Add files using upload-large-folder tool

test/test_summary_missing.csv

@@ -0,0 +1,10 @@
+run_name,mAP50,mAP50-95,precision,recall
+yolov8x_seed43,0.9279575121353005,0.34132840893395366,0.9150870833777501,0.8980647106809301
+yolo11m_seed42,0.9050371771465552,0.3307842897711987,0.922001694114082,0.8986571233340571
+yolo11m_seed44,0.9046138864467513,0.3346148089142484,0.9165720581301003,0.8994710702683744
+yolo11x_seed44,0.9033580334886372,0.33175712561851584,0.9021727971654598,0.8801169590643275
+yolo11x_seed42,0.9028193476600882,0.3228196084671839,0.9002196951891598,0.8947368421052632
+yolov8x_seed44,0.8965150735523099,0.3321906848536774,0.8933661100800903,0.8947368421052632
+yolov8x_seed42,0.8949510605138185,0.3232392185505344,0.8929011844430663,0.8713450292397661
+yolo11x_seed43,0.8936716909659532,0.3259162489569571,0.8759873098129315,0.8932748538011696
+yolo11m_seed43,0.8892303649971185,0.31713748965636146,0.9075439666714529,0.889750544625662

train/yolo11m_seed42/args.yaml

@@ -0,0 +1,122 @@
+task: detect
+mode: train
+model: yolo11m.pt
+data: /marimo/data/datasets/varroa_yolo/varroa.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/detect/yolo_related/runs/train
+name: yolo11m_seed42
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 42
+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: 0.0
+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
+end2end: null
+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
+bbox_iou_loss: ciou
+wiou_monotonous: false
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: /marimo/yolo_code/runs/detect/yolo_related/runs/train/yolo11m_seed42

train/yolo11m_seed42/results.csv

@@ -0,0 +1,70 @@
+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
+1,25.5614,2.26585,1.88092,2.14059,0.43282,0.63945,0.47935,0.1605,2.16559,2.64101,2.40494,0.00066474,0.00066474,0.00066474
+2,45.1146,2.22576,1.57698,2.13699,0.54804,0.54161,0.54328,0.18229,2.27238,1.76675,2.39206,0.00131823,0.00131823,0.00131823
+3,64.2986,2.21394,1.56343,2.12331,0.57734,0.58827,0.59767,0.19568,2.21164,1.5517,2.35178,0.00195851,0.00195851,0.00195851
+4,83.7016,2.17175,1.50394,2.10741,0.56936,0.69343,0.6561,0.20744,2.20852,1.49315,2.33848,0.0019406,0.0019406,0.0019406
+5,102.922,2.13142,1.49411,2.08723,0.76846,0.74891,0.79167,0.27285,2.16337,1.2819,2.32831,0.0019208,0.0019208,0.0019208
+6,122.016,2.12269,1.40739,2.07725,0.79541,0.71679,0.80113,0.289,2.13574,1.2699,2.28083,0.001901,0.001901,0.001901
+7,141.244,2.11046,1.38842,2.0569,0.7934,0.74745,0.81306,0.2924,2.04393,1.30965,2.22282,0.0018812,0.0018812,0.0018812
+8,160.198,2.12004,1.33382,2.04714,0.83605,0.74015,0.82695,0.30163,2.02014,1.2562,2.19395,0.0018614,0.0018614,0.0018614
+9,179.662,2.11756,1.34479,2.0558,0.83098,0.78232,0.82814,0.30394,2.07888,1.25151,2.2459,0.0018416,0.0018416,0.0018416
+10,198.831,2.09837,1.28875,2.04788,0.80953,0.78978,0.82498,0.29935,2.07993,1.22371,2.24334,0.0018218,0.0018218,0.0018218
+11,217.706,2.08637,1.30003,2.04217,0.87302,0.84312,0.87636,0.32872,2.03983,1.13577,2.20351,0.001802,0.001802,0.001802
+12,236.8,2.07979,1.26956,2.02062,0.88974,0.84821,0.88535,0.31114,2.05696,1.18333,2.21841,0.0017822,0.0017822,0.0017822
+13,255.771,2.07057,1.30164,2.01193,0.77636,0.81084,0.84196,0.31037,2.05857,1.18019,2.2181,0.0017624,0.0017624,0.0017624
+14,274.71,2.04946,1.25952,2.00308,0.88631,0.83942,0.87715,0.31708,2.06817,1.15607,2.23185,0.0017426,0.0017426,0.0017426
+15,293.745,2.07077,1.24063,2.01714,0.85869,0.81314,0.8583,0.31001,2.06979,1.16668,2.22801,0.0017228,0.0017228,0.0017228
+16,312.917,2.05808,1.23634,2.01957,0.77751,0.77545,0.80188,0.28317,2.10671,1.21106,2.26837,0.001703,0.001703,0.001703
+17,332.015,2.06879,1.23274,2.01421,0.80533,0.83358,0.85667,0.31929,2.04098,1.15832,2.20494,0.0016832,0.0016832,0.0016832
+18,350.737,2.05679,1.21467,2.00769,0.86506,0.85401,0.87242,0.31884,2.04628,1.13215,2.21489,0.0016634,0.0016634,0.0016634
+19,369.775,2.03832,1.18733,1.98123,0.8551,0.84526,0.87801,0.32811,2.06207,1.11881,2.22107,0.0016436,0.0016436,0.0016436
+20,388.801,2.04111,1.17561,1.99095,0.85204,0.82044,0.87686,0.33602,2.0267,1.13573,2.1907,0.0016238,0.0016238,0.0016238
+21,408.296,2.01214,1.19907,1.95276,0.82764,0.7708,0.83334,0.30227,2.10801,1.14032,2.25357,0.001604,0.001604,0.001604
+22,427.25,2.01877,1.18372,1.98119,0.87528,0.85035,0.89499,0.33926,2.03331,1.12279,2.19291,0.0015842,0.0015842,0.0015842
+23,446.276,2.00514,1.17973,1.97018,0.86361,0.83212,0.88199,0.32031,2.04587,1.14073,2.20192,0.0015644,0.0015644,0.0015644
+24,465.053,2.02532,1.15324,1.97476,0.87391,0.80584,0.87798,0.33701,2.02628,1.1108,2.18697,0.0015446,0.0015446,0.0015446
+25,484.058,2.01657,1.19164,1.99177,0.8741,0.81083,0.87847,0.32709,2.02911,1.13207,2.19785,0.0015248,0.0015248,0.0015248
+26,503.19,2.01009,1.15625,1.96499,0.8854,0.85401,0.89757,0.33914,1.99216,1.07709,2.16211,0.001505,0.001505,0.001505
+27,522.271,2.00611,1.15342,1.97184,0.90632,0.84234,0.90936,0.34006,2.00616,1.07253,2.17273,0.0014852,0.0014852,0.0014852
+28,541.618,1.99826,1.16752,1.96447,0.87692,0.85985,0.89427,0.32815,2.06119,1.07522,2.2139,0.0014654,0.0014654,0.0014654
+29,560.243,1.99384,1.15193,1.95973,0.89737,0.85839,0.89864,0.32212,2.0798,1.09458,2.22624,0.0014456,0.0014456,0.0014456
+30,579.394,1.98824,1.14974,1.95947,0.88432,0.84964,0.88758,0.33987,2.02082,1.06476,2.18763,0.0014258,0.0014258,0.0014258
+31,598.542,1.96996,1.14377,1.94953,0.90705,0.84088,0.89812,0.34198,2.06025,1.05865,2.21566,0.001406,0.001406,0.001406
+32,618.253,1.97627,1.15012,1.95908,0.90621,0.83226,0.89241,0.34133,2.03601,1.08677,2.19927,0.0013862,0.0013862,0.0013862
+33,637.562,1.97854,1.12575,1.94907,0.91159,0.84818,0.8938,0.33392,2.03158,1.10377,2.20444,0.0013664,0.0013664,0.0013664
+34,657.039,1.9577,1.13638,1.94862,0.85228,0.83386,0.87755,0.3248,2.01641,1.11982,2.17907,0.0013466,0.0013466,0.0013466
+35,676.417,1.98049,1.12466,1.94124,0.87431,0.81236,0.88383,0.31729,2.10967,1.08827,2.24009,0.0013268,0.0013268,0.0013268
+36,695.619,1.94542,1.09785,1.91977,0.89914,0.87153,0.90695,0.34418,2.04403,1.06828,2.20102,0.001307,0.001307,0.001307
+37,715.19,1.94485,1.11814,1.92226,0.85154,0.74891,0.83934,0.32584,2.05932,1.11121,2.21252,0.0012872,0.0012872,0.0012872
+38,734.394,1.95212,1.1273,1.93256,0.83889,0.82094,0.86542,0.32121,2.02823,1.1604,2.19367,0.0012674,0.0012674,0.0012674
+39,753.639,1.94331,1.11779,1.92315,0.85661,0.8438,0.88701,0.33533,2.02579,1.07967,2.18731,0.0012476,0.0012476,0.0012476
+40,772.982,1.94107,1.09948,1.91776,0.88724,0.86277,0.89055,0.33154,2.06275,1.04387,2.21882,0.0012278,0.0012278,0.0012278
+41,792.468,1.91649,1.09274,1.90122,0.88658,0.85583,0.89378,0.34542,2.01882,1.05395,2.18371,0.001208,0.001208,0.001208
+42,812.025,1.94957,1.08458,1.91832,0.90578,0.87007,0.90295,0.34305,2.05034,1.02727,2.20443,0.0011882,0.0011882,0.0011882
+43,831.184,1.92778,1.08249,1.92091,0.86376,0.85693,0.87512,0.33212,2.03682,1.08451,2.19513,0.0011684,0.0011684,0.0011684
+44,850.43,1.93536,1.06833,1.91516,0.89586,0.86655,0.89425,0.33302,2.02509,1.05465,2.19606,0.0011486,0.0011486,0.0011486
+45,869.675,1.91391,1.08818,1.90678,0.89747,0.87007,0.90803,0.34349,2.06175,1.02639,2.2215,0.0011288,0.0011288,0.0011288
+46,888.809,1.91459,1.07982,1.89734,0.90067,0.85547,0.89465,0.33355,2.0542,1.03726,2.21794,0.001109,0.001109,0.001109
+47,908.017,1.91263,1.05409,1.89557,0.89085,0.86131,0.88978,0.33791,2.03311,1.03969,2.20125,0.0010892,0.0010892,0.0010892
+48,927.278,1.8957,1.04324,1.89189,0.89668,0.86861,0.90403,0.34528,2.02738,1.03214,2.19428,0.0010694,0.0010694,0.0010694
+49,946.662,1.90032,1.05637,1.89227,0.90564,0.86867,0.90592,0.35125,2.04801,0.98458,2.20984,0.0010496,0.0010496,0.0010496
+50,966.38,1.88309,1.05032,1.87851,0.89649,0.86277,0.90118,0.33469,2.09362,1.00032,2.24998,0.0010298,0.0010298,0.0010298
+51,985.585,1.8767,1.01297,1.85931,0.9103,0.88029,0.89615,0.32922,2.10071,0.99961,2.26385,0.00101,0.00101,0.00101
+52,1004.73,1.90192,1.02701,1.88501,0.90563,0.85457,0.89452,0.34296,2.0589,1.0019,2.21699,0.0009902,0.0009902,0.0009902
+53,1023.69,1.88131,1.02947,1.87294,0.8931,0.88905,0.90881,0.34293,2.05887,1.0213,2.21905,0.0009704,0.0009704,0.0009704
+54,1042.92,1.88048,1.04953,1.86735,0.8865,0.86656,0.8933,0.3469,2.02076,1.00968,2.19026,0.0009506,0.0009506,0.0009506
+55,1062.38,1.8746,1.01435,1.87487,0.89463,0.86763,0.89377,0.34361,2.04034,1.00155,2.21411,0.0009308,0.0009308,0.0009308
+56,1081.69,1.84838,1.03053,1.87565,0.92306,0.89326,0.91267,0.34537,2.04734,0.98357,2.21816,0.000911,0.000911,0.000911
+57,1100.82,1.84846,1.00988,1.84882,0.90238,0.87712,0.90462,0.34172,2.02099,1.01764,2.19683,0.0008912,0.0008912,0.0008912
+58,1120.13,1.84532,1.00311,1.85777,0.90922,0.86262,0.89717,0.34788,2.05168,0.98931,2.22092,0.0008714,0.0008714,0.0008714
+59,1139.46,1.84334,1.00747,1.85637,0.91785,0.89051,0.90978,0.34601,2.03223,0.98563,2.21564,0.0008516,0.0008516,0.0008516
+60,1158.74,1.83363,0.98801,1.8418,0.9117,0.87428,0.90017,0.33231,2.10943,0.98961,2.2691,0.0008318,0.0008318,0.0008318
+61,1178.17,1.84261,0.98265,1.86025,0.89327,0.85401,0.89072,0.33804,2.07598,0.98923,2.24785,0.000812,0.000812,0.000812
+62,1197.52,1.8183,0.97693,1.8484,0.91125,0.88434,0.89485,0.33443,2.07157,0.97048,2.24394,0.0007922,0.0007922,0.0007922
+63,1216.81,1.81373,0.97074,1.82864,0.90384,0.87299,0.89539,0.33537,2.10289,0.9722,2.27593,0.0007724,0.0007724,0.0007724
+64,1236.37,1.81366,0.97206,1.84478,0.90155,0.88321,0.90464,0.34331,2.07343,0.97234,2.24583,0.0007526,0.0007526,0.0007526
+65,1255.59,1.8019,0.95952,1.8397,0.89342,0.89197,0.90555,0.34122,2.09023,0.9485,2.2706,0.0007328,0.0007328,0.0007328
+66,1274.99,1.79131,0.93948,1.82927,0.88998,0.87391,0.89052,0.33491,2.0913,0.98048,2.27615,0.000713,0.000713,0.000713
+67,1294.29,1.79743,0.94102,1.8311,0.90068,0.87378,0.89512,0.33041,2.09306,0.96165,2.26954,0.0006932,0.0006932,0.0006932
+68,1313.52,1.78338,0.94387,1.83069,0.88677,0.87737,0.88056,0.32869,2.09639,0.95293,2.27339,0.0006734,0.0006734,0.0006734
+69,1332.84,1.78652,0.93121,1.82262,0.89362,0.87299,0.89233,0.32963,2.09291,0.95448,2.26927,0.0006536,0.0006536,0.0006536

