detect_outfits_predect.ipynb

{
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   "cell_type": "code",
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   "id": "2962077c",
   "metadata": {
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     "end_time": "2022-06-08T06:47:13.552541Z",
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   "source": [
    "# Firstly, we must import some libs\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import json\n",
    "import yaml\n",
    "import torch\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "import shutil as sh\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
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    },
    "id": "5d0c8a91",
    "outputId": "bc3a5d25-df49-4f07-de47-5d022832e822"
   },
   "outputs": [],
   "source": [
    "p_dir = '/home/zyp/w/d2l/detect_outfits'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "3088913a",
   "metadata": {
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     "end_time": "2022-06-08T06:47:13.617944Z",
     "start_time": "2022-06-08T06:47:13.616117Z"
    }
   },
   "outputs": [],
   "source": [
    "conf_thres_val = 0.05\n",
    "epochs = 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "Dngg-gp3QKU-",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-08T06:47:13.578743Z",
     "start_time": "2022-06-08T06:47:13.556508Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Dngg-gp3QKU-",
    "outputId": "3bf20b21-d622-4bdf-9867-3fae3c0b13a6"
   },
   "outputs": [],
   "source": [
    "json_file_path = p_dir + '/data/origin/train.json'\n",
    "data = json.load(open(json_file_path, 'r'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "05fe7bcd",
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    },
    "id": "05fe7bcd",
    "outputId": "51fa27fd-855a-4bad-95c7-0771140af2fb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{87: 'belt', 1034: 'sunglasses', 131: 'boot', 318: 'cowboy_hat', 588: 'jacket'}"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cats = pd.DataFrame(data[\"categories\"])[['id', 'name']].set_index('id')\n",
    "cats_dict = cats.squeeze().to_dict()\n",
    "cats_dict"
   ]
  },
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   "cell_type": "code",
   "execution_count": 72,
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    },
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    "outputId": "97082c74-f83b-4162-e727-0fb2a183b491"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{87: 0, 1034: 1, 131: 2, 318: 3, 588: 4}\n",
      "{0: 87, 1: 1034, 2: 131, 3: 318, 4: 588}\n"
     ]
    }
   ],
   "source": [
    "def cc2yolo_bbox(img_width, img_height, bbox):\n",
    "    dw = 1. / img_width\n",
    "    dh = 1. / img_height\n",
    "    x = bbox[0] + bbox[2] / 2.0\n",
    "    y = bbox[1] + bbox[3] / 2.0\n",
    "    w = bbox[2]\n",
    "    h = bbox[3]\n",
    " \n",
    "    x = x * dw\n",
    "    w = w * dw\n",
    "    y = y * dh\n",
    "    h = h * dh\n",
    "    return (x, y, w, h)\n",
    "\n",
    "def yolo2cc_bbox(img_width, img_height, bbox):\n",
    "    x = (bbox[0] - bbox[2] * 0.5) * img_width\n",
    "    y = (bbox[1] - bbox[3] * 0.5) * img_height\n",
    "    w = bbox[2] * img_width\n",
    "    h = bbox[3] * img_height\n",
    "    \n",
    "    return (x, y, w, h)\n",
    "\n",
    "def cat_to_id():\n",
    "    cat_id_map = {}\n",
    "    num = 0\n",
    "    for cate in data['categories']:\n",
    "        cat_id_map[cate['id']] = num\n",
    "        num+=1\n",
    "    return cat_id_map\n",
    "\n",
    "cat_id_map = cat_to_id()\n",
    "print(cat_id_map)\n",
    "\n",
    "re_cat_id_map = dict(zip(cat_id_map.values(), cat_id_map.keys()))\n",
    "print(re_cat_id_map)"
   ]
  },
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    "imgs = pd.DataFrame(data['images'])[[\"id\", \"file_name\", \"width\", \"height\"]].set_index('id')\n",
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     "execution_count": 74,
     "metadata": {},
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   ],
   "source": [
    "train_imgs, valid_imgs = train_test_split(imgs, test_size=0.2, random_state=233)\n",
    "print(len(train_imgs), len(valid_imgs))\n",
    "valid_imgs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "0bc38ae0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-08T06:48:05.762473Z",
     "start_time": "2022-06-08T06:47:13.618963Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mdetect: \u001b[0mweights=['/home/zyp/w/d2l/detect_outfits/log/bln_epochs60/weights/last.pt'], source=/home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images, data=../../github/yolov5/data/coco128.yaml, imgsz=[640, 640], conf_thres=0.05, iou_thres=0.5, max_det=1000, device=, view_img=False, save_txt=True, save_conf=True, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=../../github/yolov5/runs/detect, name=/home/zyp/w/d2l/detect_outfits/log/bln_epochs60/0.05-exp, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False\n",
      "YOLOv5 🚀 v6.1-237-g50b886d Python-3.8.12 torch-1.11.0+cu102 CPU\n",
      "\n",
      "Fusing layers... \n",
      "Model summary: 213 layers, 7023610 parameters, 0 gradients, 15.8 GFLOPs\n",
      "image 1/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0003bc2dabab095a.jpg: 448x640 1 sunglasses, Done. (0.062s)\n",
      "image 2/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/000464f9fff223ab.jpg: 640x544 1 cowboy_hat, Done. (0.072s)\n",
      "image 3/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/001c013b48910c93.jpg: 640x480 2 jackets, Done. (0.071s)\n",
      "image 4/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/002bc6d5c5f58487.jpg: 640x640 1 sunglasses, 1 jacket, Done. (0.099s)\n",
      "image 5/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0033684bba8d050b.jpg: 640x640 1 cowboy_hat, 1 jacket, Done. (0.075s)\n",
      "image 6/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/006afaabd4938bbf.jpg: 448x640 1 sunglasses, 2 cowboy_hats, Done. (0.052s)\n",
      "image 7/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/007fe959605f022a.jpg: 448x640 1 jacket, Done. (0.052s)\n",
      "image 8/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/009d3babc98884ba.jpg: 448x640 5 jackets, Done. (0.050s)\n",
      "image 9/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0144158c217e118f.jpg: 640x640 1 cowboy_hat, Done. (0.070s)\n",
      "image 10/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0183b285f4ec88d5.jpg: 352x640 2 sunglassess, 1 jacket, Done. (0.050s)\n",
      "image 11/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/01b9a8c83f4b0316.jpg: 448x640 Done. (0.051s)\n",
