diff --git a/data/labels/VID_20220208_150059.cache b/data/labels/VID_20220208_150059.cache
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diff --git a/data/train.txt b/data/train.txt
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+./images/drones_labels/VID_20220202_163621_1040.jpg
+./images/drones_labels/videotestlong9_73.jpg
+./images/drones_labels/videotestlong10_176.jpg
+./images/drones_labels/videotestlong8_113.jpg
+./images/drones_labels/videotestlong7_128.jpg
+./images/drones_labels/VID_20220202_163621_1809.jpg
+./images/drones_labels/VID_20220202_163621_824.jpg
+./images/drones_labels/VID_20220202_163621_1721.jpg
+./images/drones_labels/videotestlong10_456.jpg
+./images/drones_labels/videotestlong10_166.jpg
+./images/drones_labels/videotestlong8_294.jpg
+./images/drones_labels/VID_20220202_163621_107.jpg
+./images/drones_labels/videotestlong6_125.jpg
+./images/drones_labels/videotestlong10_105.jpg
+./images/drones_labels/videotestlong8_141.jpg
+./images/drones_labels/videotestlong7_121.jpg
+./images/drones_labels/videotestlong6_41.jpg
+./images/drones_labels/videotestlong7_11.jpg
+./images/drones_labels/VID_20220202_163621_1047.jpg
+./images/drones_labels/VID_20220202_163621_1272.jpg
+./images/drones_labels/VID_20220202_163621_1179.jpg
+./images/drones_labels/VID_20220202_163621_1078.jpg
+./images/drones_labels/videotestlong7_234.jpg
+./images/drones_labels/VID_20220202_163621_869.jpg
+./images/drones_labels/videotestlong8_104.jpg
+./images/drones_labels/VID_20220202_163621_1019.jpg
+./images/drones_labels/VID_20220202_163621_1164.jpg
+./images/drones_labels/VID_20220202_163621_1468.jpg
+./images/drones_labels/videotestlong8_192.jpg
+./images/drones_labels/videotestlong8_178.jpg
+./images/drones_labels/VID_20220202_163621_1259.jpg
+./images/drones_labels/VID_20220202_163621_114.jpg
+./images/drones_labels/videotestlong7_32.jpg
+./images/drones_labels/videotestlong6_152.jpg
+./images/drones_labels/videotestlong8_130.jpg
+./images/drones_labels/videotestlong7_315.jpg
+./images/drones_labels/videotestlong8_129.jpg
+./images/drones_labels/VID_20220202_163621_1063.jpg
+./images/drones_labels/videotestlong7_113.jpg
+./images/drones_labels/VID_20220202_163621_1109.jpg
+./images/drones_labels/videotestlong8_44.jpg
+./images/drones_labels/VID_20220202_163621_1007.jpg
+./images/drones_labels/videotestlong10_457.jpg
+./images/drones_labels/videotestlong8_163.jpg
+./images/drones_labels/videotestlong10_306.jpg
+./images/drones_labels/videotestlong10_0.jpg
+./images/drones_labels/VID_20220202_163621_444.jpg
+./images/drones_labels/VID_20220202_163621_1378.jpg
+./images/drones_labels/videotestlong8_362.jpg
+./images/drones_labels/videotestlong8_227.jpg
+./images/drones_labels/VID_20220202_163621_1034.jpg
+./images/drones_labels/VID_20220202_163621_495.jpg
+./images/drones_labels/VID_20220202_163621_1050.jpg
+./images/drones_labels/videotestlong8_14.jpg
+./images/drones_labels/videotestlong8_183.jpg
+./images/drones_labels/VID_20220202_163621_337.jpg
+./images/drones_labels/VID_20220202_163621_1015.jpg
+./images/drones_labels/videotestlong10_404.jpg
+./images/drones_labels/videotestlong7_13.jpg
+./images/drones_labels/videotestlong6_86.jpg
+./images/drones_labels/videotestlong10_461.jpg
+./images/drones_labels/VID_20220202_163621_1152.jpg
+./images/drones_labels/videotestlong6_156.jpg
+./images/drones_labels/VID_20220202_163621_1209.jpg
+./images/drones_labels/videotestlong8_367.jpg
+./images/drones_labels/VID_20220202_163621_1375.jpg
+./images/drones_labels/videotestlong8_138.jpg
+./images/drones_labels/videotestlong7_237.jpg
+./images/drones_labels/videotestlong6_174.jpg
+./images/drones_labels/videotestlong6_53.jpg
+./images/drones_labels/videotestlong10_408.jpg
+./images/drones_labels/videotestlong8_120.jpg
+./images/drones_labels/VID_20220202_163621_1723.jpg
+./images/drones_labels/videotestlong10_281.jpg
+./images/drones_labels/VID_20220202_163621_1693.jpg
+./images/drones_labels/VID_20220202_163621_1177.jpg
+./images/drones_labels/videotestlong8_144.jpg
+./images/drones_labels/videotestlong7_111.jpg
+./images/drones_labels/VID_20220202_163621_670.jpg
+./images/drones_labels/videotestlong7_316.jpg
+./images/drones_labels/VID_20220202_163621_1174.jpg
+./images/drones_labels/VID_20220202_163621_489.jpg
+./images/drones_labels/videotestlong8_225.jpg
+./images/drones_labels/VID_20220202_163621_870.jpg
+./images/drones_labels/VID_20220202_163621_101.jpg
+./images/drones_labels/VID_20220202_163621_1094.jpg
diff --git a/scripts/train_val_generator.py b/scripts/train_val_generator.py
new file mode 100644
index 0000000000000000000000000000000000000000..7146e0f690bd1e817e1ecf8d068c7cd651de9eeb
--- /dev/null
+++ b/scripts/train_val_generator.py
@@ -0,0 +1,17 @@
+import os
+
+root_path = "./data/images/"
+dirs = ["VID_20220208_150059", 'drones_labels']
+
+train_file = "./data/train.txt"
+
+with open(train_file, "w") as file:
+    for dd in dirs:
+        for root_dir, directories, files in os.walk(root_path + dd):
+            for f in files:
+
+                file_path = root_dir + "/" + f
+                file_path = file_path.replace('./data/', './')
+                if str(file_path).endswith('jpg'):
