolError: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/sdk/lib/retry.py", line 102, in __call__
+    result = self._call_fn(*args, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/sdk/internal/internal_api.py", line 140, in execute
+    return self.client.execute(*args, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/vendor/gql-0.2.0/gql/client.py", line 52, in execute
+    result = self._get_result(document, *args, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/vendor/gql-0.2.0/gql/client.py", line 60, in _get_result
+    return self.transport.execute(document, *args, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/vendor/gql-0.2.0/gql/transport/requests.py", line 38, in execute
+    request = requests.post(self.url, **post_args)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/api.py", line 117, in post
+    return request('post', url, data=data, json=json, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/api.py", line 61, in request
+    return session.request(method=method, url=url, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/sessions.py", line 529, in request
+    resp = self.send(prep, **send_kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/sessions.py", line 645, in send
+    r = adapter.send(request, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/adapters.py", line 501, in send
+    raise ConnectionError(err, request=request)
+requests.exceptions.ConnectionError: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))
+2022-02-21 20:54:50,706 ERROR   Thread-57 :42700 [retry.py:__call__():126] Retry attempt failed:
+Traceback (most recent call last):
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 449, in _make_request
+    six.raise_from(e, None)
+  File "<string>", line 3, in raise_from
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 444, in _make_request
+    httplib_response = conn.getresponse()
+  File "/opt/anaconda/envs/PFE/lib/python3.8/http/client.py", line 1348, in getresponse
+    response.begin()
+  File "/opt/anaconda/envs/PFE/lib/python3.8/http/client.py", line 316, in begin
+    version, status, reason = self._read_status()
+  File "/opt/anaconda/envs/PFE/lib/python3.8/http/client.py", line 277, in _read_status
+    line = str(self.fp.readline(_MAXLINE + 1), "iso-8859-1")
+  File "/opt/anaconda/envs/PFE/lib/python3.8/socket.py", line 669, in readinto
+    return self._sock.recv_into(b)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/ssl.py", line 1241, in recv_into
+    return self.read(nbytes, buffer)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/ssl.py", line 1099, in read
+    return self._sslobj.read(len, buffer)
+socket.timeout: The read operation timed out
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/adapters.py", line 440, in send
+    resp = conn.urlopen(
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 785, in urlopen
+    retries = retries.increment(
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/util/retry.py", line 550, in increment
+    raise six.reraise(type(error), error, _stacktrace)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/packages/six.py", line 770, in reraise
+    raise value
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 703, in urlopen
+    httplib_response = self._make_request(
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 451, in _make_request
+    self._raise_timeout(err=e, url=url, timeout_value=read_timeout)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/urllib3/connectionpool.py", line 340, in _raise_timeout
+    raise ReadTimeoutError(
+urllib3.exceptions.ReadTimeoutError: HTTPSConnectionPool(host='api.wandb.ai', port=443): Read timed out. (read timeout=10)