      "image 12/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/01ca94d4077e00e9.jpg: 448x640 2 boots, 1 jacket, Done. (0.051s)\n",
      "image 13/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/01d22214b6ac6236.jpg: 480x640 2 cowboy_hats, Done. (0.066s)\n",
      "image 14/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/021daf9fc3a80591.jpg: 640x320 1 jacket, Done. (0.045s)\n",
      "image 15/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/02376f678fad320f.jpg: 448x640 1 cowboy_hat, Done. (0.053s)\n",
      "image 16/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0245544bd0c12187.jpg: 640x448 1 boot, 1 cowboy_hat, Done. (0.065s)\n",
      "image 17/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/02b32546ce6e0b18.jpg: 480x640 1 jacket, Done. (0.071s)\n",
      "image 18/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/02bd51226a7e517d.jpg: 448x640 2 boots, Done. (0.059s)\n",
      "image 19/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/03200eee76276293.jpg: 448x640 3 cowboy_hats, Done. (0.064s)\n",
      "image 20/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/032163cdfac1810e.jpg: 640x448 2 boots, 1 jacket, Done. (0.051s)\n",
      "image 21/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/033e34e19dc38353.jpg: 448x640 1 jacket, Done. (0.063s)\n",
      "image 22/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/034069ab90c587d0.jpg: 640x640 1 sunglasses, Done. (0.078s)\n",
      "image 23/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/034c1a83fb59b107.jpg: 448x640 2 sunglassess, Done. (0.059s)\n",
      "image 24/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/044a53c11109007a.jpg: 640x448 4 sunglassess, Done. (0.056s)\n",
      "image 25/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/050333d6ce970afc.jpg: 640x640 1 belt, 3 boots, Done. (0.093s)\n",
      "image 26/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0547fa81075b8930.jpg: 448x640 1 sunglasses, Done. (0.065s)\n",
      "image 27/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/05a2d577cdb40bc7.jpg: 480x640 1 jacket, Done. (0.063s)\n",
      "image 28/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/05c265686370c3b2.jpg: 640x480 3 boots, Done. (0.063s)\n",
      "image 29/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/05de8a64b1946048.jpg: 480x640 3 boots, Done. (0.069s)\n",
      "image 30/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/05fb428dc97b42c5.jpg: 640x480 2 boots, Done. (0.071s)\n",
      "image 31/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/06e7de330bbee2b3.jpg: 640x640 Done. (0.087s)\n",
      "image 32/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/06ef253484cdb332.jpg: 640x512 1 jacket, Done. (0.083s)\n",
      "image 33/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/08146da307bb0370.jpg: 480x640 1 sunglasses, Done. (0.061s)\n",
      "image 34/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/087e3f0e5d568c52.jpg: 640x448 1 sunglasses, Done. (0.056s)\n",
      "image 35/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0880dcd848e4870c.jpg: 640x480 1 sunglasses, 1 jacket, Done. (0.056s)\n",
      "image 36/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/08e277ec3db9866a.jpg: 640x448 1 sunglasses, 1 jacket, Done. (0.052s)\n",
      "image 37/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/093404e795a68a8c.jpg: 448x640 1 sunglasses, 2 jackets, Done. (0.057s)\n",
      "image 38/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/09f87d351a7a464a.jpg: 480x640 1 sunglasses, 1 cowboy_hat, Done. (0.073s)\n",
      "image 39/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0a05f57caeae05ee.jpg: 640x448 1 sunglasses, 1 boot, 5 jackets, Done. (0.063s)\n",
      "image 40/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0a5a84ea07380bf7.jpg: 448x640 1 sunglasses, 1 boot, Done. (0.065s)\n",
      "image 41/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0a68787ee0f20c6d.jpg: 480x640 2 jackets, Done. (0.069s)\n",
      "image 42/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0b8d6b1565590250.jpg: 640x640 2 sunglassess, Done. (0.075s)\n",
      "image 43/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0c392a5d54d66245.jpg: 448x640 1 boot, 1 jacket, Done. (0.053s)\n",
      "image 44/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0ce3e882ac5e0270.jpg: 480x640 2 sunglassess, Done. (0.058s)\n",
      "image 45/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0d5d52cda1bf0249.jpg: 640x448 1 jacket, Done. (0.053s)\n",
      "image 46/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0e4a010ee4ed00b4.jpg: 448x640 1 boot, Done. (0.055s)\n",
      "image 47/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0ea0477be00800ab.jpg: 512x640 Done. (0.070s)\n",
      "image 48/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/0fcaeede84b581a7.jpg: 640x640 3 sunglassess, Done. (0.075s)\n",
      "image 49/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1137bebeecd380f0.jpg: 640x448 1 sunglasses, Done. (0.052s)\n",
      "image 50/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/11d660c88c0d0548.jpg: 448x640 3 sunglassess, Done. (0.060s)\n",
      "image 51/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/12156e4e30e90c57.jpg: 640x640 1 sunglasses, Done. (0.076s)\n",
      "image 52/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/12bd2dbe2e500beb.jpg: 480x640 4 sunglassess, 2 jackets, Done. (0.056s)\n",
      "image 53/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/135f765a8bfeb1fd.jpg: 448x640 2 cowboy_hats, Done. (0.051s)\n",
      "image 54/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/147780a31f2a86d9.jpg: 416x640 3 sunglassess, 2 cowboy_hats, 1 jacket, Done. (0.058s)\n",
      "image 55/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/14e080b4f6d8068e.jpg: 640x448 1 jacket, Done. (0.051s)\n",
      "image 56/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/14e59b27a0a80283.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.052s)\n",
      "image 57/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/150ea4ea1a82b0d4.jpg: 640x480 2 boots, Done. (0.055s)\n",
      "image 58/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/15147a80b2020bbd.jpg: 448x640 1 sunglasses, Done. (0.050s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image 59/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/158fecad158b049c.jpg: 640x448 1 jacket, Done. (0.051s)\n",
      "image 60/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/15d0bfbcc5df04c6.jpg: 640x480 2 sunglassess, Done. (0.056s)\n",