+                    print(file_path)
+                    file.writelines(file_path + '\n')
diff --git a/src/yolov5/data/my-drone.yaml b/src/yolov5/data/my-drone.yaml
index 770b200102a17b7abb6f4c35686b10e1c4583128..1d389162e940038906d45b4cfb6b4f406e0e825e 100644
--- a/src/yolov5/data/my-drone.yaml
+++ b/src/yolov5/data/my-drone.yaml
@@ -1,8 +1,8 @@
 
 # Train/val/test sets as 1) dir: path/to/imgs, 2) file: path/to/imgs.txt, or 3) list: [path/to/imgs1, path/to/imgs2, ..]
 path: ../../data # dataset root dir
-train: images/VID_20220208_150059 # train images (relative to 'path') 118287 images
-val: images/VID_20220208_150059 # train images (relative to 'path') 5000 images
+train: train.txt # train images (relative to 'path') 118287 images
+val: val.txt # train images (relative to 'path') 5000 images
 test: #test-dev2017.txt  # 20288 of 40670 images, submit to https://competitions.codalab.org/competitions/20794
 
 # Classes
diff --git a/wandb/run-20220221_193329-32rw10gx/files/config.yaml b/wandb/run-20220221_193329-32rw10gx/files/config.yaml
index d5d6488b0c3f873c43396a1a4b4bc44dd2c0af12..5369a9b1e4d51b4726d1b13bf5319187d878622f 100644
--- a/wandb/run-20220221_193329-32rw10gx/files/config.yaml
+++ b/wandb/run-20220221_193329-32rw10gx/files/config.yaml
@@ -20,7 +20,12 @@ _wandb:
       - 1
       - 2
       - 3
+      2:
+      - 1
+      - 2
+      - 3
       3:
+      - 2
       - 16
       4: 3.8.12
       5: 0.12.10
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_10.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_10.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..06791e2e095840692bc392490180a30e7910e5a3
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_10.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_100.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_100.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..8091e47da4000b3fc88b8c5348d2ff28e9f20614
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_100.boxes2D.json
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_110.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_110.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..37bec8281eafcd38811b1dfff9b9a94bd4a74fcb
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_110.boxes2D.json
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_120.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_120.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..77f9ad7cd210d349124cf6a0a03ceadf61a5ee33
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_120.boxes2D.json
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_130.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_130.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f410687dca5275ba37e8cff25663c5b19d65d66
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_130.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_140.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_140.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f3f042f7dbfb833a1270caa35d2b8fc3cb6bf47
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_140.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_150.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_150.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..4737847ac130ccb78d43b275eda589d40cf0e915
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_150.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_20.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_20.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..de98837c354c65eeb75e90925875179a9729e64b
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_20.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_30.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_30.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..564f717041e7754a90952128a46db926985867fb
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_30.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_40.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_40.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..65f356e3a1d9915c6ae6d57606a3d740d3109d7a
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_40.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_50.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_50.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c4f53f9db15d0e8783efaf8c40e4f87252dd40d
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_50.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_60.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_60.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..20436f050d6d035c2fd9f83dde086d812b22a63d
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_60.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_70.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_70.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..1db9ce4ece9c14f2373a90302f7de699ac1ca758
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_70.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..055e9e5d7d798f7f8341c1fcfb34f81353a7e3aa
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_80.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_90.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_90.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..c478a039e9270f76f7416da6c3c3b6e332a67efb
