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Detection_Experiment/fire_smoke_detect/fire_exp.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "a7676704",
"metadata": {},
"outputs": [],
"source": [
"from ultralytics import YOLO\n",
"\n",
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3e94066a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.cuda.is_available()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "99b0442c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"New https://pypi.org/project/ultralytics/8.3.227 available 😃 Update with 'pip install -U ultralytics'\n",
"Ultralytics 8.3.225 🚀 Python-3.10.18 torch-2.8.0+cu129 CUDA:0 (NVIDIA GeForce RTX 5090, 32087MiB)\n",
"\u001b[34m\u001b[1mengine/trainer: \u001b[0magnostic_nms=False, amp=True, augment=False, auto_augment=randaugment, batch=-1, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, compile=False, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=/home/cuuva/experiment/fire_smoke_detect/fire_smoke_detect.yaml, degrees=0.0, deterministic=True, device=0, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=200, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=0.2, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.001, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=yolov8n.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=epo200_frac_0.23, nbs=64, nms=False, opset=None, optimize=False, optimizer=AdamW, overlap_mask=True, patience=30, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=fire_detect, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=8, workspace=None\n",
"Overriding model.yaml nc=80 with nc=2\n",
"\n",
" from n params module arguments \n",
" 0 -1 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2] \n",
" 1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2] \n",
" 2 -1 1 7360 ultralytics.nn.modules.block.C2f [32, 32, 1, True] \n",
" 3 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] \n",
" 4 -1 2 49664 ultralytics.nn.modules.block.C2f [64, 64, 2, True] \n",
" 5 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2] \n",
" 6 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True] \n",
" 7 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2] \n",
" 8 -1 1 460288 ultralytics.nn.modules.block.C2f [256, 256, 1, True] \n",
" 9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 5] \n",
" 10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n",
" 11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] \n",
" 12 -1 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1] \n",
" 13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n",
" 14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] \n",
" 15 -1 1 37248 ultralytics.nn.modules.block.C2f [192, 64, 1] \n",
" 16 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] \n",
" 17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1] \n",
" 18 -1 1 123648 ultralytics.nn.modules.block.C2f [192, 128, 1] \n",
" 19 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] \n",
" 20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1] \n",
" 21 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1] \n",
" 22 [15, 18, 21] 1 751702 ultralytics.nn.modules.head.Detect [2, [64, 128, 256]] \n",
"Model summary: 129 layers, 3,011,238 parameters, 3,011,222 gradients, 8.2 GFLOPs\n",
"\n",
"Transferred 319/355 items from pretrained weights\n",
"Freezing layer 'model.22.dfl.conv.weight'\n",
"\u001b[34m\u001b[1mAMP: \u001b[0mrunning Automatic Mixed Precision (AMP) checks...\n",
"\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n",
"\u001b[34m\u001b[1mtrain: \u001b[0mFast image access ✅ (ping: 0.0±0.0 ms, read: 708.3±281.4 MB/s, size: 334.0 KB)\n",
"\u001b[K\u001b[34m\u001b[1mtrain: \u001b[0mScanning /home/cuuva/aihub_car/fire_dataset/Training/labels/FL/ENB/0174/JPG.cache... 305424 images, 1715 backgrounds, 0 corrupt: 100% ━━━━━━━━━━━━ 305424/305424 572.9Mit/s 0.0s\n",
"\u001b[34m\u001b[1mAutoBatch: \u001b[0mComputing optimal batch size for imgsz=640 at 60.0% CUDA memory utilization.\n",
"\u001b[34m\u001b[1mAutoBatch: \u001b[0mCUDA:0 (NVIDIA GeForce RTX 5090) 31.33G total, 0.15G reserved, 0.05G allocated, 31.13G free\n",
" Params GFLOPs GPU_mem (GB) forward (ms) backward (ms) input output\n",
" 3011238 8.195 3.450 35.09 227.5 (1, 3, 640, 640) list\n",
" 3011238 16.39 3.991 4.973 24.53 (2, 3, 640, 640) list\n",
" 3011238 32.78 4.261 5.241 24.53 (4, 3, 640, 640) list\n",
" 3011238 65.56 4.970 5.51 30.21 (8, 3, 640, 640) list\n",
" 3011238 131.1 6.117 7.798 40.44 (16, 3, 640, 640) list\n",
" 3011238 262.2 4.855 15.02 54 (32, 3, 640, 640) list\n",
" 3011238 524.5 10.557 30.83 104.5 (64, 3, 640, 640) list\n",
"\u001b[34m\u001b[1mAutoBatch: \u001b[0mUsing batch-size 141 for CUDA:0 19.15G/31.33G (61%) ✅\n",
"\u001b[34m\u001b[1mtrain: \u001b[0mFast image access ✅ (ping: 0.0±0.0 ms, read: 704.0±204.4 MB/s, size: 445.0 KB)\n",
"\u001b[K\u001b[34m\u001b[1mtrain: \u001b[0mScanning /home/cuuva/aihub_car/fire_dataset/Training/labels/FL/ENB/0174/JPG.cache... 305424 images, 1715 backgrounds, 0 corrupt: 100% ━━━━━━━━━━━━ 305424/305424 593.6Mit/s 0.0s\n",
"\u001b[34m\u001b[1mval: \u001b[0mFast image access ✅ (ping: 0.0±0.0 ms, read: 825.4±75.3 MB/s, size: 500.0 KB)\n",
"\u001b[K\u001b[34m\u001b[1mval: \u001b[0mScanning /home/cuuva/aihub_car/fire_dataset/Validation/labels/FL/ENB/0953/JPG.cache... 190800 images, 38386 backgrounds, 0 corrupt: 100% ━━━━━━━━━━━━ 190800/190800 255.3Mit/s 0.0s\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00001.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00002.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00003.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00004.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00005.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00006.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00007.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00008.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00009.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00010.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00011.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00012.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00013.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00014.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00015.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00016.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00017.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00018.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00019.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00020.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00021.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00022.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00023.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00024.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00025.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00026.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00027.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00028.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00029.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00030.