      "image 61/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/169134c7b29d8556.jpg: 480x640 2 sunglassess, 5 jackets, Done. (0.056s)\n",
      "image 62/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/171e637cba328188.jpg: 480x640 1 sunglasses, Done. (0.053s)\n",
      "image 63/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/18546c5126c38a90.jpg: 448x640 3 jackets, Done. (0.051s)\n",
      "image 64/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1886ca4b839280f8.jpg: 448x640 5 sunglassess, 4 cowboy_hats, Done. (0.071s)\n",
      "image 65/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/18b7a974c1c08a9c.jpg: 480x640 2 sunglassess, Done. (0.054s)\n",
      "image 66/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1921dcd0887580f3.jpg: 480x640 1 jacket, Done. (0.054s)\n",
      "image 67/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/19bfbd2b00d9068d.jpg: 640x448 1 sunglasses, Done. (0.050s)\n",
      "image 68/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/19f90cf8954f72fc.jpg: 448x640 2 cowboy_hats, Done. (0.052s)\n",
      "image 69/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1a18bd807504821f.jpg: 640x448 2 jackets, Done. (0.052s)\n",
      "image 70/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1a9a86ab74f68a1e.jpg: 480x640 1 sunglasses, 1 jacket, Done. (0.054s)\n",
      "image 71/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1b49588ca0640497.jpg: 640x448 1 sunglasses, Done. (0.052s)\n",
      "image 72/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1b7f937fb231329d.jpg: 448x640 3 boots, Done. (0.050s)\n",
      "image 73/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1b8172a162f008c9.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.049s)\n",
      "image 74/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1b82aebc45050bbb.jpg: 384x640 1 sunglasses, Done. (0.053s)\n",
      "image 75/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1b8ca36cb5f90901.jpg: 640x640 2 sunglassess, Done. (0.074s)\n",
      "image 76/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1baf8a7d343208bf.jpg: 384x640 1 jacket, Done. (0.043s)\n",
      "image 77/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1d5295d0a7768150.jpg: 640x640 1 sunglasses, Done. (0.073s)\n",
      "image 78/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1dc5253a3f87d21a.jpg: 448x640 1 cowboy_hat, Done. (0.058s)\n",
      "image 79/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1e2b6e1e42a8b2ed.jpg: 448x640 7 boots, Done. (0.051s)\n",
      "image 80/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1ec88c42f08a84e7.jpg: 640x448 1 sunglasses, 1 cowboy_hat, 1 jacket, Done. (0.052s)\n",
      "image 81/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1ed33de10ba48c5a.jpg: 640x640 3 jackets, Done. (0.073s)\n",
      "image 82/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1ef72b15e3ea0372.jpg: 448x640 1 jacket, Done. (0.051s)\n",
      "image 83/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1f4fe83d888989cf.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.053s)\n",
      "image 84/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1f7e9d16bcc3b1ce.jpg: 640x512 1 jacket, Done. (0.060s)\n",
      "image 85/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1fafee3fc8a187f4.jpg: 448x640 1 sunglasses, 2 jackets, Done. (0.052s)\n",
      "image 86/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/1fc5c55079708b61.jpg: 448x640 3 sunglassess, Done. (0.051s)\n",
      "image 87/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/20f20bacfe250ae4.jpg: 448x640 1 jacket, Done. (0.051s)\n",
      "image 88/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2151591aae540294.jpg: 640x416 1 sunglasses, Done. (0.058s)\n",
      "image 89/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/21ab9498318889e1.jpg: 640x480 1 sunglasses, Done. (0.056s)\n",
      "image 90/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/21ce3fb6fe4c1155.jpg: 448x640 1 cowboy_hat, Done. (0.054s)\n",
      "image 91/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/21e574379e224602.jpg: 448x640 1 jacket, Done. (0.056s)\n",
      "image 92/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/21f1961c263887ad.jpg: 448x640 1 sunglasses, 2 jackets, Done. (0.051s)\n",
      "image 93/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/235312f9216109a6.jpg: 640x448 4 jackets, Done. (0.051s)\n",
      "image 94/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/23d283318ddd8a7d.jpg: 640x448 4 sunglassess, 1 boot, Done. (0.051s)\n",
      "image 95/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/251214eac66c0604.jpg: 448x640 1 jacket, Done. (0.051s)\n",
      "image 96/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/253fe03c5efbc058.jpg: 640x448 1 sunglasses, 1 cowboy_hat, 1 jacket, Done. (0.051s)\n",
      "image 97/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2571370d92d320d1.jpg: 640x448 1 cowboy_hat, Done. (0.051s)\n",
      "image 98/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2587d75a267d3031.jpg: 480x640 1 sunglasses, 2 cowboy_hats, 1 jacket, Done. (0.056s)\n",
      "image 99/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/25a7eab5d2e385bd.jpg: 480x640 1 sunglasses, 1 jacket, Done. (0.058s)\n",
      "image 100/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/25c07de5384786e8.jpg: 480x640 1 cowboy_hat, 2 jackets, Done. (0.054s)\n",
      "image 101/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/26502da76ca90ad6.jpg: 480x640 1 sunglasses, 1 jacket, Done. (0.055s)\n",
      "image 102/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2659d7bc21cb0405.jpg: 448x640 12 jackets, Done. (0.051s)\n",
      "image 103/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2680174871ab0890.jpg: 448x640 4 jackets, Done. (0.056s)\n",
      "image 104/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/269d1e5626ed823b.jpg: 480x640 6 jackets, Done. (0.067s)\n",
      "image 105/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/26cf6639e12982ed.jpg: 480x640 7 sunglassess, Done. (0.066s)\n",
      "image 106/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/275585dc5f2c0a96.jpg: 480x640 3 jackets, Done. (0.056s)\n",
      "image 107/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/27a6c4a53fdf00bf.jpg: 640x448 4 sunglassess, Done. (0.054s)\n",
      "image 108/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/27dd50b99bfd0597.jpg: 448x640 1 sunglasses, Done. (0.056s)\n",
      "image 109/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/27e046e3aa546185.jpg: 608x640 2 cowboy_hats, Done. (0.097s)\n",