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/sdk/lib/retry.py", line 102, in __call__
+    result = self._call_fn(*args, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/sdk/internal/internal_api.py", line 140, in execute
+    return self.client.execute(*args, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/vendor/gql-0.2.0/gql/client.py", line 52, in execute
+    result = self._get_result(document, *args, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/vendor/gql-0.2.0/gql/client.py", line 60, in _get_result
+    return self.transport.execute(document, *args, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/wandb/vendor/gql-0.2.0/gql/transport/requests.py", line 38, in execute
+    request = requests.post(self.url, **post_args)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/api.py", line 117, in post
+    return request('post', url, data=data, json=json, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/api.py", line 61, in request
+    return session.request(method=method, url=url, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/sessions.py", line 529, in request
+    resp = self.send(prep, **send_kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/sessions.py", line 645, in send
+    r = adapter.send(request, **kwargs)
+  File "/opt/anaconda/envs/PFE/lib/python3.8/site-packages/requests/adapters.py", line 532, in send
+    raise ReadTimeout(e, request=request)
+requests.exceptions.ReadTimeout: HTTPSConnectionPool(host='api.wandb.ai', port=443): Read timed out. (read timeout=10)
+2022-02-21 20:54:52,605 INFO    Thread-54 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2x20qaa7-media/metadata/boxes2D/BoundingBoxDebugger_1_20.boxes2D.json
+2022-02-21 20:54:54,947 ERROR   Thread-59 :42700 [internal_api.py:upload_file():1617] upload_file exception https://storage.googleapis.com/wandb-production.appspot.com/capsian/train/gh6j8pdb/media/images/BoundingBoxDebugger_1_5.png?Expires=1645559680&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=KFO%2F2yp3aMfIavZ2vjNXX9vzTska2yLbhvR3SJozuPRI5y4ln40iu9hfxCsthAB8vwvIDU0Id8uinK8zs9N%2FSV5%2BsxkZ%2FlqMoThzyZJKfWnrF55X3qsTdBIAmKsxfnQlOXpvIxGHJwXhXS7wBzWWlf4%2B05UmrgL7V54UA6DGbfBpwBQ9a7pgfdr4ZH43yNmYNBj7othRihcuGXB4VS8sUe9HcyJDoXgkm%2BNwCt1Hryp%2FXmB2e7iY9zhEs%2B9tiopCF8q%2BJMplEsIM02rFsm0JB8N4pEJ3ft5b8KAjY78jMj2DXqlpL4MmHxDtKhuNmLlmuGxZxZxTlUW18Ai4yULCAg%3D%3D: HTTPSConnectionPool(host='storage.googleapis.com', port=443): Max retries exceeded with url: /wandb-production.appspot.com/capsian/train/gh6j8pdb/media/images/BoundingBoxDebugger_1_5.png?Expires=1645559680&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=KFO%2F2yp3aMfIavZ2vjNXX9vzTska2yLbhvR3SJozuPRI5y4ln40iu9hfxCsthAB8vwvIDU0Id8uinK8zs9N%2FSV5%2BsxkZ%2FlqMoThzyZJKfWnrF55X3qsTdBIAmKsxfnQlOXpvIxGHJwXhXS7wBzWWlf4%2B05UmrgL7V54UA6DGbfBpwBQ9a7pgfdr4ZH43yNmYNBj7othRihcuGXB4VS8sUe9HcyJDoXgkm%2BNwCt1Hryp%2FXmB2e7iY9zhEs%2B9tiopCF8q%2BJMplEsIM02rFsm0JB8N4pEJ3ft5b8KAjY78jMj2DXqlpL4MmHxDtKhuNmLlmuGxZxZxTlUW18Ai4yULCAg%3D%3D (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x7f646adcd520>: Failed to establish a new connection: [Errno -3] Temporary failure in name resolution'))
+2022-02-21 20:54:54,948 ERROR   Thread-77 :42700 [internal_api.py:upload_file():1617] upload_file exception https://storage.googleapis.com/wandb-production.appspot.com/capsian/train/gh6j8pdb/media/images/BoundingBoxDebugger_1_14.png?Expires=1645559682&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=CDNYJPReINYZXynfOnzaXfc6BgAk1Fvln4q0pguzZ0NrdLXmqS%2BXvO%2BG0rZBLcKLD%2B8yne2iHHZ%2BFLwz63a2Ybi7%2FzoYS4gGYFczFpzI7mzUDZHc7vZGI03xID8MvMY18p1SHK%2BwAy6ZxEuKOF3QQGIuOeaDSfwwKiI4H6Wg8j2MN9f35J8zFdwIyPBFH2Q6AYqAIUIAXp4XcAQbe%2BeWVhlEUhCHkUY6Xcoaigv2g4hhORYMXagRK%2F10M%2FK2hrDhKnh1MegX3Q4DUu5gKuSaWkuooPsxnHChKBbIGLbym1XGpPKZW1fChSaU%2FWnKFZRvID0p9qsjI1VNbkiFnQoUfA%3D%3D: HTTPSConnectionPool(host='storage.googleapis.com', port=443): Max retries exceeded with url: /wandb-production.appspot.com/capsian/train/gh6j8pdb/media/images/BoundingBoxDebugger_1_14.png?Expires=1645559682&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=CDNYJPReINYZXynfOnzaXfc6BgAk1Fvln4q0pguzZ0NrdLXmqS%2BXvO%2BG0rZBLcKLD%2B8yne2iHHZ%2BFLwz63a2Ybi7%2FzoYS4gGYFczFpzI7mzUDZHc7vZGI03xID8MvMY18p1SHK%2BwAy6ZxEuKOF3QQGIuOeaDSfwwKiI4H6Wg8j2MN9f35J8zFdwIyPBFH2Q6AYqAIUIAXp4XcAQbe%2BeWVhlEUhCHkUY6Xcoaigv2g4hhORYMXagRK%2F10M%2FK2hrDhKnh1MegX3Q4DUu5gKuSaWkuooPsxnHChKBbIGLbym1XGpPKZW1fChSaU%2FWnKFZRvID0p9qsjI1VNbkiFnQoUfA%3D%3D (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x7f647c9abd60>: Failed to establish a new connection: [Errno -3] Temporary failure in name resolution'))
+2022-02-21 20:54:54,948 ERROR   Thread-65 :42700 [internal_api.py:upload_file():1617] upload_file exception https://storage.googleapis.com/wandb-production.appspot.com/capsian/train/gh6j8pdb/media/images/BoundingBoxDebugger_1_8.png?Expires=1645559680&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=Qhv%2B%2FTTowcAowYq2zQD99yBVU04KTNtCw0SxmA%2BZOrcLOIg8RsbcrS6102VXaYapyFdaUaawEyO7hU%2F2wD8q5eMUPlo%2BRPmEqR3iQqAYp2y4VyJEliDcJr7qjMs9cOoL56JFQcGm9Ui1ijzvjw6w1j8LLhEb5dEPCItFYzShZhDXiwt0u3kofYfSCCOUqm7VcrvbNL0tDPePFC%2BuHQg%2FFcI8W%2BxN17g7t6QMReuADUwYToC61fz4Tq6VTw%2FZSg5br6lzHGoxFPU03bDVxpa8JRSuAnr0ZcUxdH1EzgiCX0%2Bw5HlSIdS%2F2FUW3x47WfLCQF8set9Nayc8nEV%2FxGM3SA%3D%3D: HTTPSConnectionPool(host='storage.googleapis.com', port=443): Max retries exceeded with url: /wandb-production.appspot.com/capsian/train/gh6j8pdb/media/images/BoundingBoxDebugger_1_8.png?Expires=1645559680&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=Qhv%2B%2FTTowcAowYq2zQD99yBVU04KTNtCw0SxmA%2BZOrcLOIg8RsbcrS6102VXaYapyFdaUaawEyO7hU%2F2wD8q5eMUPlo%2BRPmEqR3iQqAYp2y4VyJEliDcJr7qjMs9cOoL56JFQcGm9Ui1ijzvjw6w1j8LLhEb5dEPCItFYzShZhDXiwt0u3kofYfSCCOUqm7VcrvbNL0tDPePFC%2BuHQg%2FFcI8W%2BxN17g7t6QMReuADUwYToC61fz4Tq6VTw%2FZSg5br6lzHGoxFPU03bDVxpa8JRSuAnr0ZcUxdH1EzgiCX0%2Bw5HlSIdS%2F2FUW3x47WfLCQF8set9Nayc8nEV%2FxGM3SA%3D%3D (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x7f647ca32be0>: Failed to establish a new connection: [Errno -3] Temporary failure in name resolution'))
+2022-02-21 20:54:54,948 ERROR   Thread-66 :42700 [internal_api.py:upload_file():1617] upload_file exception https://storage.googleapis.com/wandb-production.appspot.com/capsian/train/gh6j8pdb/media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json?Expires=1645559682&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=Y%2B3Ppe8%2BTHGZgMfY8dA1PN7%2BuSV4e2djWazxXkDeO9Medl7xcagXIhwUyD2tCSyDB%2FRWDU4XXMGw8edtvaR8ux7Fabd9NpD5sqWreRarqcnu87jP%2FXSG%2FUmPQkjJtd66lDurZ1d5xnY01M34rWPn8bP6v39DP83hc2aRTTx5lLTB7Do7DrS%2BxzlGJDxUQFIDyH%2BrSZAioTNiT3JD9iTmBdo76QYml7LFNEqSlrOOzJ6ePsmNC7KedyubJI3LRYVRRbeb%2FZQ64dQCA77TkmrJdqY6m2wjLBaVXRLUWr8uFs7frokymHgmBb801afD0E1MEMJ7c3AVjlduWqcZF3%2B0DA%3D%3D: HTTPSConnectionPool(host='storage.googleapis.com', port=443): Max retries exceeded with url: /wandb-production.appspot.com/capsian/train/gh6j8pdb/media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json?Expires=1645559682&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=Y%2B3Ppe8%2BTHGZgMfY8dA1PN7%2BuSV4e2djWazxXkDeO9Medl7xcagXIhwUyD2tCSyDB%2FRWDU4XXMGw8edtvaR8ux7Fabd9NpD5sqWreRarqcnu87jP%2FXSG%2FUmPQkjJtd66lDurZ1d5xnY01M34rWPn8bP6v39DP83hc2aRTTx5lLTB7Do7DrS%2BxzlGJDxUQFIDyH%2BrSZAioTNiT3JD9iTmBdo76QYml7LFNEqSlrOOzJ6ePsmNC7KedyubJI3LRYVRRbeb%2FZQ64dQCA77TkmrJdqY6m2wjLBaVXRLUWr8uFs7frokymHgmBb801afD0E1MEMJ7c3AVjlduWqcZF3%2B0DA%3D%3D (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x7f647c9ab310>: Failed to establish a new connection: [Errno -3] Temporary failure in name resolution'))
