Initial commit: FishServer monorepo (FishAction, FishMeasure, fish_api)

Made-with: Cursor
This commit is contained in:
zaiun xu
2026-04-08 19:32:23 +08:00
commit 9df21f80ef
180 changed files with 96298 additions and 0 deletions

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task: detect
mode: train
model: yolov8n.pt
data: ./yolo_dataset/dataset.yaml
epochs: 100
time: null
patience: 50
batch: 96
imgsz: 640
save: true
save_period: -1
cache: false
device: null
workers: 8
project: runs/train
name: fish_detection_20251127_104658
exist_ok: false
pretrained: false
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
overlap_mask: true
mask_ratio: 4
dropout: 0.0
val: true
split: val
save_json: false
save_hybrid: 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: 1.75
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: 10.0
translate: 0.2
scale: 0.5
shear: 2.0
perspective: 0.0
flipud: 0.1
fliplr: 0.5
bgr: 0.0
mosaic: 1.0
mixup: 0.2
copy_paste: 0.3
copy_paste_mode: flip
auto_augment: randaugment
erasing: 0.4
crop_fraction: 1.0
cfg: null
tracker: botsort.yaml
save_dir: runs/train/fish_detection_20251127_104658

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94,614.558,0.18975,0.33377,1.01562,0.99702,0.98039,0.99285,0.76477,0.21757,0.39742,0.9974,0.0001586,0.0001586,0.0001586
95,620.215,0.18952,0.32777,1.01532,0.9962,0.98039,0.99107,0.7668,0.21387,0.44539,1.0045,0.0001388,0.0001388,0.0001388
96,625.105,0.1894,0.32969,1.01349,0.99492,0.98039,0.9913,0.76397,0.21124,0.43134,0.99738,0.000119,0.000119,0.000119
97,630.785,0.18892,0.32829,1.00956,0.99236,0.98039,0.9908,0.7635,0.21104,0.4798,0.99472,9.92e-05,9.92e-05,9.92e-05
98,636.519,0.18811,0.32653,1.00609,0.99603,0.98039,0.99261,0.77306,0.21321,0.40139,0.99426,7.94e-05,7.94e-05,7.94e-05
99,642.554,0.1863,0.32067,1.00634,0.99516,0.98039,0.9935,0.75723,0.21665,0.41315,1.00323,5.96e-05,5.96e-05,5.96e-05
100,647.259,0.18644,0.31964,1.00625,0.99453,0.98039,0.99297,0.76087,0.21668,0.43148,1.00482,3.98e-05,3.98e-05,3.98e-05
1 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
2 1 10.3904 0.39855 2.68593 1.4848 1 0.29733 0.96537 0.56943 0.33362 2.56495 1.02233 0.00038 0.00038 0.00038
3 2 17.5483 0.30028 1.35659 1.12817 1 0.49396 0.95678 0.49421 0.35142 2.66289 1.12329 0.000772278 0.000772278 0.000772278
4 3 25.1797 0.29352 1.17269 1.13078 0.63354 0.70588 0.71908 0.35996 0.3706 1.94815 1.15705 0.00115664 0.00115664 0.00115664
5 4 31.2751 0.29379 1.05877 1.14652 0.92901 0.76994 0.8997 0.51519 0.34598 1.68774 1.25469 0.00153307 0.00153307 0.00153307
6 5 38.2345 0.30129 1.01013 1.16273 1 0.05809 0.11957 0.0573 0.56052 3.3705 2.25768 0.00190159 0.00190159 0.00190159
7 6 44.1377 0.29631 0.9286 1.17263 0.77814 0.72549 0.77275 0.49905 0.30463 2.21664 1.22409 0.001901 0.001901 0.001901