      "image 110/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/280aa3a8c46a0818.jpg: 448x640 3 sunglassess, Done. (0.059s)\n",
      "image 111/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2862f68ad534882f.jpg: 512x640 1 sunglasses, Done. (0.070s)\n",
      "image 112/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/28c66fee528800a8.jpg: 416x640 1 sunglasses, Done. (0.051s)\n",
      "image 113/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/28c788d4ab190a43.jpg: 640x448 1 sunglasses, Done. (0.051s)\n",
      "image 114/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/28e9b66786e6868f.jpg: 448x640 1 jacket, Done. (0.052s)\n",
      "image 115/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/291fb39200e1064b.jpg: 448x640 2 jackets, Done. (0.052s)\n",
      "image 116/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/29748ebe914f804f.jpg: 640x448 1 cowboy_hat, 1 jacket, Done. (0.052s)\n",
      "image 117/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2a476b7e2d73076a.jpg: 448x640 1 sunglasses, Done. (0.052s)\n",
      "image 118/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2accb83bb5f58508.jpg: 640x640 1 sunglasses, Done. (0.083s)\n",
      "image 119/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2af918dc1b8a025a.jpg: 448x640 1 jacket, Done. (0.064s)\n",
      "image 120/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2b6f051b96af81fc.jpg: 448x640 1 jacket, Done. (0.058s)\n",
      "image 121/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2bca423fccc1d31f.jpg: 416x640 1 cowboy_hat, Done. (0.047s)\n",
      "image 122/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2bdcf83e2d688cd2.jpg: 416x640 2 boots, 1 jacket, Done. (0.048s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image 123/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2c368797264b046a.jpg: 640x640 1 jacket, Done. (0.086s)\n",
      "image 124/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2c633ed2bb6604c9.jpg: 448x640 3 sunglassess, Done. (0.051s)\n",
      "image 125/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2da37921f366418c.jpg: 448x640 1 sunglasses, 2 cowboy_hats, Done. (0.068s)\n",
      "image 126/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2e3f67f6c6f803e8.jpg: 448x640 1 sunglasses, Done. (0.054s)\n",
      "image 127/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2ec488947bad8565.jpg: 416x640 4 jackets, Done. (0.049s)\n",
      "image 128/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2f733a0323b2006a.jpg: 640x512 1 sunglasses, 1 jacket, Done. (0.062s)\n",
      "image 129/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2f9a9438396a081c.jpg: 448x640 1 jacket, Done. (0.053s)\n",
      "image 130/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/2fab48dc1d0b03c6.jpg: 640x448 1 sunglasses, Done. (0.056s)\n",
      "image 131/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3094f8c512048c0c.jpg: 576x640 4 sunglassess, 2 cowboy_hats, Done. (0.096s)\n",
      "image 132/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/30f646de7d6e0038.jpg: 640x640 1 sunglasses, Done. (0.089s)\n",
      "image 133/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/31862389aea50081.jpg: 480x640 8 jackets, Done. (0.058s)\n",
      "image 134/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/31a9fdbdb6deb13c.jpg: 640x448 1 cowboy_hat, Done. (0.053s)\n",
      "image 135/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/31c65e9b04810b27.jpg: 640x448 2 sunglassess, Done. (0.057s)\n",
      "image 136/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3273e4539134893c.jpg: 480x640 1 sunglasses, Done. (0.068s)\n",
      "image 137/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/32c55b826dc90119.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.063s)\n",
      "image 138/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/336549b30eae049a.jpg: 480x640 1 sunglasses, Done. (0.066s)\n",
      "image 139/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/337ab3da0d67804b.jpg: 448x640 2 sunglassess, Done. (0.060s)\n",
      "image 140/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/33c05fb06c6f8488.jpg: 640x448 1 jacket, Done. (0.095s)\n",
      "image 141/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/355dfd04ba360983.jpg: 448x640 4 jackets, Done. (0.061s)\n",
      "image 142/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/35fb8504695b893b.jpg: 640x480 1 jacket, Done. (0.068s)\n",
      "image 143/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/35fd7b3946108ba8.jpg: 640x416 1 jacket, Done. (0.063s)\n",
      "image 144/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/36066bca43d50929.jpg: 640x640 4 jackets, Done. (0.090s)\n",
      "image 145/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/362ef21750cb8bdc.jpg: 640x480 1 sunglasses, Done. (0.070s)\n",
      "image 146/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/377df44aa6dbb0cb.jpg: 640x640 1 cowboy_hat, 1 jacket, Done. (0.091s)\n",
      "image 147/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/378d62f304694191.jpg: 480x640 3 cowboy_hats, Done. (0.068s)\n",
      "image 148/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/37bb113d8fe18a38.jpg: 640x640 1 jacket, Done. (0.091s)\n",
      "image 149/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/381ac5a59c19093f.jpg: 480x640 8 sunglassess, 10 jackets, Done. (0.069s)\n",
      "image 150/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/386ff8aed53a0c5a.jpg: 448x640 3 sunglassess, 1 jacket, Done. (0.064s)\n",
      "image 151/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3880c47180830298.jpg: 448x640 2 sunglassess, Done. (0.054s)\n",
      "image 152/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/392637943cbf09f4.jpg: 416x640 2 sunglassess, Done. (0.050s)\n",
      "image 153/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/396a1faab83106e3.jpg: 640x480 1 sunglasses, Done. (0.058s)\n",
      "image 154/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3a1611c365eda254.jpg: 480x640 2 sunglassess, 1 cowboy_hat, Done. (0.058s)\n",
      "image 155/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3a78295232e68137.jpg: 448x640 1 jacket, Done. (0.054s)\n",
      "image 156/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3b0423e0e3e1010b.jpg: 640x640 2 sunglassess, 1 boot, Done. (0.081s)\n",
      "image 157/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3b45ac984cd82399.jpg: 448x640 1 cowboy_hat, Done. (0.056s)\n",
      "image 158/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3c2fe03a01330849.jpg: 448x640 2 sunglassess, Done. (0.054s)\n",
