Upload 24 files

.gitattributes

@@ -33,3 +33,23 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+BoxF1_curve.png filter=lfs diff=lfs merge=lfs -text
+BoxP_curve.png filter=lfs diff=lfs merge=lfs -text
+BoxPR_curve.png filter=lfs diff=lfs merge=lfs -text
+BoxR_curve.png filter=lfs diff=lfs merge=lfs -text
+confusion_matrix_normalized.png filter=lfs diff=lfs merge=lfs -text
+confusion_matrix.png filter=lfs diff=lfs merge=lfs -text
+labels.jpg filter=lfs diff=lfs merge=lfs -text
+results.png filter=lfs diff=lfs merge=lfs -text
+train_batch0.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch1.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch2.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch33750.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch33751.jpg filter=lfs diff=lfs merge=lfs -text
+train_batch33752.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch0_labels.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch0_pred.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch1_labels.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch1_pred.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch2_labels.jpg filter=lfs diff=lfs merge=lfs -text
+val_batch2_pred.jpg filter=lfs diff=lfs merge=lfs -text

args.yaml

@@ -0,0 +1,106 @@
+task: detect
+mode: train
+model: yolov8n.pt
+data: cub_data.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 16
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: null
+workers: 8
+project: /content/drive/MyDrive/Project/Project_Results
+name: cub_bird_detector2
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 0
+deterministic: true
+single_cls: false
+rect: false
+cos_lr: false
+close_mosaic: 10
+resume: false
+amp: true
+fraction: 1.0
+profile: false
+freeze: null
+multi_scale: false
+compile: false
+overlap_mask: true
+mask_ratio: 4
+dropout: 0.0
+val: true
+split: val
+save_json: false
+conf: null
+iou: 0.7
+max_det: 300
+half: false
+dnn: false
+plots: true
+source: null
+vid_stride: 1
+stream_buffer: false
+visualize: false
+augment: false
+agnostic_nms: false
+classes: null
+retina_masks: false
+embed: null
+show: false
+save_frames: false
+save_txt: false
+save_conf: false
+save_crop: false
+show_labels: true
+show_conf: true
+show_boxes: true
+line_width: null
+format: torchscript
+keras: false
+optimize: false
+int8: false
+dynamic: false
+simplify: true
+opset: null
+workspace: null
+nms: false
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 7.5
+cls: 0.5
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+nbs: 64
+hsv_h: 0.015
+hsv_s: 0.7
+hsv_v: 0.4
+degrees: 0.0
+translate: 0.1
+scale: 0.5
+shear: 0.0