8 7 51.7031 0.28969 0.82499 1.16157 0.81899 0.82353 0.86643 0.50327 0.30846 1.06156 1.23743 0.0018812 0.0018812 0.0018812
9 8 57.6974 0.28756 0.79748 1.16646 0.97759 0.85543 0.93703 0.54512 0.30945 1.3021 1.15419 0.0018614 0.0018614 0.0018614
10 9 64.6096 0.28988 0.78404 1.16845 0.87355 0.54195 0.61651 0.44007 0.28541 1.8088 1.19646 0.0018416 0.0018416 0.0018416
11 10 70.8722 0.28509 0.74823 1.17001 1 0.97714 0.9879 0.66339 0.27556 0.67389 1.10534 0.0018218 0.0018218 0.0018218
12 11 77.6729 0.2811 0.71605 1.16472 0.97131 1 0.99327 0.68686 0.26039 0.53918 1.12841 0.001802 0.001802 0.001802
13 12 83.6789 0.27956 0.71366 1.17215 0.94349 0.7451 0.81617 0.36975 0.44564 1.10381 1.5902 0.0017822 0.0017822 0.0017822
14 13 90.5196 0.27954 0.70341 1.16105 0.98977 0.98039 0.99395 0.70985 0.26287 0.71862 1.08777 0.0017624 0.0017624 0.0017624
15 14 96.2279 0.27389 0.69109 1.16035 0.99776 0.98039 0.99481 0.68656 0.27765 0.65545 1.09127 0.0017426 0.0017426 0.0017426
16 15 103.274 0.27484 0.69505 1.16409 0.94274 0.96857 0.98537 0.6647 0.2812 0.56622 1.11215 0.0017228 0.0017228 0.0017228
17 16 109.28 0.27709 0.68435 1.17154 0.99813 0.98039 0.99462 0.71965 0.24753 0.50567 1.06086 0.001703 0.001703 0.001703
18 17 116.354 0.27127 0.65515 1.15472 0.99011 0.96078 0.99405 0.68376 0.27062 0.59393 1.10243 0.0016832 0.0016832 0.0016832
19 18 121.994 0.27291 0.65216 1.1543 0.97318 0.98039 0.99153 0.72137 0.24675 0.73777 1.04403 0.0016634 0.0016634 0.0016634
20 19 128.471 0.27609 0.64481 1.1633 0.99856 1 0.995 0.71822 0.2506 0.44838 1.04764 0.0016436 0.0016436 0.0016436
21 20 134.908 0.26641 0.63605 1.13566 0.97925 0.98039 0.99423 0.73946 0.22498 0.4882 1.01436 0.0016238 0.0016238 0.0016238
22 21 141.659 0.27002 0.63276 1.15338 0.99622 1 0.995 0.73392 0.24781 0.6929 1.06027 0.001604 0.001604 0.001604
23 22 147.596 0.27016 0.62133 1.15598 1 0.71878 0.7985 0.38994 0.43809 1.15961 1.45966 0.0015842 0.0015842 0.0015842
24 23 154.606 0.26856 0.63903 1.14822 0.99006 0.96078 0.98976 0.73202 0.23704 0.89525 1.02748 0.0015644 0.0015644 0.0015644
25 24 160.874 0.26556 0.61805 1.14759 0.52381 0.21569 0.37119 0.23923 0.48324 4.161 1.79371 0.0015446 0.0015446 0.0015446
26 25 167.63 0.26283 0.62175 1.14417 0.99771 0.98039 0.99481 0.54043 0.36833 0.62126 1.2961 0.0015248 0.0015248 0.0015248
27 26 172.972 0.26277 0.62184 1.14693 0.97588 0.79352 0.838 0.60246 0.26723 1.16324 1.14688 0.001505 0.001505 0.001505
28 27 180.886 0.25845 0.58391 1.1274 1 0.97466 0.99444 0.7358 0.23001 0.43927 1.03289 0.0014852 0.0014852 0.0014852
29 28 186.475 0.25736 0.59062 1.13027 0.99938 1 0.995 0.77511 0.22035 0.41332 1.01175 0.0014654 0.0014654 0.0014654
30 29 193.178 0.25997 0.59153 1.13884 0.99623 1 0.995 0.72041 0.2431 0.43747 1.04154 0.0014456 0.0014456 0.0014456
31 30 198.402 0.26318 0.59378 1.14352 0.99588 0.98039 0.99086 0.71822 0.23253 0.59404 1.04641 0.0014258 0.0014258 0.0014258