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+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_1_90.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_00.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_00.boxes2D.json
new file mode 100644
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+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_00.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_10.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_10.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..1e895d3a98ce2733667b547e67492df0fa764ea2
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_10.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_100.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_100.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..e9a51e6db7ca0d5041742e9ab10c270df86cc424
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_100.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_110.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_110.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..246e4473f51c2acdd11ac4f2b01176bb56ed7feb
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_110.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_120.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_120.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..7733f9c93eb7c36c34a79c10897827db3d170a6e
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_120.boxes2D.json
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_130.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_130.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0bc764d7af05c77a91932792e12557c2ee035f7
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_130.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_140.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_140.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..0edbeadace053bffbcfc8e7d134f1482fccade26
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+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_140.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_150.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_150.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc093bc40f504ff2b2285ad040fc08582691d682
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_150.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_20.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_20.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..8e7f0fda5796850c4525a80d59100e4c64b8672a
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_20.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_30.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_30.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..178fc5736271e14228d14933521d060073fc11d6
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_30.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_40.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_40.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..c32ae09534f791f90b580a2ce76266cec577408f
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_40.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_50.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_50.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..babb00c4c9f0ffe1f4f7c4f5bd2a162793a18e57
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_50.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_60.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_60.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..db28ca0a1f06dbaada048d75951182f688e65701
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_60.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_70.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_70.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..522327018f6f1b42375ae1d705617e762e08631e
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_70.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_80.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_80.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..df2841b7f317a0945b65008a5bbdbaaecafbf951
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_80.boxes2D.json
@@ -0,0 +1 @@
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diff --git a/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_90.boxes2D.json b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_90.boxes2D.json
new file mode 100644
index 0000000000000000000000000000000000000000..a98c308bde8752a781e8c0ee9794f4a633744716
--- /dev/null
+++ b/wandb/run-20220221_193329-32rw10gx/files/media/metadata/boxes2D/BoundingBoxDebugger_2_90.boxes2D.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/wandb/run-20220221_193329-32rw10gx/files/output.log b/wandb/run-20220221_193329-32rw10gx/files/output.log
index 168dc6019332b9bf4dff1fb2e58c37625a3eb715..fea4f71b7022f28ab6e87eed48bf3ae06f58893c 100644
--- a/wandb/run-20220221_193329-32rw10gx/files/output.log
+++ b/wandb/run-20220221_193329-32rw10gx/files/output.log
@@ -79,3 +79,77 @@ Starting training for 3 epochs...