+perspective: 0.0
+flipud: 0.0
+fliplr: 0.5
+bgr: 0.0
+mosaic: 1.0
+mixup: 0.0
+cutmix: 0.0
+copy_paste: 0.0
+copy_paste_mode: flip
+auto_augment: randaugment
+erasing: 0.4
+cfg: null
+tracker: botsort.yaml
+save_dir: /content/drive/MyDrive/Project/Project_Results/cub_bird_detector2

results.csv

@@ -0,0 +1,101 @@
+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
+1,60.6259,0.95906,5.31378,1.3943,0.0042,0.3198,0.00417,0.00354,0.66852,4.31468,1.20531,1.62898e-05,1.62898e-05,1.62898e-05
+2,114.796,0.82319,5.01989,1.27731,0.00543,0.59904,0.00889,0.0075,0.64353,3.98594,1.16902,3.23001e-05,3.23001e-05,3.23001e-05
+3,168.843,0.81428,4.76066,1.27595,0.00574,0.80507,0.01604,0.01345,0.63744,3.70975,1.1604,4.79871e-05,4.79871e-05,4.79871e-05
+4,222.873,0.83539,4.53304,1.28449,0.27398,0.04961,0.03052,0.02542,0.61921,3.48098,1.14769,4.75447e-05,4.75447e-05,4.75447e-05
+5,277.085,0.82647,4.31136,1.26551,0.17402,0.10163,0.04679,0.03888,0.62088,3.29113,1.14203,4.70596e-05,4.70596e-05,4.70596e-05
+6,331.27,0.81274,4.12467,1.25236,0.13522,0.12867,0.06009,0.04988,0.61049,3.11949,1.12143,4.65745e-05,4.65745e-05,4.65745e-05
+7,385.413,0.80557,3.95981,1.2396,0.21319,0.16111,0.07985,0.06617,0.61595,3.00348,1.12326,4.60894e-05,4.60894e-05,4.60894e-05
+8,439.541,0.79055,3.80635,1.22358,0.18354,0.18025,0.10461,0.08779,0.59499,2.88874,1.10703,4.56043e-05,4.56043e-05,4.56043e-05
+9,493.516,0.79723,3.702,1.2267,0.19824,0.20759,0.12455,0.10564,0.58807,2.78233,1.09838,4.51192e-05,4.51192e-05,4.51192e-05
+10,547.301,0.78779,3.58626,1.21857,0.1978,0.24166,0.14819,0.12437,0.59591,2.68335,1.1003,4.46341e-05,4.46341e-05,4.46341e-05
+11,601.136,0.78101,3.48918,1.21009,0.19212,0.26738,0.17047,0.14463,0.57716,2.59864,1.09015,4.4149e-05,4.4149e-05,4.4149e-05
+12,655.384,0.77369,3.39276,1.20154,0.23084,0.27034,0.19484,0.16472,0.5804,2.52859,1.08936,4.36639e-05,4.36639e-05,4.36639e-05
+13,709.263,0.76107,3.30281,1.19158,0.2415,0.29882,0.21557,0.18326,0.56936,2.45707,1.08327,4.31788e-05,4.31788e-05,4.31788e-05
+14,762.628,0.76029,3.22998,1.19073,0.25068,0.32472,0.23632,0.20141,0.57166,2.39464,1.08236,4.26937e-05,4.26937e-05,4.26937e-05
+15,816.294,0.76254,3.16076,1.19289,0.23295,0.35453,0.25648,0.21778,0.57791,2.32113,1.08223,4.22086e-05,4.22086e-05,4.22086e-05
+16,869.822,0.7594,3.07709,1.18255,0.28384,0.35755,0.27615,0.23543,0.56433,2.26895,1.07809,4.17235e-05,4.17235e-05,4.17235e-05
+17,923.92,0.75452,3.03233,1.18139,0.27724,0.37124,0.29679,0.25272,0.56259,2.21525,1.07705,4.12384e-05,4.12384e-05,4.12384e-05
+18,977.742,0.74956,2.98148,1.17742,0.27099,0.40165,0.31164,0.26648,0.56427,2.16037,1.07255,4.07533e-05,4.07533e-05,4.07533e-05