32 31 204.755 0.25794 0.57997 1.12954 0.99758 1 0.995 0.65546 0.2929 0.53569 1.17732 0.001406 0.001406 0.001406
33 32 210.705 0.25981 0.59023 1.14197 0.99123 0.96078 0.97752 0.7113 0.24951 0.53056 1.04465 0.0013862 0.0013862 0.0013862
34 33 217.738 0.25927 0.58286 1.1443 0.99828 1 0.995 0.76497 0.21878 0.37529 1.00619 0.0013664 0.0013664 0.0013664
35 34 223.275 0.25433 0.55825 1.11915 0.98879 0.84314 0.93602 0.58228 0.34063 0.70089 1.23218 0.0013466 0.0013466 0.0013466
36 35 230.18 0.25841 0.5804 1.13861 0.99727 0.98039 0.9925 0.75134 0.21602 0.45677 1.00342 0.0013268 0.0013268 0.0013268
37 36 236.28 0.2532 0.57095 1.13238 0.9975 0.98039 0.99093 0.74316 0.24353 0.43215 1.05353 0.001307 0.001307 0.001307
38 37 243.19 0.25301 0.57535 1.13453 1 0.99155 0.995 0.72838 0.24188 0.67456 1.0605 0.0012872 0.0012872 0.0012872
39 38 249.356 0.25509 0.56332 1.13272 1 0.95882 0.99102 0.74599 0.21894 0.44255 1.00044 0.0012674 0.0012674 0.0012674
40 39 256.308 0.25554 0.5739 1.13027 0.99595 1 0.995 0.75996 0.22547 0.50187 1.01792 0.0012476 0.0012476 0.0012476
41 40 262.306 0.25143 0.55879 1.12012 0.99711 1 0.995 0.76673 0.21535 0.46243 1.00072 0.0012278 0.0012278 0.0012278
42 41 268.917 0.2534 0.56009 1.12077 0.99082 1 0.995 0.73951 0.23347 0.66055 1.02986 0.001208 0.001208 0.001208
43 42 274.828 0.2489 0.5661 1.11458 1 0.91885 0.98684 0.72466 0.22931 0.53634 1.02747 0.0011882 0.0011882 0.0011882
44 43 281.555 0.25301 0.55236 1.13143 0.99738 1 0.995 0.74646 0.2298 0.49582 1.02689 0.0011684 0.0011684 0.0011684
45 44 287.74 0.2486 0.53306 1.11907 1 0.97736 0.99364 0.73858 0.23603 0.49003 1.03041 0.0011486 0.0011486 0.0011486
46 45 294.836 0.24944 0.54158 1.1268 0.99062 1 0.995 0.75756 0.23048 0.60132 1.04024 0.0011288 0.0011288 0.0011288
47 46 301.451 0.24913 0.53379 1.1269 0.99596 0.98039 0.99048 0.77386 0.20906 0.54314 0.99925 0.001109 0.001109 0.001109
48 47 308.242 0.24957 0.53985 1.12517 0.99593 1 0.995 0.73996 0.23001 0.52276 1.02912 0.0010892 0.0010892 0.0010892
49 48 314.344 0.24351 0.53626 1.10608 1 0.99956 0.995 0.74934 0.23199 0.39499 1.03412 0.0010694 0.0010694 0.0010694
50 49 321.241 0.24759 0.53893 1.11816 1 0.99844 0.995 0.74604 0.22845 0.39064 1.02153 0.0010496 0.0010496 0.0010496
51 50 327.139 0.2464 0.53694 1.1138 0.99835 0.98039 0.99048 0.71125 0.24541 0.42938 1.07937 0.0010298 0.0010298 0.0010298
52 51 333.821 0.24154 0.51898 1.10733 0.99567 0.90196 0.97517 0.62595 0.29596 0.61014 1.14221 0.00101 0.00101 0.00101
53 52 339.882 0.24658 0.53043 1.11979 0.99546 0.98039 0.99323 0.65978 0.27159 0.52309 1.13272 0.0009902 0.0009902 0.0009902
54 53 346.689 0.24636 0.52582 1.11253 0.99778 0.98039 0.99481 0.69862 0.26351 0.45512 1.08185 0.0009704 0.0009704 0.0009704
55 54 352.945 0.24152 0.51738 1.10331 0.99739 1 0.995 0.72452 0.24969 0.40628 1.06735 0.0009506 0.0009506 0.0009506