+2022-02-21 20:54:54,948 ERROR   Thread-59 :42700 [internal_api.py:upload_file():1619] upload_file request headers: {'User-Agent': 'python-requests/2.27.1', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Content-Length': '123560'}
+2022-02-21 20:54:54,949 ERROR   Thread-77 :42700 [internal_api.py:upload_file():1619] upload_file request headers: {'User-Agent': 'python-requests/2.27.1', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Content-Length': '205770'}
+2022-02-21 20:54:54,949 ERROR   Thread-65 :42700 [internal_api.py:upload_file():1619] upload_file request headers: {'User-Agent': 'python-requests/2.27.1', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Content-Length': '204294'}
+2022-02-21 20:54:54,949 ERROR   Thread-66 :42700 [internal_api.py:upload_file():1619] upload_file request headers: {'User-Agent': 'python-requests/2.27.1', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Content-Length': '43676'}
+2022-02-21 20:54:54,949 ERROR   Thread-59 :42700 [internal_api.py:upload_file():1621] upload_file response body: 
+2022-02-21 20:54:54,949 ERROR   Thread-77 :42700 [internal_api.py:upload_file():1621] upload_file response body: 
+2022-02-21 20:54:54,949 ERROR   Thread-65 :42700 [internal_api.py:upload_file():1621] upload_file response body: 
+2022-02-21 20:54:54,949 ERROR   Thread-66 :42700 [internal_api.py:upload_file():1621] upload_file response body: 
+2022-02-21 20:54:56,918 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/output.log
+2022-02-21 20:54:57,706 INFO    Thread-76 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/1kclhz3r-media/metadata/boxes2D/BoundingBoxDebugger_1_130.boxes2D.json
+2022-02-21 20:55:00,678 DEBUG   HandlerThread:42700 [handler.py:handle_request():131] handle_request: stop_status
+2022-02-21 20:55:06,934 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/output.log
+2022-02-21 20:55:09,815 ERROR   Thread-71 :42700 [internal_api.py:upload_file():1617] upload_file exception https://storage.googleapis.com/wandb-production.appspot.com/capsian/train/gh6j8pdb/media/images/BoundingBoxDebugger_1_11.png?Expires=1645559687&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=DYNv0%2FNJ%2Bpe5mHjlnV5Dj%2B6HWsjJZR3a%2F%2BkChM5Km4EKgjTwCEiLl%2Fugf0639e5%2FNHNk2xR%2FioUS2BsT81S1fcRw%2B9QksdsiwyYVOUOo3k6oSaBtFGSMM2SX8ciII5vMUUyLKgH97xVQyzr39kewZWlKwx%2B%2FLNJpVp4nGREJEnk%2F2LQlyxpKhXMPt8V7Id5mjRv7MdYZgCDkYZxGTXojORZ8ER0%2B2MLpaIzODffIyL6Zp6vbjoSC%2BnhZ6IleN1gChwONyiWnl04HRUzf4T%2Fj0S0gFgFmZEgEEGGMZdDvq5EubfEEQ6t%2FbLkv2UAT0z9AIegZyhL0gZcfceSDMlL0gQ%3D%3D: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))
+2022-02-21 20:55:09,815 ERROR   Thread-71 :42700 [internal_api.py:upload_file():1619] upload_file request headers: {'User-Agent': 'python-requests/2.27.1', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Content-Length': '198766'}
+2022-02-21 20:55:09,815 ERROR   Thread-71 :42700 [internal_api.py:upload_file():1621] upload_file response body: 
+2022-02-21 20:55:14,958 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/output.log
+2022-02-21 20:55:15,725 INFO    Thread-63 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2d89rfom-media/images/BoundingBoxDebugger_1_7.png
+2022-02-21 20:55:16,534 ERROR   Thread-64 :42700 [internal_api.py:upload_file():1617] upload_file exception https://storage.googleapis.com/wandb-production.appspot.com/capsian/train/gh6j8pdb/media/metadata/boxes2D/BoundingBoxDebugger_1_70.boxes2D.json?Expires=1645559679&GoogleAccessId=wandb-production%40appspot.gserviceaccount.com&Signature=agHOYBUXCKWYs4NVIOLXPXbRTvsHN2kt0rmcG3SPRTMjsnWVXFse2unvU0tnys4%2BVQDc4Zk3Y6cmjaQb4yFDRx90yUCy%2BganvXRMZ2q6nTm6mSDe%2BjVbFd0HhvoDKFdI0jUPcVo1TY99pIhiaCSBMtu7Hbo5QocTBBVaBFgzNU%2FNyzxN9DQ2J75Yh33FoCa93oAUJ38owiRPg7Oc1I8nABTTTsoO29YAq8%2F3njfNuUADrS9oidjfFamery8Oug12V3HwEWsJTM%2FEW%2FUYAToOzUbUMrlwVPD2%2BoxwivpeSqOEoI5UMBgWBRm5UZ8zrHP%2BdO526bSgVZPHQtGbHW98FQ%3D%3D: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))