+19,1031.35,0.74829,2.92743,1.17301,0.2911,0.40941,0.32862,0.2804,0.5654,2.10816,1.07083,4.02682e-05,4.02682e-05,4.02682e-05
+20,1084.82,0.74339,2.86656,1.17247,0.29205,0.43701,0.34571,0.29611,0.55587,2.06685,1.06839,3.97831e-05,3.97831e-05,3.97831e-05
+21,1138.3,0.73138,2.80153,1.16517,0.32016,0.43778,0.36585,0.31289,0.5563,2.00934,1.06839,3.9298e-05,3.9298e-05,3.9298e-05
+22,1192.19,0.73978,2.74768,1.16753,0.35059,0.43169,0.37563,0.32187,0.55285,1.98522,1.06662,3.88129e-05,3.88129e-05,3.88129e-05
+23,1245.77,0.73216,2.70922,1.1628,0.34317,0.45322,0.39076,0.33534,0.55026,1.94677,1.06251,3.83278e-05,3.83278e-05,3.83278e-05
+24,1299.09,0.73227,2.64828,1.16344,0.37339,0.44152,0.40794,0.34904,0.55273,1.91304,1.06241,3.78427e-05,3.78427e-05,3.78427e-05
+25,1352.86,0.72691,2.61499,1.15622,0.3816,0.46076,0.42025,0.3582,0.55488,1.87418,1.06776,3.73576e-05,3.73576e-05,3.73576e-05
+26,1406.37,0.72151,2.57447,1.15235,0.38364,0.45802,0.42928,0.36733,0.55456,1.86646,1.061,3.68725e-05,3.68725e-05,3.68725e-05
+27,1459.38,0.71958,2.53978,1.1547,0.39088,0.46639,0.44317,0.37967,0.55289,1.83259,1.06206,3.63874e-05,3.63874e-05,3.63874e-05
+28,1512.53,0.71867,2.49419,1.14919,0.39306,0.48555,0.45387,0.38837,0.55264,1.7909,1.06179,3.59023e-05,3.59023e-05,3.59023e-05
+29,1566,0.70919,2.46618,1.14335,0.40896,0.49312,0.46486,0.39931,0.55542,1.76033,1.06148,3.54172e-05,3.54172e-05,3.54172e-05
+30,1618.51,0.7146,2.44028,1.14817,0.42837,0.48752,0.46853,0.40076,0.55426,1.75416,1.06249,3.49321e-05,3.49321e-05,3.49321e-05
+31,1671.22,0.70786,2.40175,1.14389,0.43707,0.51198,0.48687,0.41881,0.54429,1.70511,1.05695,3.4447e-05,3.4447e-05,3.4447e-05
+32,1724.15,0.7084,2.36581,1.14778,0.42469,0.52965,0.49879,0.42687,0.54864,1.68158,1.0581,3.39619e-05,3.39619e-05,3.39619e-05
+33,1777.4,0.70255,2.3368,1.14075,0.44431,0.5222,0.49411,0.42518,0.54716,1.68677,1.05888,3.34768e-05,3.34768e-05,3.34768e-05
+34,1829.91,0.69987,2.31847,1.13586,0.4396,0.53215,0.50647,0.43622,0.54454,1.64769,1.05496,3.29917e-05,3.29917e-05,3.29917e-05
+35,1882.62,0.69549,2.27232,1.13335,0.46981,0.52551,0.51901,0.44493,0.54637,1.63193,1.0592,3.25066e-05,3.25066e-05,3.25066e-05
+36,1935.65,0.7006,2.25099,1.13741,0.4783,0.52843,0.52488,0.45098,0.54432,1.60872,1.05187,3.20215e-05,3.20215e-05,3.20215e-05
+37,1988.57,0.69558,2.24354,1.13811,0.47738,0.54076,0.53142,0.4566,0.54435,1.60209,1.05439,3.15364e-05,3.15364e-05,3.15364e-05
+38,2040.95,0.6944,2.20977,1.13332,0.47465,0.55622,0.54057,0.4647,0.53952,1.57264,1.05121,3.10513e-05,3.10513e-05,3.10513e-05
+39,2093.62,0.68838,2.19452,1.13081,0.50451,0.53515,0.54816,0.47162,0.5413,1.55677,1.05267,3.05662e-05,3.05662e-05,3.05662e-05