train/yolo11m_seed43/args.yaml

@@ -0,0 +1,122 @@
+task: detect
+mode: train
+model: yolo11m.pt
+data: /marimo/data/datasets/varroa_yolo/varroa.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/detect/yolo_related/runs/train
+name: yolo11m_seed43
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 43
+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: 0.0
+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
+end2end: null
+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
+bbox_iou_loss: ciou
+wiou_monotonous: false
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: /marimo/yolo_code/runs/detect/yolo_related/runs/train/yolo11m_seed43

train/yolo11m_seed43/results.csv

@@ -0,0 +1,62 @@
+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
+1,21.8829,2.26523,1.86393,2.16289,0.62704,0.69781,0.67954,0.22202,2.18256,2.87612,2.48428,0.00066474,0.00066474,0.00066474
+2,42.1889,2.24366,1.59764,2.15206,0.55405,0.61606,0.60525,0.19824,2.24127,2.23935,2.43386,0.00131823,0.00131823,0.00131823
+3,61.9449,2.20896,1.54518,2.12319,0.67089,0.70511,0.72704,0.26112,2.13218,1.36152,2.29555,0.00195851,0.00195851,0.00195851
+4,81.484,2.18781,1.46714,2.10448,0.60741,0.77372,0.71195,0.23454,2.11068,1.75922,2.27875,0.0019406,0.0019406,0.0019406
+5,100.787,2.15586,1.44256,2.09566,0.60655,0.69781,0.67408,0.22202,2.2727,1.33847,2.42751,0.0019208,0.0019208,0.0019208
+6,120.23,2.1429,1.40248,2.08368,0.83163,0.71095,0.81254,0.28523,2.107,1.26479,2.25938,0.001901,0.001901,0.001901
+7,139.84,2.12188,1.3709,2.05358,0.75526,0.70365,0.78813,0.28106,2.07259,1.29324,2.22441,0.0018812,0.0018812,0.0018812
+8,159.078,2.11649,1.31783,2.03457,0.74905,0.74514,0.77925,0.27935,2.04476,1.28789,2.21361,0.0018614,0.0018614,0.0018614
+9,178.067,2.12248,1.36063,2.04481,0.81522,0.8219,0.84717,0.30083,2.06966,1.24847,2.23213,0.0018416,0.0018416,0.0018416
+10,197.363,2.08349,1.29199,2.03211,0.83799,0.80798,0.84433,0.31344,2.05176,1.20433,2.20644,0.0018218,0.0018218,0.0018218
+11,217.032,2.10624,1.28406,2.04798,0.82471,0.77614,0.85092,0.32019,2.06566,1.15982,2.21215,0.001802,0.001802,0.001802
+12,236.587,2.09076,1.2665,2.02258,0.78663,0.81269,0.82338,0.27415,2.12679,1.22995,2.27356,0.0017822,0.0017822,0.0017822
+13,255.902,2.08436,1.27176,2.01486,0.82927,0.80834,0.84674,0.31119,2.07728,1.16577,2.23781,0.0017624,0.0017624,0.0017624
+14,275.189,2.05639,1.28252,2.00297,0.88499,0.8762,0.89479,0.33297,2.02835,1.12361,2.19133,0.0017426,0.0017426,0.0017426
+15,294.755,2.06902,1.24682,2.01053,0.81176,0.8121,0.85521,0.30449,2.07273,1.1801,2.22218,0.0017228,0.0017228,0.0017228
+16,314.036,2.0583,1.22962,2.01057,0.81269,0.80876,0.83799,0.29497,2.09844,1.15803,2.25572,0.001703,0.001703,0.001703
+17,333.31,2.05895,1.23208,2.0025,0.84203,0.84816,0.86819,0.31551,2.05845,1.1403,2.21509,0.0016832,0.0016832,0.0016832
+18,352.492,2.04641,1.22192,2.00124,0.87777,0.82628,0.88597,0.32705,2.05199,1.14263,2.21958,0.0016634,0.0016634,0.0016634
+19,371.942,2.04825,1.18601,1.98192,0.86629,0.82774,0.8864,0.32363,2.087,1.1076,2.23732,0.0016436,0.0016436,0.0016436
+20,391.095,2.02495,1.17746,1.97651,0.88012,0.85547,0.89637,0.33342,2.05952,1.11696,2.20302,0.0016238,0.0016238,0.0016238
+21,410.224,2.01705,1.18872,1.95362,0.8518,0.80146,0.85092,0.31837,2.06582,1.14593,2.22179,0.001604,0.001604,0.001604
+22,429.439,2.02457,1.1948,1.98247,0.89029,0.87445,0.88541,0.32631,2.08668,1.09825,2.22688,0.0015842,0.0015842,0.0015842
+23,448.509,2.0036,1.1821,1.96354,0.88903,0.8146,0.88277,0.32491,2.07203,1.10925,2.21526,0.0015644,0.0015644,0.0015644
+24,467.715,2.01026,1.15978,1.96021,0.85037,0.79416,0.84966,0.32292,2.06793,1.12583,2.21866,0.0015446,0.0015446,0.0015446
+25,486.798,2.01664,1.18706,1.98698,0.87171,0.84088,0.88086,0.32508,2.05357,1.09832,2.20296,0.0015248,0.0015248,0.0015248
+26,505.906,2.01843,1.15261,1.96767,0.89071,0.83942,0.89614,0.34617,2.02318,1.05669,2.18272,0.001505,0.001505,0.001505
+27,525.234,1.99851,1.16167,1.96049,0.88447,0.89415,0.91764,0.34366,1.99253,1.09046,2.16236,0.0014852,0.0014852,0.0014852
+28,544.494,2.00093,1.14895,1.96738,0.88096,0.84271,0.8984,0.34609,2.02661,1.07212,2.18286,0.0014654,0.0014654,0.0014654
+29,563.817,1.98743,1.14728,1.95926,0.89066,0.85619,0.89278,0.33617,2.02192,1.08755,2.18105,0.0014456,0.0014456,0.0014456
+30,583.093,1.97707,1.15399,1.94939,0.90728,0.84276,0.89294,0.34561,2.00634,1.08262,2.17295,0.0014258,0.0014258,0.0014258
+31,602.364,1.97931,1.13304,1.94913,0.90465,0.88641,0.90741,0.33638,2.06581,1.04773,2.20801,0.001406,0.001406,0.001406
+32,621.642,1.97808,1.13438,1.95393,0.89392,0.86114,0.89999,0.34333,2.04373,1.04381,2.20312,0.0013862,0.0013862,0.0013862
+33,640.806,1.96809,1.12746,1.93895,0.81471,0.82802,0.85073,0.30882,2.06839,1.13186,2.21933,0.0013664,0.0013664,0.0013664
+34,660.114,1.9688,1.13751,1.95231,0.79667,0.82774,0.84945,0.32581,2.03262,1.09551,2.18995,0.0013466,0.0013466,0.0013466
+35,679.163,1.96616,1.13242,1.92983,0.90639,0.87007,0.90637,0.34198,2.08519,1.02027,2.23702,0.0013268,0.0013268,0.0013268
+36,698.307,1.94542,1.09277,1.91708,0.87614,0.87591,0.8884,0.33418,2.07272,1.03965,2.22417,0.001307,0.001307,0.001307
+37,717.441,1.94257,1.11487,1.92343,0.89867,0.81565,0.888,0.33991,2.03601,1.06206,2.19464,0.0012872,0.0012872,0.0012872
+38,736.6,1.95818,1.09922,1.93318,0.88121,0.88029,0.89198,0.33214,2.08028,1.043,2.22531,0.0012674,0.0012674,0.0012674
+39,755.794,1.93834,1.09287,1.918,0.88155,0.88029,0.88762,0.33608,2.04108,1.04361,2.20145,0.0012476,0.0012476,0.0012476
+40,774.966,1.94777,1.09377,1.92169,0.87595,0.86593,0.88406,0.32682,2.07122,1.04685,2.21939,0.0012278,0.0012278,0.0012278
+41,794.239,1.91913,1.07823,1.903,0.89006,0.88638,0.90314,0.3466,2.05039,1.02956,2.20911,0.001208,0.001208,0.001208
+42,814.041,1.94499,1.08105,1.91757,0.90456,0.8717,0.90115,0.33816,2.04331,1.06526,2.19212,0.0011882,0.0011882,0.0011882
+43,833.335,1.91675,1.0747,1.9144,0.88772,0.87716,0.87945,0.33006,2.05938,1.0347,2.2068,0.0011684,0.0011684,0.0011684
+44,852.552,1.93243,1.06868,1.91208,0.87568,0.85348,0.88186,0.33406,2.04645,1.05254,2.20145,0.0011486,0.0011486,0.0011486
+45,871.816,1.91679,1.06724,1.9081,0.88841,0.88334,0.89946,0.34325,2.04969,1.03389,2.20632,0.0011288,0.0011288,0.0011288
+46,891.067,1.91287,1.07035,1.89644,0.892,0.89221,0.90197,0.33168,2.10577,0.99325,2.24412,0.001109,0.001109,0.001109
+47,910.136,1.91336,1.0557,1.89383,0.88966,0.87105,0.89323,0.33742,2.03264,1.04886,2.19366,0.0010892,0.0010892,0.0010892
+48,929.26,1.89266,1.03566,1.88714,0.89272,0.86277,0.87836,0.32981,2.07219,0.99922,2.23087,0.0010694,0.0010694,0.0010694
+49,948.478,1.90945,1.06402,1.89583,0.89649,0.87007,0.89183,0.34569,2.01767,1.02901,2.18251,0.0010496,0.0010496,0.0010496
+50,967.431,1.89686,1.03087,1.88721,0.89249,0.86277,0.88293,0.33362,2.06131,1.00397,2.21559,0.0010298,0.0010298,0.0010298
+51,986.295,1.87043,1.01619,1.8555,0.89779,0.89927,0.90248,0.33754,2.08958,0.99645,2.23719,0.00101,0.00101,0.00101
+52,1005.04,1.88649,1.02888,1.87536,0.88524,0.87007,0.89214,0.33848,2.08422,0.99825,2.23643,0.0009902,0.0009902,0.0009902
+53,1023.74,1.88671,1.02023,1.87805,0.87276,0.87007,0.87973,0.3427,2.0423,1.03796,2.20596,0.0009704,0.0009704,0.0009704
+54,1042.27,1.86962,1.0425,1.86216,0.88382,0.88844,0.88925,0.33614,2.05918,1.01483,2.21238,0.0009506,0.0009506,0.0009506
+55,1060.96,1.87248,1.00613,1.86788,0.89736,0.89489,0.89092,0.34062,2.06534,0.99592,2.21844,0.0009308,0.0009308,0.0009308
+56,1079.33,1.85128,1.02728,1.87664,0.90101,0.90354,0.89554,0.33885,2.08197,0.98344,2.24024,0.000911,0.000911,0.000911
+57,1097.85,1.85623,0.99342,1.85037,0.89611,0.87737,0.89135,0.33382,2.08222,1.00813,2.24085,0.0008912,0.0008912,0.0008912
+58,1116.35,1.82009,0.99626,1.8425,0.89852,0.87883,0.88794,0.3341,2.08673,1.00699,2.24898,0.0008714,0.0008714,0.0008714
+59,1135.16,1.84289,0.99753,1.85694,0.9033,0.88642,0.89573,0.33664,2.08943,0.96618,2.24729,0.0008516,0.0008516,0.0008516
+60,1153.65,1.82257,0.97148,1.83481,0.89124,0.88759,0.88997,0.33301,2.11654,0.95944,2.27042,0.0008318,0.0008318,0.0008318
+61,1172.32,1.83467,0.96284,1.85471,0.89316,0.88029,0.88785,0.33173,2.12486,0.97336,2.28497,0.000812,0.000812,0.000812

train/yolo11m_seed44/args.yaml

@@ -0,0 +1,122 @@
+task: detect
+mode: train
+model: yolo11m.pt
+data: /marimo/data/datasets/varroa_yolo/varroa.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/detect/yolo_related/runs/train
+name: yolo11m_seed44
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 44
+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: 0.0
+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
+end2end: null
+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
+bbox_iou_loss: ciou
+wiou_monotonous: false
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: /marimo/yolo_code/runs/detect/yolo_related/runs/train/yolo11m_seed44