 
 
 
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+       1/2        0G   0.06389   0.07642         0       137       640: 100%|██████████| 20/20 [02:31<00:00,  7.56s/it]
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+               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100%|██████████| 10/10 [00:32<00:00,  3.29s/it]
+                 all        316       2025      0.784      0.549      0.601      0.248
+     Epoch   gpu_mem       box       obj       cls    labels  img_size
+
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+       2/2        0G   0.05308   0.07522         0       132       640: 100%|██████████| 20/20 [02:24<00:00,  7.22s/it]
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+               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100%|██████████| 10/10 [00:31<00:00,  3.18s/it]
+                 all        316       2025      0.883      0.609      0.691      0.313
+3 epochs completed in 0.156 hours.
+Optimizer stripped from src/yolov5/runs/train/exp4/weights/last.pt, 14.4MB
+Optimizer stripped from src/yolov5/runs/train/exp4/weights/best.pt, 14.4MB
+Validating src/yolov5/runs/train/exp4/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%|██████████| 10/10 [00:33<00:00,  3.39s/it]
+                 all        316       2025      0.883      0.609      0.691      0.312
+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_193329-32rw10gx/files/wandb-summary.json b/wandb/run-20220221_193329-32rw10gx/files/wandb-summary.json
index 1a77d5e9d819066182c32c2a22554886ae87c275..060f3c594e290db9ffc8713769366438fbbf3b7a 100644
--- a/wandb/run-20220221_193329-32rw10gx/files/wandb-summary.json
+++ b/wandb/run-20220221_193329-32rw10gx/files/wandb-summary.json
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/wandb/run-20220221_193329-32rw10gx/logs/debug-internal.log b/wandb/run-20220221_193329-32rw10gx/logs/debug-internal.log
index adfc522f657cc2c1d2113d8283ad1a893a2765b4..6e672ce3ae37d22e4b6db36067285741ce041439 100644
--- a/wandb/run-20220221_193329-32rw10gx/logs/debug-internal.log
+++ b/wandb/run-20220221_193329-32rw10gx/logs/debug-internal.log
@@ -301,3 +301,895 @@
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+2022-02-21 19:44:21,920 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:21,920 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:21,980 INFO    Thread-123:33475 [upload_job.py:push():137] Uploaded file /tmp/tmpk5zrvijzwandb/1n9n26bn-media/images/Results_3_2.png
+2022-02-21 19:44:22,022 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,022 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,124 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,124 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,226 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,227 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,295 INFO    Thread-128:33475 [upload_job.py:push():137] Uploaded file /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_193329-32rw10gx/files/requirements.txt
+2022-02-21 19:44:22,329 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,329 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,431 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,431 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,533 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,533 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,635 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,635 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,681 INFO    Thread-120:33475 [upload_job.py:push():137] Uploaded file /tmp/tmpk5zrvijzwandb/s2lbirqi-media/images/Validation_3_5.jpg
+2022-02-21 19:44:22,737 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,737 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,770 INFO    Thread-129:33475 [upload_job.py:push():137] Uploaded file /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_193329-32rw10gx/files/conda-environment.yaml
+2022-02-21 19:44:22,838 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,839 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,940 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:22,940 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:22,976 INFO    Thread-115:33475 [upload_job.py:push():137] Uploaded file /tmp/tmpk5zrvijzwandb/1lhtteog-media/images/Validation_3_0.jpg
+2022-02-21 19:44:23,042 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,042 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:23,144 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,145 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:23,246 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,246 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:23,348 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,348 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:23,450 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,451 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:23,488 INFO    Thread-121:33475 [upload_job.py:push():137] Uploaded file /tmp/tmpk5zrvijzwandb/kmoqe1by-media/images/Results_3_0.png
+2022-02-21 19:44:23,552 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,553 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:23,654 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,654 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:23,756 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,756 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:23,857 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,858 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:23,959 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:23,959 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,061 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,061 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,163 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,163 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,264 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,264 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,366 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,366 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,468 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,468 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,570 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,570 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,672 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,672 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,676 INFO    Thread-127:33475 [upload_job.py:push():137] Uploaded file /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_193329-32rw10gx/files/wandb-summary.json
