ESP32 now publishes on broker
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rpi/training/result/unified-small/args.yaml
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rpi/training/result/unified-small/args.yaml
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task: detect
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mode: train
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model: models/yolo11s.pt
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data: ./datasets/pieces/unified/data.yaml
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epochs: 150
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time: null
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patience: 20
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batch: 12
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imgsz: 640
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save: true
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save_period: 10
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cache: false
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device: '0'
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workers: 8
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project: result
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name: unified-small
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exist_ok: true
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pretrained: true
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optimizer: auto
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verbose: true
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seed: 0
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deterministic: true
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single_cls: false
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rect: false
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cos_lr: false
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close_mosaic: 10
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resume: false
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amp: true
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fraction: 1.0
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profile: false
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freeze: null
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multi_scale: false
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compile: false
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overlap_mask: true
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mask_ratio: 4
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dropout: 0.0
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val: true
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split: val
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save_json: false
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conf: null
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iou: 0.7
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max_det: 300
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half: false
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dnn: false
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plots: true
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source: null
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vid_stride: 1
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stream_buffer: false
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visualize: false
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augment: true
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agnostic_nms: false
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classes: null
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retina_masks: false
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embed: null
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show: false
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save_frames: false
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save_txt: false
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save_conf: false
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save_crop: false
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show_labels: true
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show_conf: true
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show_boxes: true
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line_width: null
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format: torchscript
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keras: false
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optimize: false
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int8: false
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dynamic: false
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simplify: true
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opset: null
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workspace: null
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nms: false
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lr0: 0.01
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lrf: 0.01
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momentum: 0.937
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weight_decay: 0.0005
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warmup_epochs: 3.0
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warmup_momentum: 0.8
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warmup_bias_lr: 0.1
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box: 7.5
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cls: 0.5
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dfl: 1.5
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pose: 12.0
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kobj: 1.0
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nbs: 64
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hsv_h: 0.015
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hsv_s: 0.7
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hsv_v: 0.4
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degrees: 10.0
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translate: 0.1
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scale: 0.1
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shear: 2.0
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perspective: 0.0
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flipud: 0.5
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fliplr: 0.5
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bgr: 0.0
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mosaic: 1.0
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mixup: 0.5
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cutmix: 0.0
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copy_paste: 0.0