train/yolo11m_seed44/results.csv

@@ -0,0 +1,63 @@
+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
+1,20.8169,2.25642,1.85633,2.17722,0.43076,0.53139,0.42812,0.14589,2.36575,1.75695,2.5258,0.00066474,0.00066474,0.00066474
+2,40.3319,2.22396,1.58638,2.14397,0.49072,0.62628,0.54154,0.17877,2.15156,1.64528,2.31635,0.00131823,0.00131823,0.00131823
+3,59.6248,2.20555,1.53897,2.11728,0.56777,0.74307,0.67366,0.21888,2.13547,1.6107,2.30177,0.00195851,0.00195851,0.00195851
+4,78.7413,2.18926,1.50798,2.10927,0.68237,0.70365,0.71485,0.22426,2.18528,1.50312,2.31344,0.0019406,0.0019406,0.0019406
+5,97.9163,2.14552,1.47729,2.08939,0.75681,0.7269,0.76713,0.27688,2.12743,1.30784,2.28147,0.0019208,0.0019208,0.0019208
+6,116.789,2.12312,1.40913,2.06886,0.72001,0.63066,0.73764,0.26603,2.14001,1.34876,2.27557,0.001901,0.001901,0.001901
+7,135.25,2.13447,1.36481,2.06256,0.84048,0.76934,0.83072,0.30144,2.0285,1.25352,2.19413,0.0018812,0.0018812,0.0018812
+8,153.916,2.10468,1.32559,2.0314,0.86064,0.83842,0.88686,0.32012,2.06933,1.21159,2.21676,0.0018614,0.0018614,0.0018614
+9,172.8,2.10688,1.33233,2.0343,0.81483,0.82336,0.86475,0.2988,2.0715,1.23301,2.23147,0.0018416,0.0018416,0.0018416
+10,191.344,2.0896,1.28751,2.03609,0.78968,0.70159,0.77028,0.27503,2.11794,1.26078,2.2601,0.0018218,0.0018218,0.0018218
+11,209.832,2.08875,1.28729,2.03993,0.88628,0.87605,0.89447,0.32562,2.02571,1.13542,2.19242,0.001802,0.001802,0.001802
+12,228.978,2.08915,1.26737,2.01967,0.86758,0.81296,0.85042,0.28774,2.16682,1.17828,2.29281,0.0017822,0.0017822,0.0017822
+13,247.572,2.07517,1.29157,2.01103,0.84766,0.82043,0.86443,0.31803,2.0644,1.14315,2.21269,0.0017624,0.0017624,0.0017624
+14,266.034,2.03954,1.25594,1.99306,0.88553,0.80183,0.86094,0.31999,2.08835,1.12978,2.23828,0.0017426,0.0017426,0.0017426
+15,284.686,2.07705,1.24345,2.01468,0.86106,0.70949,0.81152,0.29751,2.08156,1.20433,2.22483,0.0017228,0.0017228,0.0017228
+16,303.001,2.0557,1.24504,2.01269,0.77718,0.75328,0.75198,0.2511,2.15571,1.27425,2.29624,0.001703,0.001703,0.001703
+17,321.414,2.07062,1.22399,2.01025,0.87843,0.8219,0.86414,0.31856,2.03514,1.14823,2.2101,0.0016832,0.0016832,0.0016832
+18,340.207,2.05073,1.21843,2.00092,0.88618,0.82774,0.87738,0.31259,2.10732,1.11093,2.2463,0.0016634,0.0016634,0.0016634
+19,359.093,2.04705,1.19451,1.98885,0.88843,0.85693,0.89751,0.33483,2.04866,1.09933,2.20728,0.0016436,0.0016436,0.0016436
+20,378.104,2.03484,1.16817,1.98322,0.87862,0.8438,0.872,0.32179,2.04853,1.1453,2.20505,0.0016238,0.0016238,0.0016238
+21,396.434,2.01277,1.17338,1.9503,0.83031,0.80721,0.86122,0.31907,2.07274,1.14108,2.21588,0.001604,0.001604,0.001604
+22,415.064,2.01977,1.1872,1.98079,0.87526,0.81168,0.86943,0.32567,2.0686,1.10657,2.20932,0.0015842,0.0015842,0.0015842
+23,433.724,2.00221,1.16882,1.96519,0.82568,0.82287,0.86007,0.32234,2.02413,1.15706,2.1846,0.0015644,0.0015644,0.0015644
+24,452.125,2.01673,1.14451,1.9649,0.86962,0.8073,0.88497,0.3197,2.09995,1.09032,2.23676,0.0015446,0.0015446,0.0015446
+25,470.614,2.01689,1.17658,1.98904,0.87741,0.80455,0.87209,0.31824,2.03604,1.13587,2.19105,0.0015248,0.0015248,0.0015248
+26,489.223,2.01502,1.15883,1.96709,0.88706,0.85998,0.90173,0.33816,2.00451,1.08463,2.16802,0.001505,0.001505,0.001505
+27,508.142,1.99911,1.16556,1.96198,0.89516,0.87257,0.91185,0.34181,1.99226,1.13146,2.16177,0.0014852,0.0014852,0.0014852
+28,527.243,2.00503,1.14587,1.96666,0.90057,0.85949,0.9069,0.34125,2.02404,1.07344,2.18024,0.0014654,0.0014654,0.0014654
+29,545.952,1.99955,1.14183,1.9633,0.8608,0.83955,0.88629,0.3342,2.04518,1.08983,2.19509,0.0014456,0.0014456,0.0014456
+30,564.411,1.98982,1.12496,1.95743,0.89422,0.8639,0.90238,0.34384,2.00258,1.07051,2.16984,0.0014258,0.0014258,0.0014258
+31,583.256,1.97235,1.137,1.94694,0.89233,0.85255,0.89944,0.33843,2.05216,1.05499,2.20205,0.001406,0.001406,0.001406
+32,602.16,1.98945,1.13327,1.96153,0.91511,0.88613,0.9081,0.34442,2.02687,1.06113,2.19139,0.0013862,0.0013862,0.0013862
+33,620.821,1.98432,1.13094,1.94957,0.82846,0.78262,0.8374,0.32066,2.03041,1.13511,2.19145,0.0013664,0.0013664,0.0013664
+34,639.358,1.96218,1.13547,1.94964,0.8786,0.83212,0.88375,0.33105,2.04422,1.07314,2.19358,0.0013466,0.0013466,0.0013466
+35,657.985,1.98322,1.12429,1.93869,0.87341,0.79562,0.8689,0.31938,2.10212,1.06778,2.23794,0.0013268,0.0013268,0.0013268
+36,676.282,1.93977,1.10466,1.91683,0.89329,0.86423,0.90855,0.34418,2.03003,1.03616,2.1874,0.001307,0.001307,0.001307
+37,695.177,1.95351,1.11731,1.92904,0.88425,0.8219,0.87253,0.33412,2.0361,1.05453,2.19129,0.0012872,0.0012872,0.0012872
+38,713.655,1.95106,1.11364,1.92937,0.87678,0.84818,0.90215,0.33496,2.01687,1.08671,2.1799,0.0012674,0.0012674,0.0012674
+39,732.153,1.939,1.10576,1.91758,0.8929,0.85547,0.90326,0.33504,2.02377,1.05017,2.18161,0.0012476,0.0012476,0.0012476
+40,750.715,1.94745,1.09588,1.92214,0.90068,0.86569,0.90298,0.33457,2.0452,1.05999,2.2049,0.0012278,0.0012278,0.0012278
+41,769.385,1.92356,1.08642,1.9024,0.90684,0.84672,0.90087,0.34969,2.02277,1.02863,2.18343,0.001208,0.001208,0.001208
+42,788.56,1.9348,1.09016,1.9164,0.91216,0.86411,0.90615,0.35067,2.00388,1.04418,2.16985,0.0011882,0.0011882,0.0011882
+43,807.547,1.92399,1.07633,1.91847,0.88275,0.82428,0.86483,0.32679,2.03236,1.08809,2.19093,0.0011684,0.0011684,0.0011684
+44,825.839,1.92902,1.07643,1.90967,0.90457,0.87153,0.90532,0.34201,2.01445,1.0586,2.17953,0.0011486,0.0011486,0.0011486
+45,844.241,1.92796,1.07564,1.91741,0.89657,0.86051,0.89901,0.33754,2.07441,1.03171,2.21598,0.0011288,0.0011288,0.0011288
+46,862.914,1.91731,1.07888,1.90109,0.89658,0.85693,0.89773,0.33489,2.0424,1.04489,2.20076,0.001109,0.001109,0.001109
+47,881.604,1.90401,1.05779,1.89058,0.88249,0.86611,0.89407,0.33835,2.01627,1.05089,2.18064,0.0010892,0.0010892,0.0010892
+48,900.282,1.89566,1.0403,1.89083,0.8962,0.85708,0.90506,0.34451,2.05731,1.00721,2.20747,0.0010694,0.0010694,0.0010694
+49,918.731,1.90783,1.06594,1.8948,0.9008,0.88029,0.90042,0.34502,2.05441,0.99266,2.20689,0.0010496,0.0010496,0.0010496
+50,937.522,1.89766,1.0573,1.88667,0.89951,0.86569,0.90235,0.3376,2.04803,1.02929,2.20725,0.0010298,0.0010298,0.0010298
+51,956.377,1.87907,1.02901,1.86045,0.90069,0.84733,0.89454,0.34104,2.08813,1.00321,2.23718,0.00101,0.00101,0.00101
+52,975.261,1.8969,1.02812,1.87918,0.89968,0.851,0.90083,0.34618,2.06331,0.98538,2.21904,0.0009902,0.0009902,0.0009902
+53,994.109,1.88957,0.99958,1.87904,0.88829,0.85109,0.90169,0.33998,2.04745,1.02488,2.20687,0.0009704,0.0009704,0.0009704
+54,1012.68,1.87131,1.04181,1.8624,0.92209,0.86385,0.90148,0.34091,2.06258,1.01389,2.21535,0.0009506,0.0009506,0.0009506
+55,1031.78,1.88378,1.00457,1.87986,0.9104,0.84545,0.89575,0.34373,2.06234,0.99732,2.22021,0.0009308,0.0009308,0.0009308
+56,1050.62,1.85611,1.01124,1.88092,0.90415,0.88137,0.90135,0.33131,2.09106,0.97385,2.2469,0.000911,0.000911,0.000911
+57,1069.57,1.86487,0.9882,1.85744,0.89741,0.87883,0.90869,0.3405,2.08355,0.9843,2.22381,0.0008912,0.0008912,0.0008912
+58,1088.67,1.84797,0.98394,1.85886,0.9102,0.84342,0.89874,0.33881,2.06942,0.99446,2.22176,0.0008714,0.0008714,0.0008714
+59,1107.46,1.85955,0.9926,1.86573,0.90094,0.86861,0.90091,0.33977,2.09802,0.94737,2.24596,0.0008516,0.0008516,0.0008516
+60,1126.57,1.84367,0.96937,1.8492,0.89692,0.85839,0.88931,0.33822,2.09665,0.97525,2.24795,0.0008318,0.0008318,0.0008318
+61,1145.33,1.84013,0.9636,1.85915,0.90706,0.85482,0.90448,0.34413,2.09804,0.95105,2.25755,0.000812,0.000812,0.000812
+62,1164.24,1.82262,0.9516,1.84786,0.88938,0.86856,0.8963,0.33822,2.11407,0.96091,2.26885,0.0007922,0.0007922,0.0007922

train/yolo11x_seed42/args.yaml

@@ -0,0 +1,122 @@
+task: detect
+mode: train
+model: yolo11x.pt
+data: /marimo/data/datasets/varroa_yolo/varroa.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/detect/yolo_related/runs/train
+name: yolo11x_seed42
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 42
+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: 0.0
+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
+end2end: null
+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
+bbox_iou_loss: ciou
+wiou_monotonous: false
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: /marimo/yolo_code/runs/detect/yolo_related/runs/train/yolo11x_seed42