56 55 359.178 0.24263 0.50863 1.10604 0.99683 1 0.995 0.77739 0.21597 0.42763 1.01173 0.0009308 0.0009308 0.0009308
57 56 365.965 0.24373 0.51169 1.10391 0.95858 0.90771 0.97651 0.63893 0.29309 0.63256 1.16514 0.000911 0.000911 0.000911
58 57 372.475 0.24282 0.51188 1.10565 0.9915 0.98039 0.99054 0.75734 0.21952 0.56379 1.01633 0.0008912 0.0008912 0.0008912
59 58 379.602 0.23912 0.50781 1.09877 1 0.95988 0.98778 0.72449 0.24914 0.46787 1.05661 0.0008714 0.0008714 0.0008714
60 59 385.13 0.24179 0.51076 1.10568 1 0.95731 0.98289 0.71162 0.23833 0.6395 1.04927 0.0008516 0.0008516 0.0008516
61 60 392.571 0.23757 0.50074 1.09636 0.99702 0.98039 0.99261 0.76777 0.20872 0.47718 0.99627 0.0008318 0.0008318 0.0008318
62 61 397.864 0.23342 0.49493 1.09485 0.99568 0.98039 0.9931 0.76937 0.20784 0.45567 1.01043 0.000812 0.000812 0.000812
63 62 405.506 0.23929 0.49675 1.10508 0.9953 0.96078 0.9827 0.72038 0.24622 0.5664 1.07435 0.0007922 0.0007922 0.0007922
64 63 411.243 0.2385 0.49568 1.09486 0.99783 0.98039 0.99086 0.76087 0.22259 0.49003 1.01614 0.0007724 0.0007724 0.0007724
65 64 418.044 0.23775 0.49129 1.08891 0.99544 0.98039 0.99054 0.77224 0.21441 0.51803 1.00319 0.0007526 0.0007526 0.0007526
66 65 423.941 0.23656 0.49423 1.09174 0.97965 0.94412 0.98937 0.76534 0.21473 0.53841 0.99562 0.0007328 0.0007328 0.0007328
67 66 430.931 0.23491 0.49057 1.08267 0.99223 0.98039 0.98955 0.76326 0.21453 0.64708 0.99581 0.000713 0.000713 0.000713
68 67 436.831 0.23603 0.4875 1.08431 0.99649 0.98039 0.99427 0.76543 0.21578 0.47111 0.99195 0.0006932 0.0006932 0.0006932
69 68 443.698 0.23371 0.48684 1.08189 1 0.97435 0.99379 0.77164 0.215 0.53772 0.99543 0.0006734 0.0006734 0.0006734
70 69 449.871 0.23341 0.48312 1.0883 0.99289 0.98039 0.99379 0.78205 0.20299 0.46992 0.97694 0.0006536 0.0006536 0.0006536
71 70 456.649 0.2335 0.48756 1.08284 0.99768 0.98039 0.9931 0.76909 0.21567 0.3792 0.99144 0.0006338 0.0006338 0.0006338
72 71 462.607 0.22882 0.47871 1.07799 0.99471 0.98039 0.991 0.76463 0.22008 0.44229 1.00736 0.000614 0.000614 0.000614
73 72 469.768 0.23333 0.48255 1.08936 0.99842 0.92157 0.95471 0.6835 0.25689 0.5887 1.10088 0.0005942 0.0005942 0.0005942
74 73 476.152 0.22814 0.47147 1.07796 0.99695 0.96078 0.99179 0.75486 0.22212 0.48941 1.01634 0.0005744 0.0005744 0.0005744
75 74 483.377 0.22914 0.47235 1.08384 1 0.97669 0.9901 0.77219 0.2153 0.39275 0.99558 0.0005546 0.0005546 0.0005546
76 75 488.716 0.22821 0.47539 1.08204 0.99868 1 0.995 0.74383 0.23322 0.39742 1.03818 0.0005348 0.0005348 0.0005348
77 76 496.052 0.22693 0.47841 1.0774 0.9966 0.98039 0.99427 0.77597 0.22186 0.42881 1.00906 0.000515 0.000515 0.000515
78 77 501.774 0.2272 0.46429 1.07859 0.99656 0.98039 0.9925 0.7684 0.21909 0.4223 1.00152 0.0004952 0.0004952 0.0004952