      "image 159/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3c405272489381b1.jpg: 640x512 1 sunglasses, Done. (0.062s)\n",
      "image 160/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3d15580143699257.jpg: 480x640 Done. (0.059s)\n",
      "image 161/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3dd15ab1059d914b.jpg: 640x640 1 cowboy_hat, Done. (0.077s)\n",
      "image 162/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3e04aa1aeea20789.jpg: 448x640 1 sunglasses, 14 jackets, Done. (0.054s)\n",
      "image 163/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3e3bcc0cc4b18059.jpg: 640x448 1 sunglasses, 1 jacket, Done. (0.055s)\n",
      "image 164/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3e71f84abe21424c.jpg: 448x640 3 boots, Done. (0.058s)\n",
      "image 165/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3ec0a213f71b90f1.jpg: 480x640 2 sunglassess, 1 cowboy_hat, Done. (0.058s)\n",
      "image 166/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3ece4400cf278b47.jpg: 480x640 5 sunglassess, 5 jackets, Done. (0.060s)\n",
      "image 167/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3f1fe99c2549e212.jpg: 448x640 2 boots, Done. (0.053s)\n",
      "image 168/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3f3aa165f6830020.jpg: 480x640 2 sunglassess, Done. (0.059s)\n",
      "image 169/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/3fd1a741d07f0cf3.jpg: 640x448 1 sunglasses, Done. (0.058s)\n",
      "image 170/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4013ae4a9676816d.jpg: 512x640 2 sunglassess, Done. (0.063s)\n",
      "image 171/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4031fc78d7128765.jpg: 448x640 1 jacket, Done. (0.054s)\n",
      "image 172/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/407c484226b7080c.jpg: 640x640 1 sunglasses, Done. (0.078s)\n",
      "image 173/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/408cc0ef59948c94.jpg: 448x640 1 jacket, Done. (0.059s)\n",
      "image 174/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/40ba37753f1b8005.jpg: 448x640 2 jackets, Done. (0.091s)\n",
      "image 175/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4151544f22c903fd.jpg: 512x640 1 sunglasses, Done. (0.105s)\n",
      "image 176/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4153b1d320ed872e.jpg: 448x640 1 sunglasses, Done. (0.090s)\n",
      "image 177/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/41541b42db410817.jpg: 256x640 1 sunglasses, Done. (0.059s)\n",
      "image 178/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/41a00ed0c26d0449.jpg: 480x640 3 sunglassess, 1 boot, 3 jackets, Done. (0.091s)\n",
      "image 179/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/41f67eaa71e58b10.jpg: 480x640 1 sunglasses, 1 boot, 1 cowboy_hat, 2 jackets, Done. (0.065s)\n",
      "image 180/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/422393e4a9d401bd.jpg: 640x448 1 sunglasses, Done. (0.057s)\n",
      "image 181/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/424141ff23b9825f.jpg: 448x640 1 sunglasses, Done. (0.054s)\n",
      "image 182/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/42d9294ac80e8cd8.jpg: 640x480 2 boots, 1 jacket, Done. (0.059s)\n",
      "image 183/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/42e0110b111e09c8.jpg: 448x640 1 jacket, Done. (0.054s)\n",
      "image 184/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/433afe48de968497.jpg: 640x480 1 jacket, Done. (0.059s)\n",
      "image 185/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/43c1f067461ba37a.jpg: 480x640 3 boots, Done. (0.059s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image 186/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/453d43e569380568.jpg: 640x640 3 sunglassess, Done. (0.078s)\n",
      "image 187/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/45b0d6ec5e2020e7.jpg: 640x448 1 jacket, Done. (0.056s)\n",
      "image 188/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/463ced6428b98434.jpg: 640x448 1 cowboy_hat, 2 jackets, Done. (0.053s)\n",
      "image 189/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/473dbdd7162089c8.jpg: 480x640 2 sunglassess, Done. (0.059s)\n",
      "image 190/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/47ed77aecd3183a0.jpg: 480x640 1 sunglasses, 1 boot, 3 jackets, Done. (0.058s)\n",
      "image 191/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/489e307560168805.jpg: 480x640 1 sunglasses, Done. (0.059s)\n",
      "image 192/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/489fb2c6dcbd8bcf.jpg: 640x480 8 sunglassess, Done. (0.060s)\n",
      "image 193/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/49577a890d8887b6.jpg: 640x448 1 sunglasses, Done. (0.055s)\n",
      "image 194/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4960918e79bb089e.jpg: 640x448 Done. (0.055s)\n",
      "image 195/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/49bf84b47bbc00c1.jpg: 640x416 1 sunglasses, 1 jacket, Done. (0.051s)\n",
      "image 196/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4a296ed5dc340926.jpg: 448x640 1 sunglasses, 2 jackets, Done. (0.056s)\n",
      "image 197/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4a3d0cdb88710c34.jpg: 480x640 1 boot, 2 jackets, Done. (0.059s)\n",
      "image 198/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4a46f0f0978609fe.jpg: 480x640 1 sunglasses, Done. (0.059s)\n",
      "image 199/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4ac5d1d1c49789a1.jpg: 640x448 2 sunglassess, 2 boots, Done. (0.056s)\n",
      "image 200/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4afced35b81c02c9.jpg: 640x544 2 sunglassess, Done. (0.067s)\n",
      "image 201/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4c15f820e6d380f0.jpg: 448x640 1 sunglasses, Done. (0.053s)\n",
      "image 202/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4c1e2b3e16a20394.jpg: 448x640 2 sunglassess, Done. (0.058s)\n",
      "image 203/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4c580171b99a0bdb.jpg: 480x640 1 sunglasses, 1 jacket, Done. (0.059s)\n",
      "image 204/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4c631afe14df8a42.jpg: 448x640 3 sunglassess, Done. (0.065s)\n",
      "image 205/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4cc332662edd8256.jpg: 480x640 2 sunglassess, Done. (0.069s)\n",
      "image 206/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4ce3f07849d50bf5.jpg: 448x640 1 jacket, Done. (0.064s)\n",
      "image 207/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4e407e040fc106e3.jpg: 640x480 4 sunglassess, 2 jackets, Done. (0.069s)\n",