train/yolo11x_seed42/results.csv

@@ -0,0 +1,80 @@
+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
+1,37.8489,2.31667,1.88284,2.20716,0.35369,0.24088,0.19395,0.05405,2.53489,3.43408,2.67036,0.00066474,0.00066474,0.00066474
+2,69.9007,2.29398,1.72074,2.20111,0.55602,0.4219,0.42589,0.14628,nan,nan,nan,0.00131823,0.00131823,0.00131823
+3,100.8,2.25538,1.70405,2.15864,0.50033,0.63942,0.53035,0.1758,2.20144,1.65249,2.3271,0.00195851,0.00195851,0.00195851
+4,131.392,2.21629,1.55226,2.13617,0.66404,0.66131,0.68705,0.2271,2.15753,1.49555,2.31267,0.0019406,0.0019406,0.0019406
+5,162.174,2.18671,1.53648,2.11882,0.70748,0.67153,0.72258,0.2365,2.16037,1.38806,2.30764,0.0019208,0.0019208,0.0019208
+6,193.025,2.15656,1.45028,2.09554,0.78623,0.70874,0.79428,0.28056,2.11709,1.24985,2.26983,0.001901,0.001901,0.001901
+7,223.989,2.14673,1.41641,2.0779,0.71423,0.75182,0.78518,0.2849,2.00661,1.31551,2.19357,0.0018812,0.0018812,0.0018812
+8,254.725,2.13688,1.37615,2.05517,0.79332,0.78686,0.84171,0.30466,2.04906,1.24137,2.22587,0.0018614,0.0018614,0.0018614
+9,285.452,2.14181,1.38238,2.06172,0.76921,0.78335,0.81379,0.30827,2.023,1.21485,2.20297,0.0018416,0.0018416,0.0018416
+10,316.25,2.10298,1.32543,2.0524,0.71857,0.7927,0.78723,0.28242,2.05121,1.27079,2.22029,0.0018218,0.0018218,0.0018218
+11,346.803,2.11167,1.31617,2.05678,0.85398,0.81314,0.84998,0.31806,2.04222,1.22726,2.2084,0.001802,0.001802,0.001802
+12,377.537,2.10579,1.30514,2.03644,0.86659,0.83504,0.88003,0.31768,2.07748,1.16464,2.23219,0.0017822,0.0017822,0.0017822
+13,408.059,2.10227,1.30395,2.03054,0.76786,0.70365,0.77165,0.28613,2.09546,1.2028,2.25567,0.0017624,0.0017624,0.0017624
+14,438.817,2.07715,1.30583,2.0179,0.80586,0.8,0.84128,0.29672,2.09899,1.1882,2.25144,0.0017426,0.0017426,0.0017426
+15,469.112,2.09629,1.27741,2.03096,0.81986,0.81725,0.83665,0.30424,2.08667,1.15649,2.2327,0.0017228,0.0017228,0.0017228
+16,499.687,2.07628,1.26487,2.02683,0.82466,0.81707,0.83845,0.31298,2.072,1.19189,2.23934,0.001703,0.001703,0.001703
+17,530.159,2.08928,1.26369,2.02765,0.78992,0.78496,0.82808,0.29898,2.02919,1.24824,2.18895,0.0016832,0.0016832,0.0016832
+18,560.622,2.06966,1.26149,2.01833,0.86554,0.82699,0.87514,0.32732,2.07491,1.13164,2.23517,0.0016634,0.0016634,0.0016634
+19,591.498,2.07332,1.24554,2.00751,0.86464,0.8292,0.86575,0.32481,2.08115,1.14392,2.2333,0.0016436,0.0016436,0.0016436
+20,622.173,2.05807,1.20064,2.00199,0.83528,0.80689,0.86424,0.32465,2.03687,1.19464,2.19661,0.0016238,0.0016238,0.0016238
+21,652.704,2.03954,1.20603,1.96805,0.8443,0.79708,0.8326,0.31718,2.07083,1.13925,2.23394,0.001604,0.001604,0.001604
+22,682.873,2.03762,1.20799,1.99381,0.80988,0.8,0.85608,0.31728,2.07559,1.14171,2.21856,0.0015842,0.0015842,0.0015842
+23,713.401,2.0352,1.20361,1.98669,0.87421,0.80148,0.87583,0.32471,2.05142,1.13504,2.203,0.0015644,0.0015644,0.0015644
+24,743.709,2.04405,1.17569,1.97592,0.8451,0.83066,0.87451,0.32468,2.03558,1.14787,2.19015,0.0015446,0.0015446,0.0015446
+25,774.032,2.05134,1.20228,2.01411,0.82621,0.80509,0.84116,0.28386,2.12024,1.2316,2.2549,0.0015248,0.0015248,0.0015248
+26,804.267,2.04471,1.18828,1.98954,0.89828,0.83798,0.89164,0.34285,2.03867,1.05429,2.19583,0.001505,0.001505,0.001505
+27,834.859,2.02823,1.18941,1.98059,0.8693,0.85444,0.88393,0.33,2.03609,1.11746,2.19922,0.0014852,0.0014852,0.0014852
+28,865.591,2.03786,1.18159,1.98955,0.87861,0.87445,0.8898,0.33736,2.0356,1.11268,2.19584,0.0014654,0.0014654,0.0014654
+29,896.112,2.02216,1.17712,1.97884,0.85351,0.80802,0.86899,0.31443,2.06594,1.12718,2.21392,0.0014456,0.0014456,0.0014456
+30,926.401,2.0143,1.16019,1.97639,0.87559,0.84526,0.88602,0.3353,2.03624,1.08097,2.19466,0.0014258,0.0014258,0.0014258
+31,956.746,2.00687,1.159,1.96865,0.90238,0.83066,0.88905,0.342,2.05373,1.08713,2.20608,0.001406,0.001406,0.001406
+32,987.147,2.00596,1.13807,1.97536,0.90309,0.84348,0.89414,0.339,2.04159,1.08973,2.21018,0.0013862,0.0013862,0.0013862
+33,1017.83,2.00265,1.1448,1.96018,0.8475,0.85185,0.87824,0.33587,2.02498,1.12469,2.19302,0.0013664,0.0013664,0.0013664
+34,1048.25,2.00546,1.13537,1.97833,0.86934,0.84234,0.87204,0.32415,2.03762,1.07399,2.19859,0.0013466,0.0013466,0.0013466
+35,1078.51,2.01193,1.13548,1.95609,0.90312,0.84234,0.88038,0.33091,2.11382,1.04419,2.24238,0.0013268,0.0013268,0.0013268
+36,1109.19,1.99226,1.11843,1.94974,0.89062,0.90341,0.90397,0.34271,2.05097,1.0577,2.2075,0.001307,0.001307,0.001307
+37,1139.81,1.98155,1.11796,1.94465,0.91144,0.88639,0.9064,0.34736,2.03925,1.04502,2.1943,0.0012872,0.0012872,0.0012872
+38,1170.83,1.97568,1.13892,1.94542,0.88411,0.83531,0.88266,0.33328,2.02903,1.08994,2.19506,0.0012674,0.0012674,0.0012674
+39,1201.42,1.97643,1.12191,1.9394,0.83577,0.85439,0.87391,0.32739,2.04274,1.0755,2.19607,0.0012476,0.0012476,0.0012476
+40,1231.95,1.97347,1.1156,1.94143,0.88807,0.86569,0.89112,0.33575,2.06853,1.02172,2.22096,0.0012278,0.0012278,0.0012278
+41,1262.44,1.95848,1.10158,1.92411,0.87254,0.85839,0.89293,0.34072,2.04641,1.05975,2.20922,0.001208,0.001208,0.001208
+42,1292.71,1.99551,1.1056,1.95021,0.88228,0.87445,0.90363,0.342,2.02873,1.07811,2.18743,0.0011882,0.0011882,0.0011882
+43,1323.18,1.96836,1.0806,1.945,0.86511,0.82389,0.87016,0.3209,2.07269,1.0857,2.22148,0.0011684,0.0011684,0.0011684
+44,1353.55,1.97397,1.08245,1.93916,0.88542,0.8574,0.89726,0.33866,2.05159,1.0345,2.20448,0.0011486,0.0011486,0.0011486
+45,1383.77,1.9607,1.09589,1.93596,0.89734,0.89781,0.90585,0.34596,2.05915,1.0135,2.21848,0.0011288,0.0011288,0.0011288
+46,1414.24,1.94338,1.09086,1.91667,0.89613,0.88905,0.90575,0.34218,2.03134,1.04134,2.19722,0.001109,0.001109,0.001109
+47,1444.53,1.94745,1.06397,1.9204,0.86515,0.85547,0.87481,0.33065,2.05975,1.02901,2.21543,0.0010892,0.0010892,0.0010892
+48,1475.03,1.93458,1.04713,1.91386,0.90179,0.85547,0.89999,0.33535,2.05214,1.02549,2.21228,0.0010694,0.0010694,0.0010694
+49,1505.4,1.95411,1.08489,1.92363,0.8976,0.88295,0.90634,0.34755,2.02591,1.01303,2.18962,0.0010496,0.0010496,0.0010496
+50,1536.08,1.92484,1.06833,1.90393,0.90841,0.88175,0.90189,0.34212,2.03073,1.04309,2.19443,0.0010298,0.0010298,0.0010298
+51,1566.64,1.91202,1.03983,1.88097,0.91358,0.89197,0.90519,0.33691,2.08087,1.00783,2.23774,0.00101,0.00101,0.00101
+52,1597.17,1.93168,1.03283,1.89996,0.8869,0.87001,0.8847,0.34003,2.04368,1.01094,2.21005,0.0009902,0.0009902,0.0009902
+53,1627.74,1.92446,1.02387,1.89893,0.88684,0.89197,0.90741,0.33829,2.05893,1.02231,2.21641,0.0009704,0.0009704,0.0009704
+54,1658.16,1.91855,1.0515,1.89467,0.88534,0.87153,0.89097,0.34088,2.05616,1.01445,2.2144,0.0009506,0.0009506,0.0009506
+55,1688.76,1.92321,1.02676,1.89981,0.87846,0.86523,0.8807,0.33427,2.05628,1.03455,2.21953,0.0009308,0.0009308,0.0009308
+56,1719.26,1.90093,1.03444,1.90724,0.91747,0.88321,0.90584,0.34615,2.04929,0.97615,2.21882,0.000911,0.000911,0.000911
+57,1749.83,1.90321,0.99987,1.88237,0.90068,0.88467,0.90001,0.34213,2.09045,0.97984,2.24103,0.0008912,0.0008912,0.0008912
+58,1780.34,1.8773,1.01702,1.87866,0.90373,0.88029,0.89795,0.33924,2.08748,0.9923,2.24183,0.0008714,0.0008714,0.0008714
+59,1810.81,1.91162,1.00001,1.89952,0.92452,0.89927,0.92421,0.35257,2.07924,0.96267,2.23052,0.0008516,0.0008516,0.0008516
+60,1841.71,1.88442,0.9973,1.87388,0.89579,0.88905,0.91139,0.34013,2.08527,0.99867,2.23189,0.0008318,0.0008318,0.0008318
+61,1872.07,1.88835,0.97983,1.88706,0.90558,0.89635,0.90282,0.3372,2.09122,0.96162,2.24913,0.000812,0.000812,0.000812
+62,1902.66,1.86232,0.95559,1.87255,0.90387,0.87846,0.90331,0.33417,2.12455,0.96695,2.27207,0.0007922,0.0007922,0.0007922
+63,1933.15,1.86486,0.96599,1.86528,0.90767,0.89197,0.89836,0.33656,2.12257,0.94632,2.28175,0.0007724,0.0007724,0.0007724
+64,1963.88,1.86836,0.95051,1.87447,0.9065,0.88613,0.90753,0.34698,2.10538,0.94152,2.26991,0.0007526,0.0007526,0.0007526
+65,1994.31,1.85173,0.93736,1.8702,0.89523,0.89635,0.89327,0.33685,2.13759,0.91705,2.29296,0.0007328,0.0007328,0.0007328
+66,2024.76,1.84632,0.93002,1.85971,0.90271,0.88043,0.90617,0.33882,2.12857,0.95004,2.28695,0.000713,0.000713,0.000713
+67,2055.25,1.85155,0.9318,1.86025,0.89631,0.89599,0.89178,0.33913,2.13618,0.9212,2.29677,0.0006932,0.0006932,0.0006932
+68,2085.58,1.85066,0.9258,1.87069,0.8789,0.87153,0.88007,0.34024,2.10468,0.95753,2.26919,0.0006734,0.0006734,0.0006734
+69,2115.99,1.84106,0.92768,1.85313,0.89161,0.88321,0.89331,0.34026,2.11502,0.9415,2.27782,0.0006536,0.0006536,0.0006536
+70,2146.44,1.82546,0.89733,1.84244,0.8951,0.87299,0.8698,0.32625,2.14714,0.91573,2.30864,0.0006338,0.0006338,0.0006338
+71,2176.89,1.83294,0.8913,1.84505,0.90023,0.86131,0.88288,0.33492,2.13078,0.93097,2.29806,0.000614,0.000614,0.000614
+72,2207.43,1.80603,0.88475,1.83048,0.89143,0.87591,0.89676,0.33597,2.14769,0.91575,2.31299,0.0005942,0.0005942,0.0005942
+73,2237.77,1.79719,0.88512,1.81933,0.89483,0.86569,0.88033,0.3332,2.14424,0.91734,2.31179,0.0005744,0.0005744,0.0005744
+74,2268.32,1.80776,0.89424,1.83181,0.9012,0.87881,0.88699,0.33027,2.14619,0.91561,2.31143,0.0005546,0.0005546,0.0005546
+75,2298.87,1.79052,0.86854,1.82253,0.90741,0.87445,0.88267,0.31509,2.204,0.90667,2.36395,0.0005348,0.0005348,0.0005348
+76,2329.39,1.77451,0.8532,1.79538,0.89448,0.87859,0.88819,0.32663,2.18487,0.88685,2.36142,0.000515,0.000515,0.000515
+77,2359.99,1.76514,0.83588,1.80983,0.88869,0.87591,0.88447,0.32117,2.18878,0.88856,2.36176,0.0004952,0.0004952,0.0004952
+78,2390.54,1.77311,0.84639,1.80043,0.89176,0.87591,0.87752,0.3303,2.18103,0.88372,2.36591,0.0004754,0.0004754,0.0004754
+79,2420.99,1.75311,0.82237,1.79896,0.87903,0.87591,0.88695,0.32691,2.20914,0.89639,2.39774,0.0004556,0.0004556,0.0004556

train/yolo11x_seed43/args.yaml

@@ -0,0 +1,122 @@
+task: detect
+mode: train
+model: yolo11x.pt
+data: /marimo/data/datasets/varroa_yolo/varroa.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/detect/yolo_related/runs/train
+name: yolo11x_seed43
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 43
+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: 0.0
+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
+end2end: null
+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
+bbox_iou_loss: ciou
+wiou_monotonous: false
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: /marimo/yolo_code/runs/detect/yolo_related/runs/train/yolo11x_seed43