+40,2146.33,0.69135,2.15295,1.13161,0.51219,0.54149,0.55175,0.47505,0.54034,1.55827,1.05129,3.00811e-05,3.00811e-05,3.00811e-05
+41,2198.67,0.69561,2.14379,1.13204,0.51881,0.55283,0.56052,0.48268,0.54028,1.52011,1.0536,2.9596e-05,2.9596e-05,2.9596e-05
+42,2251.46,0.68631,2.1259,1.12579,0.52634,0.553,0.56328,0.48507,0.53955,1.51431,1.05133,2.91109e-05,2.91109e-05,2.91109e-05
+43,2304.49,0.68063,2.10709,1.12581,0.52194,0.5665,0.57027,0.49054,0.54141,1.51345,1.05285,2.86258e-05,2.86258e-05,2.86258e-05
+44,2357.09,0.68096,2.07119,1.12634,0.52225,0.56165,0.57451,0.49489,0.53852,1.49696,1.05114,2.81407e-05,2.81407e-05,2.81407e-05
+45,2409.83,0.67914,2.06242,1.12322,0.54214,0.57585,0.58377,0.50283,0.53896,1.4696,1.05172,2.76556e-05,2.76556e-05,2.76556e-05
+46,2462.86,0.6818,2.03597,1.12124,0.5401,0.56831,0.58487,0.50428,0.53579,1.45961,1.04657,2.71705e-05,2.71705e-05,2.71705e-05
+47,2515.4,0.6746,2.03512,1.12183,0.54526,0.57778,0.59182,0.51076,0.53925,1.4518,1.05076,2.66854e-05,2.66854e-05,2.66854e-05
+48,2568.36,0.67484,2.00087,1.11893,0.54499,0.58416,0.59395,0.51242,0.53545,1.44247,1.04815,2.62003e-05,2.62003e-05,2.62003e-05
+49,2621.16,0.67152,1.9912,1.11678,0.54999,0.58198,0.59957,0.51687,0.54204,1.42217,1.05272,2.57152e-05,2.57152e-05,2.57152e-05
+50,2673.7,0.6675,1.97618,1.11653,0.57289,0.57314,0.60506,0.52289,0.5398,1.41913,1.05187,2.52301e-05,2.52301e-05,2.52301e-05
+51,2726.93,0.67314,1.9717,1.11789,0.55033,0.58901,0.60359,0.52187,0.53541,1.41049,1.04986,2.4745e-05,2.4745e-05,2.4745e-05
+52,2779.68,0.6703,1.96004,1.11898,0.55926,0.59418,0.60814,0.5264,0.53614,1.40713,1.04961,2.42599e-05,2.42599e-05,2.42599e-05
+53,2832.87,0.66447,1.92126,1.11136,0.56432,0.60171,0.6121,0.52807,0.5388,1.39432,1.05079,2.37748e-05,2.37748e-05,2.37748e-05
+54,2885.68,0.65886,1.91595,1.11087,0.56999,0.59358,0.61609,0.53131,0.53783,1.3788,1.04989,2.32897e-05,2.32897e-05,2.32897e-05
+55,2938.29,0.65982,1.89525,1.10997,0.56993,0.60145,0.61902,0.53421,0.53451,1.3798,1.04816,2.28046e-05,2.28046e-05,2.28046e-05
+56,2991.42,0.66755,1.89909,1.11625,0.58036,0.59453,0.62271,0.53686,0.53952,1.37033,1.04874,2.23195e-05,2.23195e-05,2.23195e-05
+57,3044.09,0.66269,1.85921,1.10668,0.59462,0.59282,0.62523,0.53891,0.5385,1.36164,1.04947,2.18344e-05,2.18344e-05,2.18344e-05
+58,3096.49,0.66295,1.86581,1.10816,0.57602,0.60701,0.6264,0.54164,0.53488,1.35802,1.04782,2.13493e-05,2.13493e-05,2.13493e-05
+59,3149.37,0.66012,1.84347,1.10991,0.59454,0.59918,0.62603,0.54156,0.53276,1.34791,1.04518,2.08642e-05,2.08642e-05,2.08642e-05
+60,3201.92,0.66453,1.85228,1.11704,0.59919,0.59637,0.62872,0.5433,0.53503,1.33944,1.04765,2.03791e-05,2.03791e-05,2.03791e-05