+2022-02-21 19:44:24,773 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,773 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,809 INFO    Thread-125:33475 [upload_job.py:push():137] Uploaded file /tmp/tmpk5zrvijzwandb/1inmes8d-media/images/Results_3_4.png
+2022-02-21 19:44:24,875 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,875 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:24,976 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:24,977 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,048 INFO    Thread-119:33475 [upload_job.py:push():137] Uploaded file /tmp/tmpk5zrvijzwandb/1ro7ith2-media/images/Validation_3_4.jpg
+2022-02-21 19:44:25,078 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,078 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,180 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,180 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,258 INFO    Thread-118:33475 [upload_job.py:push():137] Uploaded file /tmp/tmpk5zrvijzwandb/kmjtihqa-media/images/Validation_3_3.jpg
+2022-02-21 19:44:25,281 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,282 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,383 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,383 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,485 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,485 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,587 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,587 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,688 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,688 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,790 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,790 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,813 INFO    Thread-116:33475 [upload_job.py:push():137] Uploaded file /tmp/tmpk5zrvijzwandb/3bhpm83q-media/images/Validation_3_1.jpg
+2022-02-21 19:44:25,838 INFO    Thread-117:33475 [upload_job.py:push():137] Uploaded file /tmp/tmpk5zrvijzwandb/2x64b1a9-media/images/Validation_3_2.jpg
+2022-02-21 19:44:25,892 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,892 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:25,993 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:25,994 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:26,039 INFO    Thread-7  :33475 [sender.py:transition_state():392] send defer: 7
+2022-02-21 19:44:26,039 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: defer
+2022-02-21 19:44:26,040 INFO    HandlerThread:33475 [handler.py:handle_request_defer():154] handle defer: 7
+2022-02-21 19:44:26,040 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: defer
+2022-02-21 19:44:26,040 INFO    SenderThread:33475 [sender.py:send_request_defer():388] handle sender defer: 7
+2022-02-21 19:44:26,095 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:26,816 INFO    SenderThread:33475 [sender.py:transition_state():392] send defer: 8
+2022-02-21 19:44:26,817 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:26,817 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: defer
+2022-02-21 19:44:26,817 INFO    HandlerThread:33475 [handler.py:handle_request_defer():154] handle defer: 8
+2022-02-21 19:44:26,817 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: defer
+2022-02-21 19:44:26,818 INFO    SenderThread:33475 [sender.py:send_request_defer():388] handle sender defer: 8
+2022-02-21 19:44:26,818 INFO    SenderThread:33475 [sender.py:transition_state():392] send defer: 9
+2022-02-21 19:44:26,819 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: defer
+2022-02-21 19:44:26,819 DEBUG   SenderThread:33475 [sender.py:send():235] send: final
+2022-02-21 19:44:26,819 INFO    HandlerThread:33475 [handler.py:handle_request_defer():154] handle defer: 9
+2022-02-21 19:44:26,819 DEBUG   SenderThread:33475 [sender.py:send():235] send: footer
+2022-02-21 19:44:26,819 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: defer
+2022-02-21 19:44:26,819 INFO    SenderThread:33475 [sender.py:send_request_defer():388] handle sender defer: 9
+2022-02-21 19:44:26,919 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: poll_exit
+2022-02-21 19:44:26,919 DEBUG   SenderThread:33475 [sender.py:send_request():249] send_request: poll_exit
+2022-02-21 19:44:26,919 INFO    SenderThread:33475 [file_pusher.py:join():182] waiting for file pusher
+2022-02-21 19:44:27,389 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: get_summary
+2022-02-21 19:44:27,390 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: sampled_history
+2022-02-21 19:44:27,390 DEBUG   HandlerThread:33475 [handler.py:handle_request():131] handle_request: shutdown
+2022-02-21 19:44:27,390 INFO    HandlerThread:33475 [handler.py:finish():739] shutting down handler
+2022-02-21 19:44:27,819 INFO    WriterThread:33475 [datastore.py:close():281] close: /home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/wandb/run-20220221_193329-32rw10gx/run-32rw10gx.wandb
+2022-02-21 19:44:28,388 INFO    SenderThread:33475 [sender.py:finish():1075] shutting down sender
+2022-02-21 19:44:28,388 INFO    SenderThread:33475 [file_pusher.py:finish():177] shutting down file pusher
+2022-02-21 19:44:28,388 INFO    SenderThread:33475 [file_pusher.py:join():182] waiting for file pusher
+2022-02-21 19:44:28,388 INFO    MainThread:33475 [internal.py:handle_exit():79] Internal process exited
diff --git a/wandb/run-20220221_193329-32rw10gx/logs/debug.log b/wandb/run-20220221_193329-32rw10gx/logs/debug.log
index 639ff3b75939e251aa1f9d05c658b803435e53bc..2f57bb861cc96a6a1472708de14119ddc521ea66 100644
--- a/wandb/run-20220221_193329-32rw10gx/logs/debug.log
+++ b/wandb/run-20220221_193329-32rw10gx/logs/debug.log
@@ -25,3 +25,920 @@ config: {'weights': 'projects/Detect_drone/exp27/weights/best.pt', 'cfg': '', 'd
 2022-02-21 19:33:34,292 INFO    MainThread:33319 [wandb_run.py:_redirect():1762] Redirects installed.