train/yolo11x_seed43/results.csv

@@ -0,0 +1,76 @@
+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
+1,33.3301,2.31734,1.94883,2.2179,0.34987,0.32701,0.21896,0.0662,nan,nan,nan,0.00066474,0.00066474,0.00066474
+2,65.4845,2.26874,1.70288,2.173,0.47898,0.47737,0.47402,0.1656,2.28383,2.12154,2.37921,0.00131823,0.00131823,0.00131823
+3,96.4206,2.22891,1.58541,2.1357,0.68645,0.74149,0.74781,0.25095,2.09596,1.9257,2.26494,0.00195851,0.00195851,0.00195851
+4,127.317,2.19507,1.56312,2.112,0.57654,0.63796,0.58902,0.17431,2.22638,2.27752,2.3546,0.0019406,0.0019406,0.0019406
+5,158,2.18254,1.54354,2.11713,0.63504,0.65839,0.66531,0.21106,2.20031,1.51238,2.33034,0.0019208,0.0019208,0.0019208
+6,188.639,2.14434,1.45072,2.09051,0.76926,0.67652,0.73857,0.26208,2.07363,1.35935,2.24097,0.001901,0.001901,0.001901
+7,219.576,2.1446,1.39117,2.0725,0.75667,0.79444,0.79642,0.27762,2.02081,1.34622,2.20517,0.0018812,0.0018812,0.0018812
+8,250.553,2.12527,1.38712,2.04574,0.7956,0.8,0.83751,0.3017,2.04124,1.28565,2.2117,0.0018614,0.0018614,0.0018614
+9,281.473,2.14163,1.38138,2.06373,0.77557,0.79854,0.83195,0.27827,2.05985,1.3904,2.2351,0.0018416,0.0018416,0.0018416
+10,311.872,2.10137,1.34521,2.04805,0.65099,0.71887,0.74088,0.27178,2.097,1.30047,2.25631,0.0018218,0.0018218,0.0018218
+11,342.423,2.10514,1.34393,2.05117,0.81866,0.80876,0.84303,0.30446,2.06949,1.261,2.22461,0.001802,0.001802,0.001802
+12,373.173,2.09185,1.31349,2.02735,0.84444,0.86131,0.87716,0.30266,2.10139,1.28565,2.2531,0.0017822,0.0017822,0.0017822
+13,403.726,2.09447,1.30066,2.02667,0.73509,0.71679,0.78344,0.2975,2.08483,1.22088,2.23464,0.0017624,0.0017624,0.0017624
+14,434.084,2.07581,1.31385,2.01878,0.83437,0.76058,0.83565,0.30302,2.0751,1.21122,2.23758,0.0017426,0.0017426,0.0017426
+15,464.425,2.08773,1.2745,2.02434,0.71888,0.58832,0.70167,0.26876,2.09413,1.43175,2.24656,0.0017228,0.0017228,0.0017228
+16,494.998,2.07714,1.25581,2.02604,0.82523,0.75766,0.82432,0.30668,2.08605,1.17548,2.23776,0.001703,0.001703,0.001703
+17,525.868,2.07321,1.27053,2.01431,0.83048,0.81898,0.84998,0.3097,2.06437,1.21566,2.22318,0.0016832,0.0016832,0.0016832
+18,556.651,2.06939,1.22512,2.01149,0.85014,0.78674,0.85833,0.31832,2.07721,1.12347,2.22725,0.0016634,0.0016634,0.0016634
+19,587.717,2.05492,1.24115,1.99481,0.83916,0.85985,0.8803,0.32975,2.01343,1.16477,2.18646,0.0016436,0.0016436,0.0016436
+20,618.775,2.04849,1.20247,1.99772,0.85032,0.83762,0.86887,0.32756,2.04453,1.12534,2.20985,0.0016238,0.0016238,0.0016238
+21,649.517,2.0412,1.21076,1.96638,0.84492,0.77152,0.84707,0.31452,2.06843,1.13597,2.22805,0.001604,0.001604,0.001604
+22,680.011,2.02738,1.21578,1.9852,0.82742,0.84689,0.87012,0.30963,2.04606,1.17693,2.20331,0.0015842,0.0015842,0.0015842
+23,710.683,2.02555,1.19751,1.97747,0.83708,0.80876,0.84893,0.31448,2.07958,1.14532,2.2241,0.0015644,0.0015644,0.0015644
+24,741.211,2.03393,1.18394,1.97466,0.82252,0.78248,0.85513,0.32777,2.04477,1.15291,2.20548,0.0015446,0.0015446,0.0015446
+25,771.504,2.03191,1.2035,1.99689,0.84916,0.78896,0.85688,0.32002,2.04262,1.14938,2.20935,0.0015248,0.0015248,0.0015248
+26,801.932,2.01799,1.20787,1.96827,0.8389,0.8365,0.87441,0.31881,2.03118,1.12564,2.18875,0.001505,0.001505,0.001505
+27,832.273,2.02452,1.17093,1.97916,0.86408,0.83528,0.89123,0.32174,2.06405,1.10264,2.21115,0.0014852,0.0014852,0.0014852
+28,862.786,2.01568,1.17756,1.97573,0.87947,0.85214,0.89605,0.33634,2.06124,1.08077,2.20823,0.0014654,0.0014654,0.0014654
+29,893.506,2.00565,1.18213,1.97127,0.85643,0.83598,0.88427,0.32565,2.10082,1.07534,2.23712,0.0014456,0.0014456,0.0014456
+30,924.081,1.99679,1.16057,1.96458,0.86139,0.86188,0.89632,0.3442,2.04013,1.06825,2.2048,0.0014258,0.0014258,0.0014258
+31,955.257,1.99077,1.15597,1.95904,0.86375,0.85255,0.89426,0.33139,2.06975,1.0713,2.22407,0.001406,0.001406,0.001406
+32,985.92,1.9947,1.16053,1.96791,0.88874,0.87153,0.90742,0.34147,2.04819,1.0563,2.21671,0.0013862,0.0013862,0.0013862
+33,1016.63,1.98719,1.13313,1.95422,0.84579,0.8,0.85892,0.32349,2.048,1.11583,2.20534,0.0013664,0.0013664,0.0013664
+34,1046.9,1.98223,1.15713,1.96577,0.85769,0.84466,0.8913,0.33524,2.03128,1.07308,2.19486,0.0013466,0.0013466,0.0013466
+35,1077.57,1.99474,1.13769,1.94788,0.86448,0.83358,0.88013,0.31877,2.10636,1.07367,2.24614,0.0013268,0.0013268,0.0013268
+36,1108.29,1.9768,1.1122,1.93922,0.85614,0.82628,0.87297,0.32607,2.06837,1.08958,2.22728,0.001307,0.001307,0.001307
+37,1138.9,1.96754,1.1239,1.93759,0.88271,0.85692,0.89281,0.33368,2.03835,1.0808,2.19494,0.0012872,0.0012872,0.0012872
+38,1169.46,1.96961,1.1368,1.94403,0.86689,0.83942,0.88415,0.32416,2.07549,1.08742,2.22721,0.0012674,0.0012674,0.0012674
+39,1200,1.95124,1.12135,1.92839,0.84135,0.83066,0.8721,0.33726,2.02697,1.11062,2.19909,0.0012476,0.0012476,0.0012476
+40,1230.54,1.95526,1.13844,1.9309,0.87931,0.8146,0.88002,0.33263,2.07193,1.06653,2.2291,0.0012278,0.0012278,0.0012278
+41,1260.86,1.9513,1.1103,1.9219,0.88079,0.85213,0.88914,0.33872,2.03301,1.06611,2.19647,0.001208,0.001208,0.001208
+42,1291.45,1.97758,1.10607,1.93923,0.89936,0.86131,0.90147,0.34068,2.03257,1.05224,2.19219,0.0011882,0.0011882,0.0011882
+43,1322.02,1.94997,1.09354,1.93058,0.87296,0.87591,0.89559,0.33729,2.04537,1.06321,2.1975,0.0011684,0.0011684,0.0011684
+44,1352.33,1.94564,1.096,1.92312,0.86743,0.89051,0.89492,0.33919,2.03003,1.06416,2.19535,0.0011486,0.0011486,0.0011486
+45,1383.04,1.93931,1.09492,1.92336,0.90556,0.89586,0.90661,0.34488,2.03941,1.0234,2.20678,0.0011288,0.0011288,0.0011288
+46,1413.93,1.93551,1.09895,1.91138,0.88139,0.86787,0.90409,0.34582,2.03645,1.04147,2.20094,0.001109,0.001109,0.001109
+47,1444.79,1.92779,1.06783,1.90818,0.89186,0.86423,0.90261,0.34319,2.02238,1.03296,2.19168,0.0010892,0.0010892,0.0010892
+48,1475.33,1.90934,1.05909,1.89905,0.88282,0.86887,0.8975,0.34741,2.01896,1.04347,2.18586,0.0010694,0.0010694,0.0010694
+49,1506.23,1.92697,1.07879,1.91033,0.89149,0.86358,0.89567,0.34562,2.03406,1.03639,2.19492,0.0010496,0.0010496,0.0010496
+50,1537.19,1.90663,1.0687,1.8927,0.88649,0.86652,0.90004,0.33878,2.04034,1.03604,2.20488,0.0010298,0.0010298,0.0010298
+51,1567.8,1.89335,1.0473,1.86876,0.90378,0.87757,0.89784,0.34325,2.05364,1.02155,2.21778,0.00101,0.00101,0.00101
+52,1598.74,1.91175,1.04233,1.89126,0.91605,0.83504,0.88943,0.33735,2.06888,1.00398,2.2279,0.0009902,0.0009902,0.0009902
+53,1629.47,1.90903,1.04405,1.89042,0.8627,0.88467,0.90086,0.34101,2.02702,1.06617,2.19329,0.0009704,0.0009704,0.0009704
+54,1660.3,1.90261,1.05238,1.87932,0.90081,0.87153,0.90323,0.34465,2.05827,1.02936,2.21857,0.0009506,0.0009506,0.0009506
+55,1691.18,1.90158,1.04449,1.8907,0.88987,0.89652,0.90638,0.34944,2.03906,1.0067,2.21089,0.0009308,0.0009308,0.0009308
+56,1722.43,1.87057,1.04287,1.88928,0.89004,0.898,0.90342,0.33814,2.08207,1.00878,2.24051,0.000911,0.000911,0.000911
+57,1753.18,1.87659,1.02012,1.86591,0.89553,0.88029,0.89793,0.34257,2.06071,0.99834,2.21901,0.0008912,0.0008912,0.0008912
+58,1783.98,1.86086,1.00772,1.86713,0.90699,0.86835,0.89562,0.34404,2.06311,0.99627,2.22222,0.0008714,0.0008714,0.0008714
+59,1814.87,1.88418,1.00675,1.87949,0.90788,0.89199,0.90459,0.33902,2.07835,0.97385,2.23622,0.0008516,0.0008516,0.0008516
+60,1845.41,1.86689,1.00583,1.86272,0.89985,0.85985,0.88729,0.32735,2.11174,1.0064,2.25785,0.0008318,0.0008318,0.0008318
+61,1875.91,1.86114,0.99448,1.87419,0.89412,0.88613,0.89876,0.33278,2.09986,0.98282,2.24981,0.000812,0.000812,0.000812
+62,1906.88,1.84308,0.96995,1.86442,0.89249,0.88469,0.89828,0.33248,2.10191,0.98625,2.25606,0.0007922,0.0007922,0.0007922
+63,1937.88,1.84221,0.98779,1.84663,0.88841,0.88329,0.89736,0.33169,2.11638,0.99114,2.27589,0.0007724,0.0007724,0.0007724
+64,1968.91,1.83756,0.968,1.85656,0.90224,0.89197,0.8987,0.33681,2.12242,0.94908,2.28503,0.0007526,0.0007526,0.0007526
+65,1999.88,1.83359,0.96934,1.85775,0.90078,0.89343,0.89951,0.33335,2.12482,0.94463,2.28356,0.0007328,0.0007328,0.0007328
+66,2030.94,1.82237,0.93373,1.84738,0.90136,0.86713,0.90208,0.33203,2.11125,0.98684,2.28139,0.000713,0.000713,0.000713
+67,2061.71,1.82569,0.94796,1.84371,0.89016,0.8755,0.89049,0.33213,2.11204,0.98045,2.28904,0.0006932,0.0006932,0.0006932
+68,2092.39,1.82093,0.94282,1.8562,0.89173,0.87007,0.88095,0.33103,2.09772,0.98681,2.27511,0.0006734,0.0006734,0.0006734
+69,2123.04,1.80386,0.92849,1.83069,0.91081,0.86464,0.89312,0.33061,2.14084,0.97982,2.30351,0.0006536,0.0006536,0.0006536
+70,2154.14,1.80259,0.91813,1.83106,0.90271,0.88046,0.90413,0.32291,2.14277,0.97547,2.2939,0.0006338,0.0006338,0.0006338
+71,2185.11,1.80248,0.91074,1.82658,0.88513,0.87739,0.88086,0.32876,2.13547,0.9322,2.2992,0.000614,0.000614,0.000614
+72,2216,1.78224,0.90736,1.81636,0.886,0.87153,0.88352,0.32431,2.14192,0.94632,2.30828,0.0005942,0.0005942,0.0005942
+73,2246.76,1.77752,0.91067,1.80892,0.88837,0.88292,0.88935,0.31959,2.15673,0.92922,2.31977,0.0005744,0.0005744,0.0005744
+74,2277.64,1.77891,0.89024,1.81495,0.8962,0.88759,0.8863,0.31904,2.16962,0.92428,2.33419,0.0005546,0.0005546,0.0005546
+75,2308.48,1.76455,0.89676,1.80578,0.88578,0.87174,0.88037,0.31449,2.17093,0.94045,2.33822,0.0005348,0.0005348,0.0005348

train/yolo11x_seed44/args.yaml

@@ -0,0 +1,122 @@
+task: detect
+mode: train
+model: yolo11x.pt
+data: /marimo/data/datasets/varroa_yolo/varroa.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/detect/yolo_related/runs/train
+name: yolo11x_seed44
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 44
+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: 0.0
+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
+end2end: null
+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
+bbox_iou_loss: ciou
+wiou_monotonous: false
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: /marimo/yolo_code/runs/detect/yolo_related/runs/train/yolo11x_seed44