+61,3254.48,0.65637,1.83417,1.10609,0.59392,0.59652,0.63078,0.54497,0.53308,1.34069,1.04542,1.9894e-05,1.9894e-05,1.9894e-05
+62,3307.28,0.64474,1.79483,1.09863,0.59244,0.60962,0.63495,0.54857,0.53305,1.33158,1.04565,1.94089e-05,1.94089e-05,1.94089e-05
+63,3359.51,0.6571,1.82181,1.11016,0.59481,0.60472,0.63717,0.55085,0.53317,1.31975,1.04671,1.89238e-05,1.89238e-05,1.89238e-05
+64,3411.89,0.64988,1.80229,1.10222,0.60141,0.61269,0.63829,0.55179,0.53498,1.32478,1.04681,1.84387e-05,1.84387e-05,1.84387e-05
+65,3464.11,0.6498,1.77458,1.10341,0.6006,0.60485,0.64105,0.55456,0.53193,1.31464,1.04525,1.79536e-05,1.79536e-05,1.79536e-05
+66,3516.25,0.64008,1.77703,1.09657,0.61539,0.60173,0.64249,0.55602,0.53334,1.31277,1.04628,1.74685e-05,1.74685e-05,1.74685e-05
+67,3568.71,0.64245,1.75815,1.10037,0.59668,0.61598,0.64402,0.55629,0.53208,1.30028,1.04545,1.69834e-05,1.69834e-05,1.69834e-05
+68,3620.88,0.65222,1.76047,1.10433,0.60345,0.61533,0.64656,0.5592,0.53001,1.29728,1.04291,1.64983e-05,1.64983e-05,1.64983e-05
+69,3672.7,0.64391,1.74783,1.09887,0.59725,0.62318,0.64753,0.5591,0.53134,1.29355,1.04333,1.60132e-05,1.60132e-05,1.60132e-05
+70,3724.9,0.6478,1.74661,1.10298,0.61118,0.61239,0.64733,0.55891,0.53362,1.29607,1.04645,1.55281e-05,1.55281e-05,1.55281e-05
+71,3777.03,0.64375,1.7384,1.0988,0.61667,0.61631,0.65115,0.56333,0.53245,1.28441,1.04545,1.5043e-05,1.5043e-05,1.5043e-05
+72,3829.19,0.63598,1.71246,1.09199,0.60929,0.62421,0.65167,0.56404,0.53017,1.27933,1.0449,1.45579e-05,1.45579e-05,1.45579e-05
+73,3881.85,0.639,1.714,1.09417,0.6142,0.62241,0.65207,0.56477,0.53146,1.27604,1.04389,1.40728e-05,1.40728e-05,1.40728e-05
+74,3934.37,0.64174,1.73191,1.09415,0.61823,0.6281,0.653,0.56581,0.53168,1.27502,1.04457,1.35877e-05,1.35877e-05,1.35877e-05
+75,3986.62,0.63692,1.70777,1.10124,0.62175,0.61572,0.65407,0.56688,0.53105,1.27467,1.04352,1.31026e-05,1.31026e-05,1.31026e-05
+76,4038.59,0.64031,1.70528,1.09694,0.62057,0.61882,0.65622,0.56786,0.53164,1.26746,1.0436,1.26175e-05,1.26175e-05,1.26175e-05
+77,4090.45,0.63956,1.69201,1.09479,0.6175,0.62829,0.65761,0.56977,0.53022,1.2648,1.04316,1.21324e-05,1.21324e-05,1.21324e-05
+78,4142.55,0.63591,1.68988,1.09442,0.62073,0.62584,0.65676,0.56876,0.5279,1.26662,1.04041,1.16473e-05,1.16473e-05,1.16473e-05
+79,4194.66,0.63676,1.67381,1.0942,0.63021,0.61829,0.6588,0.57064,0.52806,1.25928,1.04097,1.11622e-05,1.11622e-05,1.11622e-05
+80,4246.38,0.62359,1.66836,1.08772,0.62132,0.62763,0.66017,0.57147,0.52757,1.25879,1.04051,1.06771e-05,1.06771e-05,1.06771e-05
+81,4298.41,0.63248,1.67978,1.0966,0.62723,0.62148,0.66131,0.57277,0.52766,1.25734,1.04071,1.0192e-05,1.0192e-05,1.0192e-05