      "image 208/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4f089897d71ed0cf.jpg: 640x480 4 boots, Done. (0.068s)\n",
      "image 209/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4f4095c794e2041b.jpg: 640x448 2 sunglassess, Done. (0.066s)\n",
      "image 210/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/4ff9afb678b2084c.jpg: 640x448 2 jackets, Done. (0.063s)\n",
      "image 211/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/50f9d0c4278a88a3.jpg: 640x448 1 boot, 1 cowboy_hat, Done. (0.063s)\n",
      "image 212/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/52837bfada6160d6.jpg: 448x640 1 cowboy_hat, Done. (0.058s)\n",
      "image 213/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/52bc8342d24f0c20.jpg: 640x544 1 jacket, Done. (0.066s)\n",
      "image 214/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/53cf8354efba8a1f.jpg: 448x640 15 sunglassess, Done. (0.052s)\n",
      "image 215/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/53e8896251cc85c2.jpg: 640x608 2 jackets, Done. (0.082s)\n",
      "image 216/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/53eed9a656f588ce.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.052s)\n",
      "image 217/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5452aaa7416505d8.jpg: 640x448 1 sunglasses, Done. (0.054s)\n",
      "image 218/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/547f66bf25070cad.jpg: 448x640 13 jackets, Done. (0.053s)\n",
      "image 219/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5569f2ff32d0320e.jpg: 512x640 1 sunglasses, 1 cowboy_hat, Done. (0.059s)\n",
      "image 220/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/55ed50f50c9603ff.jpg: 640x512 1 sunglasses, 1 jacket, Done. (0.062s)\n",
      "image 221/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/56041996f99072d0.jpg: 640x640 Done. (0.075s)\n",
      "image 222/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/566aef5ba47e05c2.jpg: 640x448 2 jackets, Done. (0.053s)\n",
      "image 223/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/567ed17f6cdf0846.jpg: 640x640 1 sunglasses, Done. (0.075s)\n",
      "image 224/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/56970062333086cc.jpg: 448x640 4 sunglassess, Done. (0.054s)\n",
      "image 225/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/56cfa64a7289833a.jpg: 640x480 2 sunglassess, Done. (0.065s)\n",
      "image 226/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5707a76482e90068.jpg: 448x640 2 jackets, Done. (0.061s)\n",
      "image 227/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/57e761b53182898a.jpg: 640x576 1 jacket, Done. (0.092s)\n",
      "image 228/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/583f1e59a38f8166.jpg: 480x640 1 jacket, Done. (0.057s)\n",
      "image 229/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/584807be187350f6.jpg: 512x640 1 boot, Done. (0.062s)\n",
      "image 230/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5900353aa2bb8410.jpg: 640x640 2 sunglassess, Done. (0.080s)\n",
      "image 231/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5901a862281882a5.jpg: 480x640 2 sunglassess, Done. (0.066s)\n",
      "image 232/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/59474ff532cc8351.jpg: 480x640 3 jackets, Done. (0.065s)\n",
      "image 233/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/59878027fe2b096f.jpg: 448x640 1 jacket, Done. (0.063s)\n",
      "image 234/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5a5c7e8407d1010c.jpg: 480x640 1 sunglasses, Done. (0.068s)\n",
      "image 235/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5ad3896d3cc800c4.jpg: 640x448 1 jacket, Done. (0.058s)\n",
      "image 236/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5afa20cf80c18766.jpg: 448x640 2 sunglassess, Done. (0.054s)\n",
      "image 237/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5b19e9d98c49839a.jpg: 512x640 1 sunglasses, Done. (0.064s)\n",
      "image 238/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5b49d39e20dc3246.jpg: 640x480 1 cowboy_hat, 1 jacket, Done. (0.072s)\n",
      "image 239/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5b7e91f5f0dc8b17.jpg: 640x384 1 sunglasses, Done. (0.066s)\n",
      "image 240/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5b875a642b3af277.jpg: 480x640 1 sunglasses, 1 cowboy_hat, Done. (0.059s)\n",
      "image 241/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5b950cd65b440ad7.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.053s)\n",
      "image 242/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5bbf42e2acab05b1.jpg: 384x640 2 sunglassess, Done. (0.051s)\n",
      "image 243/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5cbec26c01598361.jpg: 480x640 1 sunglasses, Done. (0.066s)\n",
      "image 244/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5cd4feba460c0919.jpg: 640x512 2 sunglassess, 4 cowboy_hats, Done. (0.076s)\n",
      "image 245/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5dc4c6c9d0838958.jpg: 480x640 1 sunglasses, Done. (0.066s)\n",
      "image 246/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5e3eead105fa838c.jpg: 448x640 1 sunglasses, 2 jackets, Done. (0.064s)\n",
      "image 247/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5e73d80955ae8936.jpg: 448x640 3 sunglassess, Done. (0.059s)\n",
      "image 248/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/5ec1cdafc0658013.jpg: 544x640 1 sunglasses, Done. (0.081s)\n",
      "image 249/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/603e353b7be40c3a.jpg: 448x640 1 sunglasses, 2 jackets, Done. (0.055s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image 250/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6057028d487b0904.jpg: 640x480 1 sunglasses, Done. (0.059s)\n",
      "image 251/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6159e5226829004e.jpg: 448x640 2 sunglassess, 2 jackets, Done. (0.052s)\n",
      "image 252/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/61710355af4a03be.jpg: 640x640 1 sunglasses, 1 jacket, Done. (0.077s)\n",
      "image 253/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6257069d72c00af4.jpg: 640x640 1 sunglasses, 3 jackets, Done. (0.076s)\n",
      "image 254/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/62d4cdd03699855c.jpg: 448x640 9 sunglassess, Done. (0.065s)\n",
      "image 255/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/62de6a86f0b50cdb.jpg: 448x640 1 sunglasses, Done. (0.062s)\n",
      "image 256/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/63b50ab1ce0f055e.jpg: 448x640 2 sunglassess, Done. (0.062s)\n",