+2022-02-21 20:55:16,534 ERROR   Thread-64 :42700 [internal_api.py:upload_file():1619] upload_file request headers: {'User-Agent': 'python-requests/2.27.1', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Content-Length': '63542'}
+2022-02-21 20:55:16,535 ERROR   Thread-64 :42700 [internal_api.py:upload_file():1621] upload_file response body: 
+2022-02-21 20:55:17,062 INFO    Thread-74 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/ukfaj5wn-media/metadata/boxes2D/BoundingBoxDebugger_1_120.boxes2D.json
+2022-02-21 20:55:17,066 INFO    Thread-70 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/39c4yb2a-media/metadata/boxes2D/BoundingBoxDebugger_1_100.boxes2D.json
+2022-02-21 20:55:17,770 INFO    Thread-65 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/1gvn1v68-media/images/BoundingBoxDebugger_1_8.png
+2022-02-21 20:55:20,679 DEBUG   HandlerThread:42700 [handler.py:handle_request():131] handle_request: stop_status
+2022-02-21 20:55:22,973 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/output.log
+2022-02-21 20:55:25,020 INFO    Thread-59 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/218sve44-media/images/BoundingBoxDebugger_1_5.png
+2022-02-21 20:55:25,784 INFO    Thread-66 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2ab5x0ly-media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json
+2022-02-21 20:55:28,480 INFO    Thread-50 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/1sexv2tk-media/metadata/boxes2D/BoundingBoxDebugger_1_00.boxes2D.json
+2022-02-21 20:55:30,657 DEBUG   SenderThread:42700 [sender.py:send():235] send: stats
+2022-02-21 20:55:30,657 DEBUG   SenderThread:42700 [sender.py:send_request():249] send_request: stop_status
+2022-02-21 20:55:30,990 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/output.log
+2022-02-21 20:55:30,990 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/config.yaml
+2022-02-21 20:55:31,044 INFO    Thread-64 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/upmsxdab-media/metadata/boxes2D/BoundingBoxDebugger_1_70.boxes2D.json
+2022-02-21 20:55:31,847 INFO    Thread-56 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2x70jhd1-media/metadata/boxes2D/BoundingBoxDebugger_1_30.boxes2D.json
+2022-02-21 20:55:32,497 INFO    Thread-52 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2987aygn-media/metadata/boxes2D/BoundingBoxDebugger_1_10.boxes2D.json
+2022-02-21 20:55:33,830 INFO    Thread-60 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/354wi3ea-media/metadata/boxes2D/BoundingBoxDebugger_1_50.boxes2D.json
+2022-02-21 20:55:34,443 DEBUG   SenderThread:42700 [sender.py:send_request():249] send_request: stop_status
+2022-02-21 20:55:35,604 INFO    Thread-80 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/3orcp92c-media/metadata/boxes2D/BoundingBoxDebugger_1_150.boxes2D.json
+2022-02-21 20:55:36,484 INFO    Thread-58 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/1tev3026-media/metadata/boxes2D/BoundingBoxDebugger_1_40.boxes2D.json
+2022-02-21 20:55:37,308 INFO    Thread-78 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2lmfij4q-media/metadata/boxes2D/BoundingBoxDebugger_1_140.boxes2D.json
+2022-02-21 20:55:38,016 INFO    Thread-75 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2d65sr18-media/images/BoundingBoxDebugger_1_13.png
+2022-02-21 20:55:38,309 INFO    Thread-55 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/3vkyjrtt-media/images/BoundingBoxDebugger_1_3.png