+82,4350.18,0.63357,1.66326,1.09321,0.61215,0.63488,0.66045,0.57228,0.52812,1.25254,1.04095,9.7069e-06,9.7069e-06,9.7069e-06
+83,4402.39,0.63443,1.66663,1.09406,0.62468,0.62607,0.6625,0.57405,0.52916,1.25206,1.04269,9.2218e-06,9.2218e-06,9.2218e-06
+84,4454.25,0.62777,1.64267,1.09188,0.6197,0.63138,0.66169,0.57343,0.52844,1.24909,1.0427,8.7367e-06,8.7367e-06,8.7367e-06
+85,4506.36,0.63115,1.64509,1.08924,0.62215,0.6371,0.66394,0.57545,0.52901,1.24705,1.04269,8.2516e-06,8.2516e-06,8.2516e-06
+86,4558.24,0.63378,1.64388,1.09343,0.62803,0.62808,0.66445,0.57523,0.52885,1.24362,1.04214,7.7665e-06,7.7665e-06,7.7665e-06
+87,4610.39,0.63018,1.63218,1.08719,0.62624,0.6266,0.66564,0.57653,0.52959,1.24364,1.04253,7.2814e-06,7.2814e-06,7.2814e-06
+88,4661.95,0.62971,1.62287,1.08893,0.63966,0.61822,0.66606,0.57659,0.52872,1.24225,1.04238,6.7963e-06,6.7963e-06,6.7963e-06
+89,4713.91,0.6367,1.63709,1.09472,0.62963,0.6315,0.66674,0.57788,0.52802,1.23656,1.04237,6.3112e-06,6.3112e-06,6.3112e-06
+90,4765.93,0.62866,1.6289,1.08893,0.63636,0.63342,0.6678,0.57883,0.5277,1.23574,1.04187,5.8261e-06,5.8261e-06,5.8261e-06
+91,4820.04,0.45196,1.35285,0.9957,0.62921,0.62076,0.65239,0.56128,0.53495,1.25564,1.05148,5.341e-06,5.341e-06,5.341e-06
+92,4872.4,0.44043,1.23968,0.98101,0.62731,0.60911,0.6496,0.55889,0.53674,1.25893,1.05444,4.8559e-06,4.8559e-06,4.8559e-06
+93,4924.53,0.43823,1.22184,0.98631,0.63396,0.60651,0.65039,0.55986,0.53538,1.25248,1.0532,4.3708e-06,4.3708e-06,4.3708e-06
+94,4977.15,0.43075,1.19734,0.97474,0.63376,0.60994,0.65149,0.56199,0.53356,1.24908,1.05151,3.8857e-06,3.8857e-06,3.8857e-06
+95,5029.41,0.42821,1.17631,0.97237,0.62052,0.62543,0.65311,0.56394,0.53232,1.24327,1.05021,3.4006e-06,3.4006e-06,3.4006e-06
+96,5081.5,0.42624,1.17385,0.97074,0.61993,0.63252,0.65448,0.5652,0.5318,1.23923,1.05021,2.9155e-06,2.9155e-06,2.9155e-06
+97,5133.64,0.42536,1.15638,0.97062,0.62193,0.63256,0.65579,0.56667,0.53043,1.23556,1.04879,2.4304e-06,2.4304e-06,2.4304e-06
+98,5185.67,0.43005,1.16978,0.97504,0.62164,0.63183,0.65719,0.56807,0.52999,1.23225,1.04793,1.9453e-06,1.9453e-06,1.9453e-06
+99,5237.41,0.42368,1.16525,0.96437,0.62324,0.63374,0.65741,0.5684,0.52965,1.23125,1.04758,1.4602e-06,1.4602e-06,1.4602e-06
+100,5289.43,0.42732,1.15605,0.97002,0.6251,0.63332,0.65754,0.56878,0.52932,1.23076,1.04746,9.751e-07,9.751e-07,9.751e-07

weights/best.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73caab8ae3e05afe676cbaea2f5062823d59a0eef16a907890284c247e104558
+size 6968426

weights/last.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:247c4c4322711fb38455e91d8b3b0e745dc7d6322acb687723b4192d5917bd05
+size 6968426