 2022-02-21 19:33:34,293 INFO    MainThread:33319 [wandb_init.py:init():651] run started, returning control to user process
 2022-02-21 19:33:34,296 INFO    MainThread:33319 [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/images/VID_20220208_150059', 'val': '/home/alpha/Documents/Lille1/M2_ML_2021_2022/PFE/data/images/VID_20220208_150059', 'test': None, 'nc': 1, 'names': ['Drone']}}
+2022-02-21 19:43:43,113 INFO    MainThread:33319 [wandb_run.py:finish():1468] finishing run capsian/train/32rw10gx
+2022-02-21 19:43:43,113 INFO    MainThread:33319 [wandb_run.py:_atexit_cleanup():1797] got exitcode: 0
+2022-02-21 19:43:43,115 INFO    MainThread:33319 [wandb_run.py:_restore():1769] restore
+2022-02-21 19:43:50,512 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 19:43:55,613 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 19:44:00,713 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 19:44:05,814 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 19:44:10,915 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 19:44:16,016 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: None
+2022-02-21 19:44:16,261 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 1
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 31065224
+  total_bytes: 34060334
+}
+
+2022-02-21 19:44:17,167 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 1
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 31810696
+  total_bytes: 34060334
+}
+
+2022-02-21 19:44:17,327 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32635135
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:17,429 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32635135
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:17,530 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32635135
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:17,632 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32725247
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:17,734 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32725247
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:17,836 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32725247
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:17,938 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32725247
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:18,040 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32725247
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:18,142 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32725247
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:18,244 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32725247
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:18,346 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 32725247
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:18,448 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
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+}
+pusher_stats {
+  uploaded_bytes: 34078258
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:25,486 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 34078258
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:25,587 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 34078258
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:25,689 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 34078258
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:25,791 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 34078258
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:25,893 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 34078258
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:25,994 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 34078258
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:26,817 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 34078258
+  total_bytes: 34078258
+}
+
+2022-02-21 19:44:27,388 INFO    MainThread:33319 [wandb_run.py:_wait_for_finish():1929] got exit ret: done: true
+exit_result {
+}
+file_counts {
+  wandb_count: 6
+  media_count: 113
+  artifact_count: 1
+}
+pusher_stats {
+  uploaded_bytes: 34078258
+  total_bytes: 34078258
+}
+local_info {
+}
+
+2022-02-21 19:44:28,756 INFO    MainThread:33319 [wandb_run.py:_append_history():2144] rendering history
+2022-02-21 19:44:28,756 INFO    MainThread:33319 [wandb_run.py:_append_summary():2102] rendering summary
+2022-02-21 19:44:28,756 INFO    MainThread:33319 [wandb_run.py:_append_files():2194] logging synced files
diff --git a/wandb/run-20220221_193329-32rw10gx/run-32rw10gx.wandb b/wandb/run-20220221_193329-32rw10gx/run-32rw10gx.wandb
index 7fda25ff16f2813dcf3a2fcd965cd3a215b58a6d..97a8844a26813c437b4c8ba9fd549bdbe357411e 100644
Binary files a/wandb/run-20220221_193329-32rw10gx/run-32rw10gx.wandb and b/wandb/run-20220221_193329-32rw10gx/run-32rw10gx.wandb differ