train/yolo11x_seed44/results.csv

@@ -0,0 +1,68 @@
+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
+1,34.3969,2.29408,1.97102,2.21016,0.48841,0.74841,0.54899,0.18332,2.15939,2.65065,2.38405,0.00066474,0.00066474,0.00066474
+2,67.1209,2.24185,1.64686,2.15145,0.56869,0.68175,0.63776,0.22495,2.1011,1.4719,2.29194,0.00131823,0.00131823,0.00131823
+3,98.3856,2.24129,1.61956,2.14491,0.53976,0.65401,0.57201,0.17251,2.30532,2.34068,2.42465,0.00195851,0.00195851,0.00195851
+4,129.469,2.19099,1.56037,2.11584,0.5438,0.62628,0.59189,0.19049,2.23717,1.54674,2.36412,0.0019406,0.0019406,0.0019406
+5,160.527,2.15976,1.52275,2.10076,0.66697,0.72263,0.7497,0.2634,2.05786,1.47865,2.24568,0.0019208,0.0019208,0.0019208
+6,191.529,2.14427,1.44267,2.08567,0.78636,0.68613,0.79707,0.28944,2.09218,1.29781,2.25377,0.001901,0.001901,0.001901
+7,222.909,2.1309,1.39586,2.06438,0.74941,0.78102,0.79888,0.28652,2.06595,1.29362,2.24134,0.0018812,0.0018812,0.0018812
+8,254.049,2.13255,1.38287,2.04889,0.76923,0.78831,0.81574,0.29114,2.03626,1.25881,2.19919,0.0018614,0.0018614,0.0018614
+9,285.435,2.12968,1.38259,2.05503,0.79616,0.77546,0.83161,0.29217,2.09447,1.26025,2.25442,0.0018416,0.0018416,0.0018416
+10,316.501,2.10543,1.3138,2.05409,0.82803,0.8013,0.84355,0.31236,2.0566,1.26368,2.22312,0.0018218,0.0018218,0.0018218
+11,347.643,2.10311,1.30956,2.05028,0.83616,0.80466,0.84746,0.31178,2.07497,1.17333,2.22898,0.001802,0.001802,0.001802
+12,378.661,2.09493,1.30839,2.03088,0.84392,0.82628,0.8596,0.2935,2.15608,1.22726,2.28983,0.0017822,0.0017822,0.0017822
+13,409.511,2.09121,1.29671,2.02348,0.80348,0.8292,0.84245,0.30452,2.06609,1.26281,2.22947,0.0017624,0.0017624,0.0017624
+14,440.677,2.0699,1.28833,2.0133,0.78334,0.81314,0.83744,0.29367,2.14268,1.22555,2.27808,0.0017426,0.0017426,0.0017426
+15,471.556,2.08984,1.27273,2.02206,0.76032,0.70803,0.7817,0.28607,2.09467,1.24213,2.25025,0.0017228,0.0017228,0.0017228
+16,502.52,2.0728,1.2529,2.02319,0.81245,0.78394,0.85018,0.31951,2.07341,1.14329,2.23371,0.001703,0.001703,0.001703
+17,533.847,2.08333,1.2324,2.01859,0.79413,0.70955,0.78489,0.27946,2.16623,1.2467,2.29193,0.0016832,0.0016832,0.0016832
+18,564.675,2.06888,1.22982,2.01366,0.85939,0.8292,0.86915,0.31869,2.08649,1.09646,2.24316,0.0016634,0.0016634,0.0016634
+19,595.432,2.05255,1.22214,1.98905,0.82924,0.83652,0.85597,0.32144,2.06304,1.12806,2.22397,0.0016436,0.0016436,0.0016436
+20,626.845,2.049,1.21089,1.99558,0.80787,0.79798,0.8627,0.32413,2.03859,1.15925,2.19489,0.0016238,0.0016238,0.0016238
+21,658.102,2.02647,1.19503,1.96106,0.8334,0.82774,0.86804,0.31724,2.06242,1.1386,2.2183,0.001604,0.001604,0.001604
+22,688.784,2.02818,1.2109,1.9863,0.81617,0.82482,0.85767,0.31844,2.0509,1.17998,2.20712,0.0015842,0.0015842,0.0015842
+23,719.37,2.01421,1.19276,1.9741,0.83613,0.76934,0.83596,0.30075,2.12812,1.21646,2.2595,0.0015644,0.0015644,0.0015644
+24,750.073,2.02725,1.1736,1.97035,0.8313,0.86569,0.8858,0.3259,2.07466,1.10223,2.22238,0.0015446,0.0015446,0.0015446
+25,781.157,2.04114,1.18856,2.00471,0.85024,0.82774,0.8697,0.32068,2.08075,1.07737,2.23187,0.0015248,0.0015248,0.0015248
+26,811.878,2.01882,1.16661,1.97064,0.86529,0.83458,0.88438,0.3328,2.0432,1.098,2.20649,0.001505,0.001505,0.001505
+27,842.979,2.01027,1.16975,1.96838,0.83645,0.84368,0.8851,0.32471,2.0557,1.10779,2.20101,0.0014852,0.0014852,0.0014852
+28,873.742,2.01094,1.16852,1.9715,0.88241,0.85547,0.89593,0.33502,2.04639,1.08396,2.20137,0.0014654,0.0014654,0.0014654
+29,905.047,1.99527,1.17414,1.96233,0.88374,0.85547,0.89528,0.32126,2.12105,1.07458,2.2544,0.0014456,0.0014456,0.0014456
+30,935.918,1.99066,1.16385,1.96157,0.86505,0.8365,0.88094,0.33607,2.05005,1.10128,2.19854,0.0014258,0.0014258,0.0014258
+31,966.997,1.9883,1.15779,1.95638,0.88347,0.84964,0.89053,0.33431,2.06672,1.07925,2.22089,0.001406,0.001406,0.001406
+32,997.979,1.99527,1.14651,1.96627,0.87559,0.80438,0.88921,0.33454,2.07662,1.06366,2.22401,0.0013862,0.0013862,0.0013862
+33,1028.83,1.99112,1.12786,1.95073,0.84207,0.84818,0.86183,0.32393,2.04668,1.11646,2.20496,0.0013664,0.0013664,0.0013664
+34,1059.49,1.98862,1.14755,1.96683,0.81455,0.87007,0.88278,0.33167,2.02805,1.12307,2.18434,0.0013466,0.0013466,0.0013466
+35,1090.29,1.99022,1.15536,1.94275,0.88053,0.84672,0.89652,0.33415,2.06835,1.07193,2.21436,0.0013268,0.0013268,0.0013268
+36,1121.27,1.95429,1.12095,1.92548,0.86749,0.88321,0.89556,0.33943,2.04683,1.06199,2.20919,0.001307,0.001307,0.001307
+37,1152.39,1.96257,1.12528,1.9326,0.85512,0.87891,0.89368,0.33365,2.03044,1.069,2.18972,0.0012872,0.0012872,0.0012872
+38,1183.21,1.96904,1.1278,1.93835,0.84232,0.85547,0.8827,0.32035,2.12072,1.05984,2.26599,0.0012674,0.0012674,0.0012674
+39,1214.15,1.94903,1.11687,1.92524,0.83078,0.84818,0.87638,0.33966,2.0341,1.07396,2.19158,0.0012476,0.0012476,0.0012476
+40,1245.05,1.95904,1.1008,1.92755,0.86561,0.83066,0.8793,0.32729,2.07969,1.06259,2.22643,0.0012278,0.0012278,0.0012278
+41,1275.77,1.94366,1.09783,1.91647,0.8542,0.83066,0.87696,0.33643,2.0356,1.08766,2.20226,0.001208,0.001208,0.001208
+42,1306.83,1.9638,1.10462,1.93032,0.88267,0.87737,0.90058,0.33846,2.08825,1.03043,2.22973,0.0011882,0.0011882,0.0011882
+43,1337.61,1.95939,1.08095,1.93519,0.8643,0.8292,0.87063,0.32496,2.08099,1.0434,2.22206,0.0011684,0.0011684,0.0011684
+44,1368.33,1.95467,1.08582,1.92614,0.86211,0.84882,0.88917,0.33692,2.03918,1.06372,2.19862,0.0011486,0.0011486,0.0011486
+45,1399.05,1.94038,1.08665,1.9226,0.89062,0.89197,0.89204,0.33674,2.056,1.04983,2.21337,0.0011288,0.0011288,0.0011288
+46,1429.62,1.92838,1.09562,1.90939,0.89778,0.8719,0.90658,0.33933,2.03026,1.04251,2.19251,0.001109,0.001109,0.001109
+47,1460.68,1.91928,1.07414,1.89796,0.89281,0.85109,0.90249,0.34002,2.02945,1.05052,2.19184,0.0010892,0.0010892,0.0010892
+48,1492.01,1.91284,1.07211,1.90023,0.86444,0.86569,0.88672,0.32774,2.05337,1.02913,2.21148,0.0010694,0.0010694,0.0010694
+49,1523.14,1.92373,1.09183,1.90671,0.88039,0.87445,0.88872,0.33915,2.04998,1.01552,2.21558,0.0010496,0.0010496,0.0010496
+50,1554.04,1.89919,1.06927,1.88745,0.89117,0.87264,0.90064,0.33583,2.03975,1.04702,2.20367,0.0010298,0.0010298,0.0010298
+51,1584.71,1.89411,1.04854,1.87069,0.87439,0.87394,0.89562,0.33409,2.07473,1.01673,2.2386,0.00101,0.00101,0.00101
+52,1615.82,1.91492,1.03793,1.88973,0.90451,0.86715,0.90034,0.33726,2.0932,1.00236,2.2426,0.0009902,0.0009902,0.0009902
+53,1646.89,1.90123,1.04104,1.88278,0.86653,0.84818,0.8839,0.3348,2.06205,1.04345,2.22033,0.0009704,0.0009704,0.0009704
+54,1677.88,1.88201,1.05039,1.86579,0.88948,0.85401,0.87912,0.3343,2.05587,1.04025,2.21541,0.0009506,0.0009506,0.0009506
+55,1708.96,1.8889,1.03435,1.88063,0.86963,0.85691,0.87595,0.3311,2.06834,1.02183,2.23032,0.0009308,0.0009308,0.0009308
+56,1739.71,1.87241,1.02677,1.88914,0.89228,0.8948,0.89928,0.33245,2.06801,0.97356,2.23112,0.000911,0.000911,0.000911
+57,1770.69,1.86132,1.00985,1.85605,0.88719,0.86107,0.89994,0.338,2.06917,1.00634,2.23879,0.0008912,0.0008912,0.0008912
+58,1801.32,1.85672,1.00337,1.86526,0.87895,0.85859,0.89771,0.33973,2.07533,1.00363,2.23778,0.0008714,0.0008714,0.0008714
+59,1832.12,1.86607,1.00773,1.87002,0.88696,0.87053,0.88597,0.33912,2.08058,0.98843,2.24367,0.0008516,0.0008516,0.0008516
+60,1862.77,1.86127,0.98913,1.85886,0.87078,0.86572,0.88492,0.32018,2.12906,0.9995,2.28287,0.0008318,0.0008318,0.0008318
+61,1893.71,1.85126,0.99388,1.86566,0.88017,0.84714,0.86778,0.32971,2.10538,0.99434,2.26955,0.000812,0.000812,0.000812
+62,1924.44,1.82225,0.97523,1.84865,0.89912,0.8718,0.89575,0.32849,2.12314,0.98132,2.28206,0.0007922,0.0007922,0.0007922
+63,1955.44,1.83462,0.98112,1.83987,0.88936,0.86569,0.89002,0.32196,2.13562,0.99989,2.29763,0.0007724,0.0007724,0.0007724
+64,1986.41,1.8271,0.95257,1.84959,0.90283,0.87445,0.89554,0.33335,2.12123,0.94928,2.29327,0.0007526,0.0007526,0.0007526
+65,2017.36,1.81417,0.96167,1.84742,0.89014,0.87737,0.89307,0.33312,2.14128,0.93575,2.31795,0.0007328,0.0007328,0.0007328
+66,2048.14,1.79989,0.93947,1.83303,0.87198,0.85255,0.88601,0.33419,2.12222,0.97695,2.29489,0.000713,0.000713,0.000713
+67,2079.11,1.81413,0.94484,1.83494,0.88627,0.87597,0.89073,0.33468,2.11439,0.96923,2.29302,0.0006932,0.0006932,0.0006932

train/yolov8x_seed42/args.yaml

@@ -0,0 +1,122 @@
+task: detect
+mode: train
+model: yolov8x.pt
+data: /marimo/data/datasets/varroa_yolo/varroa.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/detect/yolo_related/runs/train
+name: yolov8x_seed42
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 42
+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: 0.0
+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
+end2end: null
+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
+bbox_iou_loss: ciou
+wiou_monotonous: false
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: /marimo/yolo_code/runs/detect/yolo_related/runs/train/yolov8x_seed42