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copy_paste_mode: flip
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auto_augment: randaugment
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erasing: 0.4
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cfg: null
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tracker: botsort.yaml
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save_dir: C:\Users\Laurent\Desktop\board-mate\rpi\training\result\unified-small
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rpi/training/result/unified-small/labels.jpg
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rpi/training/result/unified-small/labels.jpg
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rpi/training/result/unified-small/results.csv
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rpi/training/result/unified-small/results.csv
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epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2
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1,469.68,1.4588,1.56499,1.26743,0.7138,0.73829,0.74489,0.46721,1.35429,1.03222,1.18238,0.00333203,0.00333203,0.00333203
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2,930.805,1.30938,1.03071,1.14974,0.81306,0.77515,0.8223,0.53213,1.29176,0.88476,1.13658,0.00662137,0.00662137,0.00662137
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3,1385.97,1.29451,0.98114,1.13067,0.80681,0.76005,0.79528,0.51047,1.32415,0.92207,1.13726,0.00986671,0.00986671,0.00986671
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4,1840.26,1.27626,0.94776,1.12616,0.84026,0.79785,0.84704,0.55468,1.29204,0.80333,1.1131,0.009802,0.009802,0.009802
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5,2297.42,1.23767,0.88241,1.11547,0.8632,0.81914,0.86715,0.58435,1.22597,0.74588,1.10086,0.009736,0.009736,0.009736
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6,2743.86,1.19804,0.82718,1.1022,0.87384,0.82354,0.87485,0.59487,1.21194,0.7117,1.09833,0.00967,0.00967,0.00967
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7,3191.47,1.17186,0.7881,1.09341,0.88492,0.83586,0.88091,0.60785,1.19203,0.67321,1.08615,0.009604,0.009604,0.009604
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8,3646.71,1.15818,0.76657,1.08976,0.89588,0.83731,0.88662,0.61578,1.16675,0.64156,1.08197,0.009538,0.009538,0.009538
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9,4095.04,1.14433,0.75176,1.08606,0.89159,0.84849,0.88986,0.62397,1.1532,0.62466,1.07152,0.009472,0.009472,0.009472
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10,4538.72,1.13229,0.73705,1.08097,0.90648,0.84697,0.89383,0.62912,1.14891,0.61086,1.07327,0.009406,0.009406,0.009406
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11,5015.76,1.12043,0.72166,1.07782,0.90611,0.85248,0.89618,0.63746,1.12122,0.60398,1.06267,0.00934,0.00934,0.00934
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12,5462.81,1.10717,0.70858,1.07164,0.91728,0.85037,0.89778,0.64081,1.11665,0.58918,1.06547,0.009274,0.009274,0.009274
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13,5909.61,1.10204,0.69402,1.06979,0.92239,0.85081,0.90075,0.64708,1.0994,0.58013,1.05117,0.009208,0.009208,0.009208
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14,6357.31,1.09757,0.69004,1.07018,0.92048,0.85302,0.90269,0.65066,1.0898,0.56696,1.04949,0.009142,0.009142,0.009142
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15,6805.4,1.08261,0.67813,1.06249,0.9216,0.8554,0.90299,0.65352,1.08556,0.56459,1.04844,0.009076,0.009076,0.009076
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16,7253.22,1.07969,0.67316,1.06249,0.93867,0.8532,0.90423,0.65793,1.07202,0.55066,1.04528,0.00901,0.00901,0.00901
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17,7706.49,1.07302,0.66449,1.06065,0.9331,0.85267,0.90549,0.66131,1.06352,0.55008,1.04059,0.008944,0.008944,0.008944
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18,8163.63,1.06878,0.65776,1.05646,0.94238,0.85321,0.90743,0.66427,1.05899,0.54161,1.03931,0.008878,0.008878,0.008878
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19,8617.65,1.06094,0.65266,1.05424,0.94308,0.85336,0.90918,0.66715,1.05338,0.53867,1.03518,0.008812,0.008812,0.008812
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20,9061.88,1.05899,0.64725,1.0533,0.94212,0.85584,0.90942,0.6693,1.04804,0.53296,1.0322,0.008746,0.008746,0.008746
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21,9543.8,1.05373,0.64631,1.05307,0.94717,0.8561,0.9104,0.67015,1.044,0.52713,1.02972,0.00868,0.00868,0.00868
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22,10025.7,1.04616,0.64231,1.04737,0.94793,0.85431,0.91076,0.67223,1.03728,0.52253,1.02813,0.008614,0.008614,0.008614
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23,10534.3,1.04453,0.63509,1.0464,0.94859,0.8569,0.91168,0.67283,1.0362,0.5199,1.02708,0.008548,0.008548,0.008548
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24,11013.9,1.0391,0.63,1.04558,0.9513,0.85641,0.91153,0.67441,1.03221,0.51731,1.02609,0.008482,0.008482,0.008482
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25,11561.8,1.03281,0.63061,1.04392,0.95266,0.85681,0.91163,0.67555,1.02975,0.51647,1.02502,0.008416,0.008416,0.008416
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26,12130,1.03067,0.62298,1.04136,0.95371,0.85685,0.91221,0.67638,1.02919,0.51482,1.02454,0.00835,0.00835,0.00835
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27,12758.5,1.02674,0.62246,1.0395,0.95377,0.85823,0.91264,0.67718,1.02754,0.5124,1.02333,0.008284,0.008284,0.008284
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28,13398.8,1.02412,0.62003,1.03772,0.95376,0.85867,0.9129,0.67802,1.02588,0.50997,1.02215,0.008218,0.008218,0.008218
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29,13867.7,1.01843,0.61479,1.03603,0.95459,0.85898,0.91306,0.67849,1.0247,0.50866,1.02127,0.008152,0.008152,0.008152
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30,14367.8,1.0158,0.60871,1.03531,0.95562,0.85835,0.9132,0.67911,1.02295,0.50646,1.02054,0.008086,0.008086,0.008086
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31,14837.8,1.01703,0.61018,1.0366,0.95504,0.85963,0.91351,0.67944,1.02291,0.50515,1.02042,0.00802,0.00802,0.00802
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32,15313.3,1.0105,0.60394,1.03358,0.95705,0.85842,0.91359,0.68019,1.02151,0.50401,1.01983,0.007954,0.007954,0.007954
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33,15778.3,1.00972,0.59947,1.03269,0.95611,0.85983,0.91378,0.68088,1.02043,0.50302,1.0194,0.007888,0.007888,0.007888
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34,16240.9,1.00426,0.59879,1.03068,0.95674,0.85982,0.91412,0.68173,1.01907,0.50182,1.01877,0.007822,0.007822,0.007822
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35,16717.7,1.00091,0.59585,1.02954,0.95583,0.86062,0.9143,0.68221,1.01817,0.50083,1.01836,0.007756,0.007756,0.007756
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