      "image 257/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/64273952b40c0377.jpg: 448x640 1 sunglasses, Done. (0.056s)\n",
      "image 258/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/64fc4571d5518470.jpg: 448x640 2 jackets, Done. (0.052s)\n",
      "image 259/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/65168086cc648a33.jpg: 640x576 1 jacket, Done. (0.081s)\n",
      "image 260/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/654590b8a30f8729.jpg: 640x640 1 sunglasses, Done. (0.088s)\n",
      "image 261/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/669af3e9c324094a.jpg: 448x640 5 sunglassess, Done. (0.058s)\n",
      "image 262/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/66bbe4beb9248364.jpg: 640x448 10 sunglassess, 3 cowboy_hats, Done. (0.053s)\n",
      "image 263/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/671234751fdf8bd7.jpg: 640x512 3 sunglassess, Done. (0.061s)\n",
      "image 264/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/671a4c596f930203.jpg: 480x640 2 jackets, Done. (0.058s)\n",
      "image 265/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/671b48af6be033e4.jpg: 480x640 1 cowboy_hat, Done. (0.055s)\n",
      "image 266/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/674ab9c9500d8295.jpg: 384x640 3 boots, Done. (0.051s)\n",
      "image 267/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/679af8130ba40ca3.jpg: 448x640 2 sunglassess, Done. (0.053s)\n",
      "image 268/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/67b8f42c06038b6d.jpg: 448x640 1 jacket, Done. (0.052s)\n",
      "image 269/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/67e1ab43536b0538.jpg: 640x448 1 sunglasses, 1 jacket, Done. (0.055s)\n",
      "image 270/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/67f986794aeb8c81.jpg: 640x448 2 sunglassess, Done. (0.051s)\n",
      "image 271/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/692d0042905b52fc.jpg: 448x640 1 boot, Done. (0.054s)\n",
      "image 272/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6996d69623e00987.jpg: 448x640 1 boot, 4 jackets, Done. (0.052s)\n",
      "image 273/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/69e77c7f425686bf.jpg: 640x448 1 jacket, Done. (0.056s)\n",
      "image 274/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6a1c5e07c01c0324.jpg: 448x640 2 jackets, Done. (0.062s)\n",
      "image 275/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6a5052345b6c864e.jpg: 448x640 12 sunglassess, 1 jacket, Done. (0.068s)\n",
      "image 276/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6a867e8e05338c37.jpg: 480x640 1 sunglasses, Done. (0.065s)\n",
      "image 277/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6b93122018700a4c.jpg: 640x480 2 jackets, Done. (0.065s)\n",
      "image 278/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6bf1d2a8c0646041.jpg: 480x640 1 cowboy_hat, Done. (0.066s)\n",
      "image 279/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6c60629e387c0a28.jpg: 384x640 2 sunglassess, 2 jackets, Done. (0.052s)\n",
      "image 280/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6cb1566c61ba0824.jpg: 480x640 1 jacket, Done. (0.067s)\n",
      "image 281/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6ce3243beba808d1.jpg: 448x640 1 sunglasses, Done. (0.063s)\n",
      "image 282/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6d5c1c4cb0928b9e.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.056s)\n",
      "image 283/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6e116f12541f8212.jpg: 480x640 3 sunglassess, 1 cowboy_hat, Done. (0.057s)\n",
      "image 284/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/6f1058c71cc6891a.jpg: 640x480 3 jackets, Done. (0.056s)\n",
      "image 285/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7061573d0e92d2d7.jpg: 448x640 3 boots, Done. (0.054s)\n",
      "image 286/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/70894249d7b30765.jpg: 608x640 3 sunglassess, Done. (0.071s)\n",
      "image 287/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/70a9c05fbca60c0d.jpg: 640x448 1 sunglasses, Done. (0.052s)\n",
      "image 288/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/711ae57ed71c8bd8.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.053s)\n",
      "image 289/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/716b599815ac892f.jpg: 640x384 1 sunglasses, Done. (0.046s)\n",
      "image 290/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/718518589a2e0275.jpg: 480x640 2 sunglassess, 1 jacket, Done. (0.064s)\n",
      "image 291/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/73923a3ada3608a5.jpg: 480x640 1 boot, 3 jackets, Done. (0.067s)\n",
      "image 292/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/744cdff515cab31b.jpg: 448x640 5 cowboy_hats, Done. (0.063s)\n",
      "image 293/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/74af02fe05cb079f.jpg: 512x640 Done. (0.067s)\n",
      "image 294/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/74ba175c0cff05d1.jpg: 448x640 4 jackets, Done. (0.056s)\n",
      "image 295/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/75df30e5da10832e.jpg: 448x640 1 sunglasses, Done. (0.065s)\n",
      "image 296/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7627448bb7fb8274.jpg: 448x640 1 boot, 1 cowboy_hat, Done. (0.060s)\n",
      "image 297/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7698236587410973.jpg: 448x640 1 sunglasses, Done. (0.059s)\n",
      "image 298/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/76ac536dba6f0599.jpg: 448x640 1 sunglasses, 1 cowboy_hat, Done. (0.059s)\n",
      "image 299/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7747c940a1b28314.jpg: 448x640 2 jackets, Done. (0.063s)\n",
      "image 300/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/783b8884aaaf8b70.jpg: 448x640 6 jackets, Done. (0.060s)\n",
      "image 301/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/78538c09be63899a.jpg: 480x640 1 sunglasses, Done. (0.058s)\n",
      "image 302/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/791afb56ced98554.jpg: 448x640 Done. (0.052s)\n",
      "image 303/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7969e5b61f7805d8.jpg: 448x640 1 sunglasses, Done. (0.054s)\n",
      "image 304/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7a1b2518df3507bd.jpg: 448x640 1 sunglasses, Done. (0.052s)\n",
      "image 305/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7a7f3924ef76623c.jpg: 640x480 1 sunglasses, 2 cowboy_hats, Done. (0.070s)\n",