79 78 508.605 0.22715 0.46817 1.08007 1 0.99833 0.995 0.77597 0.20663 0.39658 0.98381 0.0004754 0.0004754 0.0004754
80 79 514.483 0.22845 0.46984 1.08602 0.99476 0.98039 0.99297 0.76487 0.22367 0.53976 1.01338 0.0004556 0.0004556 0.0004556
81 80 521.104 0.22489 0.45308 1.07029 0.99378 0.98039 0.99364 0.76591 0.22644 0.44335 1.01611 0.0004358 0.0004358 0.0004358
82 81 526.831 0.22808 0.46696 1.08249 0.9984 0.98039 0.99043 0.76392 0.22464 0.40558 1.00919 0.000416 0.000416 0.000416
83 82 534.261 0.22461 0.45758 1.07345 0.99706 0.98039 0.9918 0.76203 0.22683 0.37658 1.02904 0.0003962 0.0003962 0.0003962
84 83 539.83 0.2224 0.45574 1.06465 0.9966 0.96078 0.98809 0.77183 0.22791 0.58994 1.00929 0.0003764 0.0003764 0.0003764
85 84 547.068 0.22321 0.45489 1.07012 0.99534 0.98039 0.99218 0.77586 0.21211 0.4875 0.99631 0.0003566 0.0003566 0.0003566
86 85 553.422 0.22324 0.44994 1.07037 0.99705 0.98039 0.99122 0.77203 0.21439 0.42988 1.00439 0.0003368 0.0003368 0.0003368
87 86 560.244 0.22593 0.46254 1.07436 0.99551 0.98039 0.99323 0.7568 0.21436 0.39946 1.00288 0.000317 0.000317 0.000317
88 87 566.207 0.22535 0.45462 1.07467 0.99768 0.98039 0.99427 0.77229 0.20736 0.36008 0.99378 0.0002972 0.0002972 0.0002972
89 88 573.201 0.22031 0.44716 1.0635 0.99697 0.98039 0.99481 0.76489 0.21791 0.38311 1.01245 0.0002774 0.0002774 0.0002774
90 89 579.084 0.22289 0.44359 1.06804 0.99621 0.98039 0.99162 0.77105 0.21459 0.41661 0.99051 0.0002576 0.0002576 0.0002576
91 90 585.517 0.2213 0.4519 1.07424 0.99675 0.98039 0.99122 0.76516 0.21041 0.42833 0.99584 0.0002378 0.0002378 0.0002378
92 91 597.175 0.19679 0.38958 1.03361 0.99618 0.98039 0.9925 0.76415 0.21165 0.41842 0.98503 0.000218 0.000218 0.000218
93 92 603.128 0.19341 0.33723 1.01494 0.99613 0.98039 0.99285 0.76376 0.21456 0.42319 0.99363 0.0001982 0.0001982 0.0001982
94 93 609.58 0.19245 0.34007 1.02201 0.99697 0.98039 0.99229 0.76732 0.21373 0.38196 0.99964 0.0001784 0.0001784 0.0001784
95 94 614.558 0.18975 0.33377 1.01562 0.99702 0.98039 0.99285 0.76477 0.21757 0.39742 0.9974 0.0001586 0.0001586 0.0001586
96 95 620.215 0.18952 0.32777 1.01532 0.9962 0.98039 0.99107 0.7668 0.21387 0.44539 1.0045 0.0001388 0.0001388 0.0001388
97 96 625.105 0.1894 0.32969 1.01349 0.99492 0.98039 0.9913 0.76397 0.21124 0.43134 0.99738 0.000119 0.000119 0.000119
98 97 630.785 0.18892 0.32829 1.00956 0.99236 0.98039 0.9908 0.7635 0.21104 0.4798 0.99472 9.92e-05 9.92e-05 9.92e-05
99 98 636.519 0.18811 0.32653 1.00609 0.99603 0.98039 0.99261 0.77306 0.21321 0.40139 0.99426 7.94e-05 7.94e-05 7.94e-05
100 99 642.554 0.1863 0.32067 1.00634 0.99516 0.98039 0.9935 0.75723 0.21665 0.41315 1.00323 5.96e-05 5.96e-05 5.96e-05
101 100 647.259 0.18644 0.31964 1.00625 0.99453 0.98039 0.99297 0.76087 0.21668 0.43148 1.00482 3.98e-05 3.98e-05 3.98e-05

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