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00031.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00032.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00033.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00034.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00035.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00036.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00037.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00038.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00039.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00040.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00041.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00042.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00043.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00044.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00045.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00046.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00047.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00048.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00049.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00050.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00051.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00052.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00053.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00054.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00055.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00056.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00057.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00058.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00059.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00060.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00061.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00062.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00063.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00064.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00065.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00066.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00067.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00068.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00069.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00070.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00071.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00072.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00073.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00074.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00075.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00076.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00077.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00078.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00079.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00080.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00081.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00082.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00083.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00084.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00085.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00086.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00087.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00088.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00089.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00090.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00091.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00092.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00093.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00094.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00095.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00096.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00097.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00098.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00099.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00100.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00101.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00102.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00103.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00104.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00105.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00106.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00107.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00108.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00109.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00110.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00111.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00112.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00113.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00114.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00115.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00116.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00117.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00118.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00119.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00120.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00121.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00122.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00123.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00124.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00125.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00126.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00127.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00128.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00129.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00130.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00131.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00132.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00133.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00134.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00135.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00136.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00137.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00138.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00139.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00140.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00141.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00142.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00143.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00144.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00145.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00146.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00147.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00148.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00149.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00150.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00151.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00152.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00153.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00154.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00155.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00156.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00157.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00158.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00159.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00160.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00161.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00162.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00163.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00164.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00165.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00166.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00167.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00168.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00169.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00170.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00171.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00172.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00173.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00174.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00175.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00176.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00177.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00178.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00179.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00180.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00181.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00182.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00183.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00184.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00185.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00186.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00187.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00188.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00189.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00190.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00191.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00192.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00193.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00194.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00195.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00196.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00197.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00198.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00199.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00200.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00201.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00202.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00203.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00204.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00205.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00206.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00207.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00208.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00209.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00210.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00211.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00212.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00213.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00214.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00215.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00216.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00217.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00218.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00219.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00220.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00221.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00222.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00223.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00224.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00225.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00226.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00227.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00228.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00229.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00230.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00231.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00232.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00233.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00234.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00235.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00236.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00237.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00238.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00239.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00240.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00241.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00242.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00243.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00244.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00245.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00246.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00247.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00248.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00249.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00250.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00251.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00252.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00253.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00254.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00255.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00256.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00257.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00258.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00259.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00260.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00261.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00262.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00263.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00264.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00265.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00266.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00267.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00268.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00269.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00270.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00271.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00272.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00273.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00274.