train/yolov8x_seed42/results.csv

@@ -0,0 +1,47 @@
+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
+1,30.1828,2.26671,1.89763,2.18852,0.32579,0.49343,0.257,0.08021,2.41558,1.98514,2.57073,0.00066474,0.00066474,0.00066474
+2,57.7443,2.21895,1.59776,2.14141,0.6933,0.63942,0.70519,0.23146,2.13442,2.35502,2.30685,0.00131823,0.00131823,0.00131823
+3,84.6461,2.19517,1.54076,2.10394,0.62902,0.66715,0.60412,0.18615,2.25905,1.56248,2.38865,0.00195851,0.00195851,0.00195851
+4,111.416,2.15248,1.49464,2.08449,0.72284,0.68913,0.7225,0.23526,2.10815,2.05956,2.26737,0.0019406,0.0019406,0.0019406
+5,138.101,2.11801,1.4504,2.07036,0.6923,0.77226,0.73046,0.24073,2.22493,1.6496,2.38074,0.0019208,0.0019208,0.0019208
+6,164.981,2.10721,1.39886,2.06079,0.84891,0.81022,0.85511,0.30686,2.08157,1.24069,2.24219,0.001901,0.001901,0.001901
+7,191.993,2.10117,1.34302,2.03819,0.82913,0.79708,0.8285,0.29374,2.01511,1.27877,2.19856,0.0018812,0.0018812,0.0018812
+8,218.459,2.08287,1.31364,2.01287,0.84395,0.81314,0.84436,0.29056,2.09425,1.24706,2.23896,0.0018614,0.0018614,0.0018614
+9,244.822,2.08279,1.31423,2.01917,0.83493,0.81606,0.85653,0.31583,2.05342,1.2451,2.22306,0.0018416,0.0018416,0.0018416
+10,271.525,2.0614,1.27008,2.0152,0.87072,0.77372,0.847,0.31404,2.06742,1.18146,2.2296,0.0018218,0.0018218,0.0018218
+11,297.927,2.06643,1.27463,2.02406,0.85789,0.8292,0.85507,0.31149,2.0775,1.16148,2.2477,0.001802,0.001802,0.001802
+12,324.431,2.05942,1.24089,1.99941,0.84432,0.81752,0.86026,0.29743,2.09301,1.17636,2.25218,0.0017822,0.0017822,0.0017822
+13,350.866,2.05703,1.2609,1.99788,0.85813,0.84526,0.87306,0.31782,2.09402,1.16419,2.23928,0.0017624,0.0017624,0.0017624
+14,377.696,2.0369,1.24826,1.99181,0.87197,0.82524,0.88439,0.32293,2.06372,1.09996,2.22589,0.0017426,0.0017426,0.0017426
+15,404.313,2.0522,1.22916,2.00011,0.85853,0.80876,0.8681,0.32596,2.07992,1.13537,2.22676,0.0017228,0.0017228,0.0017228
+16,431.251,2.02495,1.21661,1.99372,0.88783,0.85506,0.89188,0.32813,2.01328,1.17441,2.18733,0.001703,0.001703,0.001703
+17,458.05,2.03794,1.20967,1.98881,0.90546,0.83887,0.89389,0.33191,2.06078,1.13002,2.2159,0.0016832,0.0016832,0.0016832
+18,485.144,2.02657,1.21383,1.98508,0.8795,0.82045,0.88565,0.32257,2.05715,1.14075,2.20793,0.0016634,0.0016634,0.0016634
+19,511.734,2.01634,1.17781,1.96413,0.877,0.7927,0.8722,0.32837,2.07922,1.12982,2.2314,0.0016436,0.0016436,0.0016436
+20,538.417,2.01224,1.15297,1.96971,0.87589,0.86715,0.88362,0.32814,2.04681,1.13747,2.20639,0.0016238,0.0016238,0.0016238
+21,564.882,1.98511,1.15577,1.92982,0.89652,0.83472,0.88462,0.31808,2.09216,1.10619,2.23788,0.001604,0.001604,0.001604
+22,591.432,1.98775,1.16783,1.9546,0.88518,0.84408,0.89176,0.33506,2.04835,1.12142,2.20134,0.0015842,0.0015842,0.0015842
+23,618.088,1.96848,1.15139,1.93948,0.80339,0.74564,0.81539,0.28181,2.10265,1.23362,2.24341,0.0015644,0.0015644,0.0015644
+24,644.584,1.97874,1.12195,1.93975,0.89614,0.8438,0.88924,0.33307,2.01621,1.13116,2.18435,0.0015446,0.0015446,0.0015446
+25,671.161,1.98308,1.17327,1.96752,0.87547,0.82482,0.88482,0.32421,2.03918,1.12951,2.20285,0.0015248,0.0015248,0.0015248
+26,697.658,1.98135,1.1172,1.94205,0.89416,0.86423,0.89687,0.34192,2.03026,1.06456,2.19657,0.001505,0.001505,0.001505
+27,724.546,1.98366,1.12507,1.95271,0.92185,0.87822,0.90638,0.3394,2.02376,1.07666,2.18944,0.0014852,0.0014852,0.0014852
+28,751.109,1.97361,1.12265,1.94837,0.89903,0.87088,0.90075,0.33363,2.03867,1.05673,2.19543,0.0014654,0.0014654,0.0014654
+29,777.613,1.9513,1.11406,1.93426,0.85549,0.81168,0.85408,0.314,2.06857,1.14164,2.22858,0.0014456,0.0014456,0.0014456
+30,804.161,1.95058,1.11201,1.93237,0.89159,0.87648,0.90737,0.34126,2.02793,1.0773,2.1883,0.0014258,0.0014258,0.0014258
+31,830.77,1.92924,1.11276,1.91754,0.91107,0.86746,0.90918,0.33806,2.06545,1.05515,2.22271,0.001406,0.001406,0.001406
+32,857.477,1.94197,1.11022,1.93021,0.90455,0.87445,0.90897,0.33984,2.03993,1.05574,2.21537,0.0013862,0.0013862,0.0013862
+33,883.914,1.92375,1.0792,1.90568,0.88641,0.85985,0.87861,0.33498,2.04658,1.07048,2.21254,0.0013664,0.0013664,0.0013664
+34,910.283,1.91712,1.09142,1.92282,0.84002,0.81168,0.84577,0.3055,2.06792,1.12102,2.23282,0.0013466,0.0013466,0.0013466
+35,937.06,1.91941,1.08713,1.89914,0.87366,0.87824,0.90179,0.32871,2.09781,1.03851,2.2483,0.0013268,0.0013268,0.0013268
+36,963.518,1.8926,1.04799,1.88517,0.89079,0.88321,0.89787,0.3287,2.09631,1.01402,2.24713,0.001307,0.001307,0.001307
+37,990.053,1.8976,1.07531,1.89132,0.88722,0.85401,0.87389,0.32652,2.07062,1.07154,2.2196,0.0012872,0.0012872,0.0012872
+38,1016.67,1.89782,1.06087,1.89358,0.89791,0.83358,0.88964,0.31802,2.09541,1.0645,2.24811,0.0012674,0.0012674,0.0012674
+39,1043.4,1.88212,1.06407,1.88003,0.85549,0.84696,0.88189,0.32293,2.06325,1.09497,2.22833,0.0012476,0.0012476,0.0012476
+40,1070.17,1.88947,1.04636,1.88271,0.88133,0.86423,0.88138,0.32507,2.08927,1.04068,2.24226,0.0012278,0.0012278,0.0012278
+41,1096.85,1.87781,1.02653,1.87639,0.88202,0.83504,0.87778,0.32517,2.09095,1.05241,2.24749,0.001208,0.001208,0.001208
+42,1123.4,1.87681,1.02576,1.87323,0.90947,0.87445,0.89271,0.33129,2.06527,1.04377,2.22858,0.0011882,0.0011882,0.0011882
+43,1150.16,1.85538,1.01247,1.86571,0.88912,0.83796,0.87485,0.31916,2.11143,1.05279,2.25933,0.0011684,0.0011684,0.0011684
+44,1176.61,1.86226,0.99122,1.86068,0.87612,0.86715,0.87506,0.32393,2.11347,0.9999,2.2859,0.0011486,0.0011486,0.0011486
+45,1203.07,1.8553,0.99378,1.8686,0.91318,0.86569,0.88872,0.32485,2.13813,0.97862,2.29296,0.0011288,0.0011288,0.0011288
+46,1229.64,1.82137,0.99294,1.83627,0.87197,0.86861,0.88158,0.32336,2.12053,1.01937,2.28779,0.001109,0.001109,0.001109

train/yolov8x_seed43/args.yaml

@@ -0,0 +1,122 @@
+task: detect
+mode: train
+model: yolov8x.pt
+data: /marimo/data/datasets/varroa_yolo/varroa.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/detect/yolo_related/runs/train
+name: yolov8x_seed43
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 43
+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: 0.0
+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
+end2end: null
+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
+bbox_iou_loss: ciou
+wiou_monotonous: false
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: /marimo/yolo_code/runs/detect/yolo_related/runs/train/yolov8x_seed43

train/yolov8x_seed43/results.csv

@@ -0,0 +1,51 @@
+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
+1,28.4917,2.27752,1.88956,2.18756,0.25407,0.12117,0.07492,0.02426,3.72288,4.73259,3.45264,0.00066474,0.00066474,0.00066474
+2,56.0387,2.23526,1.61614,2.1508,0.60945,0.64234,0.61782,0.21449,2.13341,1.45653,2.28939,0.00131823,0.00131823,0.00131823
+3,83.2086,2.21158,1.5565,2.11652,0.65535,0.71064,0.70551,0.2483,2.10328,1.47356,2.27614,0.00195851,0.00195851,0.00195851
+4,110.52,2.18221,1.51003,2.10043,0.70424,0.7562,0.72863,0.24413,2.09266,1.63328,2.26616,0.0019406,0.0019406,0.0019406
+5,137.261,2.13668,1.49461,2.08553,0.77779,0.73577,0.77395,0.27864,2.10241,1.34158,2.26998,0.0019208,0.0019208,0.0019208
+6,164.367,2.11006,1.39579,2.06231,0.78663,0.72409,0.80498,0.28717,2.07476,1.27362,2.23444,0.001901,0.001901,0.001901
+7,191.359,2.10908,1.38739,2.04518,0.8132,0.82336,0.83229,0.29359,2.02648,1.24399,2.2067,0.0018812,0.0018812,0.0018812
+8,218.354,2.08934,1.30894,2.02119,0.82397,0.82336,0.87818,0.33241,2.02656,1.22464,2.19737,0.0018614,0.0018614,0.0018614
+9,245.417,2.08997,1.31429,2.02699,0.83807,0.77064,0.83577,0.29795,2.1402,1.23905,2.2756,0.0018416,0.0018416,0.0018416
+10,271.927,2.08113,1.30422,2.03239,0.8099,0.72409,0.79907,0.28855,2.12099,1.22274,2.25852,0.0018218,0.0018218,0.0018218
+11,298.653,2.07652,1.30177,2.02965,0.82949,0.83804,0.82295,0.29834,2.07412,1.24984,2.23941,0.001802,0.001802,0.001802
+12,325.53,2.0636,1.27949,2.00459,0.83199,0.8365,0.83783,0.28892,2.1163,1.1904,2.26184,0.0017822,0.0017822,0.0017822
+13,352.014,2.05032,1.271,1.99636,0.82859,0.83269,0.84679,0.30629,2.09773,1.15273,2.24876,0.0017624,0.0017624,0.0017624
+14,378.678,2.03101,1.26276,1.98676,0.85483,0.84088,0.89298,0.337,1.99798,1.14168,2.17824,0.0017426,0.0017426,0.0017426
+15,405.933,2.06525,1.22108,2.00473,0.8628,0.73431,0.81751,0.31059,2.06486,1.19443,2.22419,0.0017228,0.0017228,0.0017228
+16,432.592,2.03282,1.23376,1.9994,0.86026,0.81752,0.86155,0.3201,2.05398,1.17276,2.21701,0.001703,0.001703,0.001703
+17,459.342,2.04133,1.21302,1.99162,0.86423,0.86715,0.89567,0.33693,1.98227,1.26286,2.16808,0.0016832,0.0016832,0.0016832
+18,485.952,2.01876,1.20486,1.97968,0.89477,0.84407,0.88658,0.32337,2.08983,1.1064,2.2481,0.0016634,0.0016634,0.0016634
+19,512.555,2.01377,1.17248,1.96556,0.88307,0.82336,0.88939,0.33961,2.03823,1.11165,2.20067,0.0016436,0.0016436,0.0016436
+20,539.52,2.00544,1.16972,1.96448,0.86161,0.74527,0.82162,0.30284,2.08327,1.21419,2.22964,0.0016238,0.0016238,0.0016238
+21,566.094,1.98853,1.17052,1.93429,0.89508,0.85839,0.89459,0.3244,2.07686,1.08626,2.22954,0.001604,0.001604,0.001604
+22,592.802,1.98934,1.17393,1.95812,0.90975,0.88321,0.90975,0.33583,2.07588,1.08774,2.21522,0.0015842,0.0015842,0.0015842
+23,619.446,1.97983,1.15835,1.95047,0.79377,0.72555,0.77813,0.26972,2.166,1.23596,2.29596,0.0015644,0.0015644,0.0015644
+24,646.17,1.99196,1.11342,1.94558,0.89549,0.8292,0.89601,0.33392,2.05969,1.06757,2.21068,0.0015446,0.0015446,0.0015446
+25,672.858,1.99756,1.13796,1.97528,0.87091,0.86861,0.89329,0.33606,2.03878,1.10145,2.20447,0.0015248,0.0015248,0.0015248
+26,699.651,1.97801,1.14223,1.93899,0.89378,0.83529,0.87877,0.33691,2.00512,1.10621,2.17309,0.001505,0.001505,0.001505
+27,726.277,1.96913,1.1251,1.94422,0.87378,0.88932,0.90461,0.3363,1.99534,1.11383,2.17308,0.0014852,0.0014852,0.0014852
+28,753.049,1.96898,1.11563,1.94575,0.87852,0.86423,0.88921,0.33467,2.07219,1.05581,2.21703,0.0014654,0.0014654,0.0014654
+29,779.857,1.95317,1.11738,1.93303,0.88183,0.84977,0.89175,0.32928,2.08176,1.06269,2.22748,0.0014456,0.0014456,0.0014456
+30,806.571,1.9498,1.09375,1.93076,0.90819,0.88086,0.91136,0.34316,2.06592,1.02284,2.2155,0.0014258,0.0014258,0.0014258
+31,833.601,1.93226,1.10175,1.91844,0.89337,0.85109,0.88541,0.33515,2.06326,1.06016,2.22284,0.001406,0.001406,0.001406
+32,860.141,1.94409,1.09968,1.92975,0.89562,0.82774,0.87347,0.32988,2.08111,1.07542,2.24433,0.0013862,0.0013862,0.0013862
+33,886.833,1.9277,1.08196,1.91171,0.90338,0.8463,0.89644,0.33848,2.05086,1.06553,2.20782,0.0013664,0.0013664,0.0013664
+34,913.482,1.92385,1.08494,1.92365,0.8951,0.87445,0.89255,0.34,2.0321,1.04657,2.19354,0.0013466,0.0013466,0.0013466
+35,940.048,1.92722,1.0661,1.90154,0.88202,0.87445,0.89216,0.32895,2.10466,1.02073,2.24548,0.0013268,0.0013268,0.0013268
+36,966.774,1.89835,1.03771,1.88847,0.90776,0.87883,0.90126,0.33601,2.09562,0.98846,2.24644,0.001307,0.001307,0.001307
+37,993.389,1.89683,1.06944,1.89119,0.89258,0.86127,0.90012,0.33925,2.04724,1.04172,2.21261,0.0012872,0.0012872,0.0012872
+38,1020.06,1.89006,1.06051,1.88986,0.86868,0.82086,0.86197,0.31387,2.12014,1.05558,2.25944,0.0012674,0.0012674,0.0012674
+39,1046.61,1.88199,1.04832,1.87842,0.87185,0.87445,0.88843,0.32388,2.0687,1.03281,2.23332,0.0012476,0.0012476,0.0012476
+40,1073.26,1.8768,1.03331,1.87948,0.86889,0.85136,0.87552,0.32388,2.07073,1.04223,2.22957,0.0012278,0.0012278,0.0012278
+41,1099.69,1.86206,1.00531,1.86542,0.88324,0.87591,0.87731,0.33562,2.05955,1.03913,2.2234,0.001208,0.001208,0.001208
+42,1126.47,1.87202,1.0131,1.87098,0.89272,0.87007,0.88733,0.3353,2.06318,1.03385,2.22384,0.0011882,0.0011882,0.0011882
+43,1153.05,1.86012,0.9981,1.87228,0.89998,0.85381,0.87194,0.31435,2.15024,1.02829,2.29334,0.0011684,0.0011684,0.0011684
+44,1179.75,1.84989,0.99232,1.85912,0.89736,0.88175,0.89264,0.33004,2.06633,1.03149,2.23565,0.0011486,0.0011486,0.0011486
+45,1206.42,1.83635,0.98269,1.8581,0.90038,0.88406,0.89167,0.32549,2.11775,0.97977,2.27367,0.0011288,0.0011288,0.0011288
+46,1233.17,1.83307,0.96027,1.84343,0.89345,0.89362,0.89966,0.32699,2.11766,0.97755,2.27556,0.001109,0.001109,0.001109
+47,1259.81,1.82824,0.94576,1.83938,0.88682,0.87445,0.88281,0.32107,2.12885,0.9701,2.29535,0.0010892,0.0010892,0.0010892
+48,1286.46,1.80317,0.93278,1.83194,0.87156,0.86861,0.85617,0.31147,2.15655,0.96267,2.34216,0.0010694,0.0010694,0.0010694
+49,1313.18,1.8041,0.92944,1.82944,0.89361,0.87058,0.88774,0.32488,2.15895,0.95413,2.33676,0.0010496,0.0010496,0.0010496
+50,1339.56,1.7838,0.91576,1.81281,0.89525,0.88175,0.8903,0.31926,2.1764,0.93763,2.34675,0.0010298,0.0010298,0.0010298