+2022-02-21 20:55:38,404 INFO    Thread-68 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2prkl0pz-media/metadata/boxes2D/BoundingBoxDebugger_1_90.boxes2D.json
+2022-02-21 20:55:39,001 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/output.log
+2022-02-21 20:55:39,388 INFO    Thread-79 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2r653j6a-media/images/BoundingBoxDebugger_1_15.png
+2022-02-21 20:55:39,811 INFO    Thread-49 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2acdq2de-media/images/BoundingBoxDebugger_1_0.png
+2022-02-21 20:55:40,540 INFO    Thread-73 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/1lsyivtz-media/images/BoundingBoxDebugger_1_12.png
+2022-02-21 20:55:40,679 DEBUG   HandlerThread:42700 [handler.py:handle_request():131] handle_request: stop_status
+2022-02-21 20:55:40,801 INFO    Thread-51 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2ojb9i27-media/images/BoundingBoxDebugger_1_1.png
+2022-02-21 20:55:40,918 DEBUG   SenderThread:42700 [sender.py:send():235] send: stats
+2022-02-21 20:55:40,919 DEBUG   SenderThread:42700 [sender.py:send_request():249] send_request: stop_status
+2022-02-21 20:55:42,370 INFO    Thread-67 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/2gopg1qz-media/images/BoundingBoxDebugger_1_9.png
+2022-02-21 20:55:47,778 INFO    Thread-61 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/305avzci-media/images/BoundingBoxDebugger_1_6.png
+2022-02-21 20:55:48,503 INFO    Thread-62 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/og97s7r4-media/metadata/boxes2D/BoundingBoxDebugger_1_60.boxes2D.json
+2022-02-21 20:55:48,509 INFO    Thread-72 :42700 [upload_job.py:push():137] Uploaded file /tmp/tmpqen2vgqewandb/a27ubd1h-media/metadata/boxes2D/BoundingBoxDebugger_1_110.boxes2D.json
+2022-02-21 20:55:49,018 INFO    Thread-8  :42700 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_203420-gh6j8pdb/files/output.log
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diff --git a/wandb/run-20220221_203420-gh6j8pdb/logs/debug.log b/wandb/run-20220221_203420-gh6j8pdb/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..18cb2c72c9c5b90d63d8ec87ec11dd0c07ea1510
--- /dev/null
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+2022-02-21 20:34:28,076 INFO    MainThread:42591 [wandb_run.py:_config_callback():966] config_cb None None {'data_dict': {'path': '../../data', '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', 'test': None, 'nc': 1, 'names': ['Drone']}}
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+2022-02-21 21:09:01,978 INFO    MainThread:42591 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 21:09:07,079 INFO    MainThread:42591 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 21:09:12,180 INFO    MainThread:42591 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 21:09:17,280 INFO    MainThread:42591 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 21:09:22,382 INFO    MainThread:42591 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 21:09:27,482 INFO    MainThread:42591 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
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+2022-02-21 21:09:37,683 INFO    MainThread:42591 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 21:09:42,784 INFO    MainThread:42591 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
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+2022-02-21 21:10:33,791 INFO    MainThread:42591 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
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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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