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00275.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00276.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00277.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00278.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00279.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00280.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00281.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00282.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00283.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00284.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00285.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00286.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00287.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00288.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00289.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00290.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00291.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00292.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00293.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00294.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00295.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00296.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00297.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00298.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00299.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00300.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00301.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00302.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00303.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00304.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00305.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00306.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00307.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00308.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00309.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00310.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00311.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00312.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00313.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00314.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00315.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00316.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00317.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00318.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00319.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00320.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00321.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00322.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00323.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00324.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00325.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00326.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00327.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00328.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00329.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00330.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00331.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00332.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00333.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00334.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00335.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00336.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00337.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00338.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00339.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00340.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00341.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00342.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00343.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00344.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00345.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00346.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00347.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00348.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00349.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00350.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00351.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00352.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00353.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00354.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00355.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00356.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00357.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00358.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00359.jpg: 1 duplicate labels removed\n",
"\u001b[34m\u001b[1mval: \u001b[0m/home/cuuva/aihub_car/fire_dataset/Validation/images/FL/MS/2317/JPG/2317_FL_MS_00360.jpg: 1 duplicate labels removed\n",
"Plotting labels to /home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/labels.jpg... \n",
"\u001b[34m\u001b[1moptimizer:\u001b[0m AdamW(lr=0.001, momentum=0.937) with parameter groups 57 weight(decay=0.0), 64 weight(decay=0.0011015625000000001), 63 bias(decay=0.0)\n",
"Image sizes 640 train, 640 val\n",
"Using 8 dataloader workers\n",
"Logging results to \u001b[1m/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23\u001b[0m\n",
"Starting training for 200 epochs...\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 1/200 18.7G 0.9533 0.883 1.172 60 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:03<0.2s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.0it/s 2:47<0.2s\n",
" all 190800 194206 0.59 0.558 0.523 0.306\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 2/200 18.7G 0.7994 0.5782 1.075 66 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:49<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.3it/s 2:39<0.2s\n",
" all 190800 194206 0.74 0.534 0.604 0.368\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 3/200 18.7G 0.7507 0.5192 1.048 60 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:48<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.3it/s 2:36<0.2s\n",
" all 190800 194206 0.755 0.585 0.653 0.41\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 4/200 18.7G 0.7019 0.4698 1.023 43 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:47<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.4it/s 2:35<0.2s\n",
" all 190800 194206 0.754 0.639 0.687 0.43\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 5/200 18.7G 0.663 0.4336 1.002 70 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:45<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.4it/s 2:33<0.2s\n",
" all 190800 194206 0.772 0.629 0.691 0.445\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 6/200 18.7G 0.6362 0.41 0.9883 53 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:48<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.4it/s 2:33<0.2s\n",