train/yolov8x_seed44/args.yaml

@@ -0,0 +1,122 @@
+task: detect
+mode: train
+model: yolov8x.pt
+data: /marimo/data/datasets/varroa_yolo/varroa.yaml
+epochs: 100
+time: null
+patience: 20
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 4
+project: /marimo/yolo_code/runs/detect/yolo_related/runs/train
+name: yolov8x_seed44
+exist_ok: false
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 44
+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: 0.0
+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
+end2end: null
+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
+bbox_iou_loss: ciou
+wiou_monotonous: false
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: /marimo/yolo_code/runs/detect/yolo_related/runs/train/yolov8x_seed44

train/yolov8x_seed44/results.csv

@@ -0,0 +1,62 @@
+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
+1,28.808,2.28613,1.95223,2.18728,0.61,0.68467,0.63796,0.21981,2.14346,1.65588,2.3231,0.00066474,0.00066474,0.00066474
+2,56.5563,2.21656,1.61652,2.13687,0.58791,0.65401,0.63486,0.21177,2.09427,1.7379,2.26454,0.00131823,0.00131823,0.00131823
+3,83.6206,2.17663,1.55306,2.09912,0.51315,0.77226,0.63287,0.21503,2.07513,1.51098,2.25498,0.00195851,0.00195851,0.00195851
+4,110.716,2.16196,1.47261,2.08957,0.46148,0.50073,0.40982,0.1074,2.52456,1.75105,2.60931,0.0019406,0.0019406,0.0019406
+5,137.46,2.12771,1.47237,2.0791,0.82969,0.78102,0.84272,0.30391,2.07612,1.2479,2.24337,0.0019208,0.0019208,0.0019208
+6,164.726,2.09351,1.3987,2.05138,0.81456,0.78874,0.84135,0.30062,2.04143,1.21751,2.20836,0.001901,0.001901,0.001901
+7,191.77,2.11238,1.34636,2.05076,0.77809,0.70365,0.78783,0.28805,2.05595,1.26272,2.2244,0.0018812,0.0018812,0.0018812
+8,218.414,2.10838,1.31035,2.0327,0.72159,0.72263,0.75535,0.28371,2.04321,1.24961,2.20895,0.0018614,0.0018614,0.0018614
+9,245.071,2.0814,1.33714,2.019,0.77732,0.78986,0.82966,0.30789,2.04347,1.21903,2.21857,0.0018416,0.0018416,0.0018416
+10,272.415,2.06591,1.28616,2.0254,0.85959,0.79562,0.85492,0.30977,2.06925,1.19242,2.23169,0.0018218,0.0018218,0.0018218
+11,299.797,2.05668,1.28031,2.01784,0.78212,0.7913,0.82452,0.30194,2.07631,1.15333,2.23356,0.001802,0.001802,0.001802
+12,326.951,2.05602,1.26339,2.00159,0.77384,0.78394,0.81464,0.28165,2.11637,1.22933,2.25777,0.0017822,0.0017822,0.0017822
+13,353.825,2.06041,1.27898,2.00467,0.71721,0.79562,0.80888,0.29768,2.10327,1.16089,2.25024,0.0017624,0.0017624,0.0017624
+14,381.002,2.02477,1.26605,1.98274,0.86275,0.80757,0.86372,0.31551,2.08534,1.10071,2.24044,0.0017426,0.0017426,0.0017426
+15,408.578,2.04476,1.22473,1.99569,0.84194,0.79854,0.85391,0.31288,2.06555,1.12786,2.22987,0.0017228,0.0017228,0.0017228
+16,435.857,2.02646,1.22847,1.99525,0.86101,0.77772,0.84664,0.32254,2.07281,1.12289,2.23299,0.001703,0.001703,0.001703
+17,463.315,2.04104,1.21298,1.99394,0.885,0.85401,0.8975,0.32185,2.0573,1.12431,2.21457,0.0016832,0.0016832,0.0016832
+18,490.599,2.02754,1.2101,1.98603,0.88354,0.84526,0.89624,0.33398,2.03923,1.10941,2.20261,0.0016634,0.0016634,0.0016634
+19,518.332,2.02395,1.17138,1.97024,0.89559,0.8365,0.89351,0.32711,2.07391,1.09002,2.22964,0.0016436,0.0016436,0.0016436
+20,545.737,2.00744,1.16383,1.96596,0.81829,0.80864,0.86126,0.31955,2.03873,1.16108,2.19638,0.0016238,0.0016238,0.0016238
+21,573.096,2.00314,1.16538,1.94393,0.85186,0.84234,0.87182,0.32169,2.0355,1.1065,2.19317,0.001604,0.001604,0.001604
+22,600.366,1.99093,1.16247,1.95952,0.84298,0.8073,0.87433,0.32519,2.06249,1.10936,2.20836,0.0015842,0.0015842,0.0015842
+23,627.64,1.9773,1.1604,1.94847,0.82729,0.79708,0.85839,0.31142,2.03877,1.22364,2.19405,0.0015644,0.0015644,0.0015644
+24,654.977,1.99982,1.12491,1.95211,0.90393,0.86534,0.90578,0.34211,2.0495,1.03549,2.19684,0.0015446,0.0015446,0.0015446
+25,682.678,1.98636,1.16468,1.96888,0.84789,0.7927,0.85956,0.31836,2.0441,1.16302,2.19857,0.0015248,0.0015248,0.0015248
+26,710.184,1.98417,1.12805,1.94701,0.87632,0.84816,0.89374,0.33612,2.05574,1.06299,2.20342,0.001505,0.001505,0.001505
+27,737.129,1.97172,1.13752,1.94538,0.89929,0.87342,0.90581,0.34077,2.02093,1.12276,2.18181,0.0014852,0.0014852,0.0014852
+28,764.319,1.96911,1.13893,1.94547,0.88644,0.85109,0.89229,0.34129,2.01598,1.08827,2.17766,0.0014654,0.0014654,0.0014654
+29,791.534,1.9515,1.12709,1.93383,0.86162,0.84526,0.88592,0.3255,2.09119,1.10467,2.23777,0.0014456,0.0014456,0.0014456
+30,818.745,1.94099,1.10745,1.92873,0.86268,0.80704,0.8722,0.33287,2.05095,1.07368,2.20875,0.0014258,0.0014258,0.0014258
+31,845.944,1.93633,1.10681,1.92352,0.86881,0.87445,0.89571,0.34091,2.03735,1.06216,2.20293,0.001406,0.001406,0.001406
+32,873.192,1.95229,1.11421,1.93943,0.89742,0.85839,0.89629,0.33153,2.0679,1.067,2.23166,0.0013862,0.0013862,0.0013862
+33,900.4,1.94168,1.09156,1.92152,0.88147,0.8438,0.88551,0.3398,2.03368,1.06743,2.19436,0.0013664,0.0013664,0.0013664
+34,927.91,1.93837,1.09386,1.93443,0.84583,0.83212,0.87547,0.31642,2.04867,1.06571,2.20748,0.0013466,0.0013466,0.0013466
+35,955.07,1.9359,1.07699,1.90893,0.90075,0.84526,0.89971,0.33147,2.11176,1.01349,2.25454,0.0013268,0.0013268,0.0013268
+36,982.596,1.90287,1.06206,1.89313,0.89876,0.89419,0.91383,0.33392,2.11315,0.99146,2.25688,0.001307,0.001307,0.001307
+37,1009.85,1.90442,1.06295,1.89582,0.89583,0.86622,0.90867,0.33541,2.05745,1.0589,2.21366,0.0012872,0.0012872,0.0012872
+38,1036.79,1.89389,1.06608,1.89171,0.86412,0.84485,0.86873,0.33384,2.04757,1.06111,2.21774,0.0012674,0.0012674,0.0012674
+39,1063.98,1.88159,1.0606,1.88211,0.87622,0.84088,0.8736,0.32993,2.03988,1.04791,2.2133,0.0012476,0.0012476,0.0012476
+40,1091.19,1.88225,1.05268,1.88051,0.88755,0.86423,0.88832,0.33179,2.08065,1.01009,2.24209,0.0012278,0.0012278,0.0012278
+41,1118.44,1.86866,1.02799,1.86829,0.88461,0.88415,0.89785,0.34573,2.03199,1.01026,2.20038,0.001208,0.001208,0.001208
+42,1146.01,1.86765,1.02388,1.86916,0.89341,0.84429,0.88854,0.33711,2.043,1.03886,2.20862,0.0011882,0.0011882,0.0011882
+43,1173.37,1.86007,1.00565,1.87323,0.89842,0.85212,0.87749,0.31762,2.1177,1.04129,2.27392,0.0011684,0.0011684,0.0011684
+44,1200.75,1.88007,0.99362,1.87611,0.87751,0.85547,0.8885,0.32639,2.10255,1.02602,2.25547,0.0011486,0.0011486,0.0011486
+45,1228.06,1.84594,1.00496,1.86317,0.89567,0.89197,0.90016,0.33493,2.10857,0.96242,2.27488,0.0011288,0.0011288,0.0011288
+46,1255.26,1.84871,0.9926,1.85497,0.90316,0.88759,0.90488,0.33658,2.08597,0.99284,2.25462,0.001109,0.001109,0.001109
+47,1282.38,1.83172,0.97892,1.84548,0.91792,0.86569,0.89007,0.32748,2.1059,0.97601,2.27191,0.0010892,0.0010892,0.0010892
+48,1309.73,1.80953,0.95683,1.83324,0.90092,0.87591,0.89179,0.32923,2.12799,0.94776,2.29501,0.0010694,0.0010694,0.0010694
+49,1336.65,1.82295,0.93423,1.84156,0.90399,0.87968,0.89518,0.32755,2.13114,0.94473,2.29318,0.0010496,0.0010496,0.0010496
+50,1364.07,1.79685,0.91813,1.82285,0.88623,0.88321,0.87526,0.32229,2.15893,0.9605,2.31195,0.0010298,0.0010298,0.0010298
+51,1391.24,1.77264,0.90406,1.79133,0.90857,0.88613,0.90431,0.32895,2.17671,0.91496,2.35328,0.00101,0.00101,0.00101
+52,1418.5,1.78169,0.89094,1.80846,0.87359,0.89489,0.89525,0.32022,2.19367,0.92456,2.36649,0.0009902,0.0009902,0.0009902
+53,1445.78,1.76095,0.8631,1.7975,0.89906,0.8712,0.87518,0.31813,2.19617,0.9186,2.36584,0.0009704,0.0009704,0.0009704
+54,1472.98,1.75635,0.86507,1.78626,0.87827,0.86569,0.88809,0.31555,2.22265,0.92734,2.38628,0.0009506,0.0009506,0.0009506
+55,1500.34,1.75316,0.84812,1.79151,0.87882,0.86277,0.87461,0.31735,2.193,0.92799,2.36654,0.0009308,0.0009308,0.0009308
+56,1527.5,1.71965,0.83505,1.78963,0.88777,0.87299,0.88532,0.31448,2.21549,0.936,2.41264,0.000911,0.000911,0.000911
+57,1554.79,1.70755,0.8233,1.75479,0.87992,0.87718,0.87068,0.3037,2.24873,0.90376,2.42555,0.0008912,0.0008912,0.0008912
+58,1581.85,1.6822,0.80077,1.75141,0.87555,0.86273,0.85558,0.3002,2.30576,0.88062,2.51113,0.0008714,0.0008714,0.0008714
+59,1609.24,1.69862,0.7872,1.7591,0.87624,0.87859,0.86735,0.31033,2.26446,0.87355,2.45431,0.0008516,0.0008516,0.0008516
+60,1636.28,1.65773,0.76138,1.72706,0.88319,0.88175,0.86168,0.29323,2.32261,0.84081,2.52703,0.0008318,0.0008318,0.0008318
+61,1663.31,1.65849,0.75327,1.7361,0.88527,0.86569,0.86257,0.29366,2.30798,0.82206,2.52873,0.000812,0.000812,0.000812