" all 190800 194206 0.777 0.619 0.686 0.444\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 7/200 18.7G 0.617 0.3937 0.9788 60 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:46<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:31<0.2s\n",
" all 190800 194206 0.775 0.626 0.697 0.451\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 8/200 18.7G 0.6026 0.381 0.9708 62 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:51<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:30<0.2s\n",
" all 190800 194206 0.783 0.625 0.696 0.452\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 9/200 18.7G 0.5901 0.3714 0.9654 58 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:51<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:30<0.2s\n",
" all 190800 194206 0.788 0.625 0.7 0.456\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 10/200 18.7G 0.581 0.3632 0.9612 57 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:47<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:28<0.2s\n",
" all 190800 194206 0.793 0.62 0.701 0.458\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 11/200 18.7G 0.5719 0.3554 0.9561 58 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:50<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:30<0.2s\n",
" all 190800 194206 0.793 0.619 0.703 0.461\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 12/200 18.7G 0.5636 0.3495 0.9517 58 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:45<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:28<0.2s\n",
" all 190800 194206 0.801 0.613 0.705 0.464\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 13/200 18.7G 0.5575 0.3441 0.9494 66 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:46<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:26<0.3s\n",
" all 190800 194206 0.802 0.612 0.707 0.467\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 14/200 18.7G 0.5523 0.3393 0.9465 57 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:50<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:27<0.2s\n",
" all 190800 194206 0.799 0.61 0.708 0.469\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 15/200 18.7G 0.5468 0.3353 0.9443 73 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:48<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:26<0.2s\n",
" all 190800 194206 0.802 0.604 0.708 0.47\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 16/200 18.7G 0.5427 0.3315 0.9423 69 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:48<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:26<0.2s\n",
" all 190800 194206 0.802 0.603 0.707 0.471\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 17/200 18.7G 0.5365 0.3268 0.939 66 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:58<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.4it/s 2:35<0.2s\n",
" all 190800 194206 0.801 0.603 0.706 0.47\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 18/200 18.7G 0.5334 0.3251 0.9377 65 640: 100% ━━━━━━━━━━━━ 2167/2167 2.7it/s 13:08<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:30<0.2s\n",
" all 190800 194206 0.799 0.6 0.705 0.471\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 19/200 18.7G 0.5294 0.3216 0.9363 54 640: 100% ━━━━━━━━━━━━ 2167/2167 2.7it/s 13:10<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.4it/s 2:34<0.3s\n",
" all 190800 194206 0.802 0.597 0.704 0.471\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 20/200 18.7G 0.5266 0.3193 0.9351 55 640: 100% ━━━━━━━━━━━━ 2167/2167 2.7it/s 13:10<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:29<0.2s\n",
" all 190800 194206 0.802 0.597 0.702 0.469\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 21/200 18.7G 0.5234 0.3163 0.9337 55 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:05<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:27<0.2s\n",
" all 190800 194206 0.803 0.597 0.702 0.469\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 22/200 18.7G 0.5204 0.3138 0.9324 67 640: 100% ━━━━━━━━━━━━ 2167/2167 2.7it/s 13:11<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:30<0.3s\n",
" all 190800 194206 0.806 0.598 0.703 0.469\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 23/200 18.7G 0.5175 0.3118 0.931 68 640: 100% ━━━━━━━━━━━━ 2167/2167 2.7it/s 13:14<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:30<0.2s\n",
" all 190800 194206 0.806 0.597 0.703 0.469\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 24/200 18.7G 0.5149 0.3102 0.9292 56 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:05<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:29<0.3s\n",
" all 190800 194206 0.805 0.598 0.702 0.469\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 25/200 18.7G inf 0.3075 0.9282 54 640: 100% ━━━━━━━━━━━━ 2167/2167 2.7it/s 13:10<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:29<0.2s\n",
" all 190800 194206 0.803 0.598 0.701 0.468\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 26/200 18.7G inf 0.3061 0.9277 63 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:08<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:29<0.3s\n",
" all 190800 194206 0.803 0.598 0.701 0.467\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 27/200 18.7G 0.5076 0.3042 0.9265 46 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:03<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:29<0.2s\n",
" all 190800 194206 0.804 0.597 0.7 0.465\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 28/200 18.7G 0.5059 0.3031 0.9258 71 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:02<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:28<0.2s\n",
" all 190800 194206 0.802 0.597 0.7 0.465\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 29/200 18.7G 0.5031 0.3006 0.9243 58 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:06<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:29<0.2s\n",
" all 190800 194206 0.803 0.595 0.699 0.465\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 30/200 18.7G 0.5015 0.2991 0.9237 63 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:07<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:27<0.2s\n",
" all 190800 194206 0.803 0.593 0.698 0.463\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 31/200 18.7G 0.4989 0.2975 0.9224 66 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:04<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:29<0.2s\n",
" all 190800 194206 0.802 0.593 0.696 0.462\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 32/200 18.7G 0.497 0.2958 0.9214 65 640: 100% ━━━━━━━━━━━━ 2167/2167 2.7it/s 13:09<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:27<0.2s\n",
" all 190800 194206 0.803 0.592 0.696 0.462\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 33/200 18.7G 0.4953 0.2948 0.9208 42 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:55<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:27<0.2s\n",
" all 190800 194206 0.801 0.592 0.695 0.461\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 34/200 18.7G 0.4934 0.2933 0.9196 60 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:01<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:29<0.2s\n",
" all 190800 194206 0.8 0.59 0.694 0.46\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 35/200 18.7G 0.492 0.2922 0.9194 54 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:00<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:28<0.2s\n",
" all 190800 194206 0.798 0.591 0.694 0.459\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 36/200 18.7G 0.4908 0.2914 0.9186 58 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:04<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:28<0.2s\n",
" all 190800 194206 0.796 0.592 0.694 0.459\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 37/200 18.7G 0.4896 0.2902 0.9183 51 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:57<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:28<0.3s\n",
" all 190800 194206 0.795 0.592 0.693 0.458\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 38/200 18.7G 0.4882 0.289 0.9174 64 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:53<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:28<0.2s\n",
" all 190800 194206 0.792 0.592 0.692 0.458\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 39/200 18.7G 0.4861 0.288 0.9167 50 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:58<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:29<0.2s\n",
" all 190800 194206 0.789 0.593 0.691 0.458\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 40/200 18.7G 0.4849 0.2865 0.916 70 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:03<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:29<0.2s\n",
" all 190800 194206 0.786 0.595 0.691 0.457\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 41/200 18.7G 0.4836 0.2857 0.9154 59 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:05<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:29<0.2s\n",
" all 190800 194206 0.786 0.594 0.692 0.457\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 42/200 18.7G 0.4826 0.2844 0.9161 81 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:59<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:30<0.3s\n",
" all 190800 194206 0.782 0.597 0.692 0.456\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 43/200 18.7G 0.4809 0.2837 0.9155 58 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 12:56<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:28<0.2s\n",
" all 190800 194206 0.783 0.598 0.692 0.456\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 44/200 18.7G 0.4798 0.2825 0.914 62 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:04<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:29<0.2s\n",
" all 190800 194206 0.782 0.599 0.693 0.455\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 45/200 18.7G inf 0.2818 0.9137 70 640: 100% ━━━━━━━━━━━━ 2167/2167 2.7it/s 13:16<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:31<0.2s\n",
" all 190800 194206 0.785 0.597 0.692 0.454\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 46/200 18.7G 0.4773 0.2808 0.913 70 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:05<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:29<0.2s\n",
" all 190800 194206 0.789 0.594 0.692 0.454\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 47/200 18.7G 0.4756 0.28 0.9127 57 640: 100% ━━━━━━━━━━━━ 2167/2167 2.7it/s 13:10<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.6it/s 2:28<0.2s\n",
" all 190800 194206 0.787 0.596 0.692 0.453\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
"\u001b[K 48/200 18.7G 0.4747 0.2788 0.912 62 640: 100% ━━━━━━━━━━━━ 2167/2167 2.8it/s 13:07<0.7s\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.5it/s 2:30<0.2s\n",
" all 190800 194206 0.783 0.599 0.692 0.453\n",
"\u001b[34m\u001b[1mEarlyStopping: \u001b[0mTraining stopped early as no improvement observed in last 30 epochs. Best results observed at epoch 18, best model saved as best.pt.\n",
"To update EarlyStopping(patience=30) pass a new patience value, i.e. `patience=300` or use `patience=0` to disable EarlyStopping.\n",
"\n",
"48 epochs completed in 12.607 hours.\n",
"Optimizer stripped from /home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights/last.pt, 6.2MB\n",
"Optimizer stripped from /home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights/best.pt, 6.2MB\n",
"\n",
"Validating /home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights/best.pt...\n",
"Ultralytics 8.3.225 🚀 Python-3.10.18 torch-2.8.0+cu129 CUDA:0 (NVIDIA GeForce RTX 5090, 32087MiB)\n",
"Model summary (fused): 72 layers, 3,006,038 parameters, 0 gradients, 8.1 GFLOPs\n",
"\u001b[K Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 677/677 4.0it/s 2:50<0.3s\n",
" all 190800 194206 0.8 0.601 0.705 0.471\n",
" flame 72076 75235 0.819 0.759 0.837 0.605\n",
" smoke 116127 118971 0.781 0.443 0.574 0.336\n",
"Speed: 0.0ms preprocess, 0.2ms inference, 0.0ms loss, 0.2ms postprocess per image\n",
"Results saved to \u001b[1m/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23\u001b[0m\n"
]
}
],
"source": [
"# Load a pretrained YOLO11n model\n",
"model = YOLO(\"yolov8n.pt\")\n",
"\n",
"train_results = model.train(\n",
" data=\"/home/cuuva/experiment/fire_smoke_detect/fire_smoke_detect.yaml\",\n",
" epochs=200,\n",
" imgsz=640,\n",
" batch=-1,\n",
" device=\"cuda\",\n",
" optimizer = 'AdamW',\n",
" lr0 = 0.001,\n",
" patience = 30,\n",
" project = 'fire_detect',\n",
" name = 'epo200_frac_0.2',\n",
" fraction = 0.2\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "88d6a47e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ultralytics 8.3.225 🚀 Python-3.10.18 torch-2.8.0+cu129 CUDA:0 (NVIDIA GeForce RTX 5090, 32087MiB)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model summary (fused): 72 layers, 3,006,038 parameters, 0 gradients, 8.1 GFLOPs\n",
"\n",
"\u001b[34m\u001b[1mPyTorch:\u001b[0m starting from '/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights/best.pt' with input shape (1, 3, 640, 640) BCHW and output shape(s) (1, 6, 8400) (5.9 MB)\n",
"\n",
"\u001b[34m\u001b[1mONNX:\u001b[0m starting export with onnx 1.19.1 opset 20...\n",
"\u001b[34m\u001b[1mONNX:\u001b[0m slimming with onnxslim 0.1.71...\n",
"\u001b[34m\u001b[1mONNX:\u001b[0m export success ✅ 2.9s, saved as '/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights/best.onnx' (11.7 MB)\n",
"\n",
"Export complete (3.0s)\n",
"Results saved to \u001b[1m/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights\u001b[0m\n",
"Predict: yolo predict task=detect model=/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights/best.onnx imgsz=640 \n",
"Validate: yolo val task=detect model=/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights/best.onnx imgsz=640 data=/home/cuuva/experiment/fire_smoke_detect/fire_smoke_detect.yaml \n",
"Visualize: https://netron.app\n"
]
},
{
"data": {
"text/plain": [
"'/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights/best.onnx'"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = YOLO(\"/home/cuuva/experiment/fire_smoke_detect/fire_detect/epo200_frac_0.23/weights/best.pt\")\n",
"model.export(format=\"onnx\", imgsz=640, device=0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7ad3f495",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "1stagedetect",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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