      "image 306/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7b33dec5bec0c22e.jpg: 448x640 1 cowboy_hat, Done. (0.063s)\n",
      "image 307/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7c0c62b1a8e131db.jpg: 640x448 1 cowboy_hat, Done. (0.062s)\n",
      "image 308/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7c29a2711e2484ae.jpg: 480x640 1 jacket, Done. (0.058s)\n",
      "image 309/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7c975ae310ff0231.jpg: 640x480 1 sunglasses, Done. (0.056s)\n",
      "image 310/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7cc603b47f198907.jpg: 480x640 2 sunglassess, Done. (0.058s)\n",
      "image 311/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7d0cc367b35901f8.jpg: 512x640 1 sunglasses, Done. (0.065s)\n",
      "image 312/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7d14190e021708c0.jpg: 448x640 1 sunglasses, Done. (0.055s)\n",
      "image 313/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7d8c981ea0cc3619.jpg: 416x640 1 jacket, Done. (0.053s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image 314/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7dbe1dbf556007c1.jpg: 448x640 1 jacket, Done. (0.053s)\n",
      "image 315/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7ed369a9a534883a.jpg: 640x544 1 sunglasses, Done. (0.068s)\n",
      "image 316/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7ed3aaf907c3812e.jpg: 448x640 1 sunglasses, Done. (0.054s)\n",
      "image 317/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7f02e9a1ef000897.jpg: 448x640 4 sunglassess, Done. (0.053s)\n",
      "image 318/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/7febea95b0948cad.jpg: 480x640 1 sunglasses, Done. (0.056s)\n",
      "image 319/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/803eaca98c5505c6.jpg: 480x640 2 sunglassess, 2 cowboy_hats, Done. (0.056s)\n",
      "image 320/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/806ffeef523e8694.jpg: 448x640 Done. (0.053s)\n",
      "image 321/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/80c0fd83f0430989.jpg: 640x448 1 sunglasses, Done. (0.054s)\n",
      "image 322/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/80c8da9f3bdd0733.jpg: 480x640 4 sunglassess, 1 cowboy_hat, Done. (0.059s)\n",
      "image 323/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/811b11f5e1f28adf.jpg: 480x640 2 jackets, Done. (0.059s)\n",
      "image 324/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8173d80b7f6742d4.jpg: 448x640 1 cowboy_hat, Done. (0.053s)\n",
      "image 325/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8266a253ce97006c.jpg: 480x640 2 sunglassess, 1 jacket, Done. (0.057s)\n",
      "image 326/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/82677b3a60fe090f.jpg: 384x640 2 sunglassess, Done. (0.047s)\n",
      "image 327/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/829b715433470b47.jpg: 448x640 9 sunglassess, 1 cowboy_hat, Done. (0.052s)\n",
      "image 328/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/82d25909ae892191.jpg: 448x640 2 boots, Done. (0.052s)\n",
      "image 329/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/82d3968814e5867c.jpg: 448x640 1 jacket, Done. (0.054s)\n",
      "image 330/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/830e9f55d375001b.jpg: 640x640 3 jackets, Done. (0.079s)\n",
      "image 331/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8390e4331d6e82f4.jpg: 480x640 1 cowboy_hat, Done. (0.059s)\n",
      "image 332/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/839d3f1ded83824c.jpg: 448x640 1 jacket, Done. (0.051s)\n",
      "image 333/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/83b827ae01e68000.jpg: 480x640 1 jacket, Done. (0.058s)\n",
      "image 334/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8462889619f5d120.jpg: 640x512 1 sunglasses, 2 boots, Done. (0.060s)\n",
      "image 335/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/84aa151a7a7081d0.jpg: 480x640 2 jackets, Done. (0.058s)\n",
      "image 336/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/84f22256e29f92f5.jpg: 448x640 1 boot, Done. (0.054s)\n",
      "image 337/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/859568d360f004e7.jpg: 640x640 1 sunglasses, Done. (0.077s)\n",
      "image 338/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/85e30c3e48890ac3.jpg: 448x640 1 jacket, Done. (0.054s)\n",
      "image 339/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/873f796adb2106a8.jpg: 640x448 1 jacket, Done. (0.054s)\n",
      "image 340/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/87d1da94b795019f.jpg: 448x640 4 sunglassess, 1 jacket, Done. (0.053s)\n",
      "image 341/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/884537d1256e0a34.jpg: 448x640 4 sunglassess, 1 jacket, Done. (0.051s)\n",
      "image 342/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/88b4845911e790a8.jpg: 448x640 1 cowboy_hat, 3 jackets, Done. (0.052s)\n",
      "image 343/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/88c3c3567b0a83c7.jpg: 448x640 2 sunglassess, 1 jacket, Done. (0.056s)\n",
      "image 344/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/890e4f45410a0788.jpg: 512x640 1 jacket, Done. (0.061s)\n",
      "image 345/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/893cfb8853b307b2.jpg: 480x640 2 cowboy_hats, 3 jackets, Done. (0.057s)\n",
      "image 346/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/899bf07f5dae8174.jpg: 384x640 1 sunglasses, Done. (0.047s)\n",
      "image 347/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8a1991e2da8ea2c0.jpg: 448x640 Done. (0.053s)\n",
      "image 348/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8a941ee76984a066.jpg: 448x640 3 cowboy_hats, Done. (0.052s)\n",
      "image 349/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8af914f34a6206c6.jpg: 416x640 3 sunglassess, Done. (0.050s)\n",
      "image 350/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8b1b9a8580100c32.jpg: 384x640 3 sunglassess, 1 cowboy_hat, 2 jackets, Done. (0.046s)\n",
      "image 351/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8c31c27d77f4064d.jpg: 480x640 6 jackets, Done. (0.059s)\n",
      "image 352/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8c85ae73c581c1d9.jpg: 640x480 1 cowboy_hat, Done. (0.059s)\n",
      "image 353/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8c879196bf5c8258.jpg: 640x480 2 boots, 1 jacket, Done. (0.058s)\n",
      "image 354/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8d1dfe1c63540965.jpg: 480x640 1 sunglasses, Done. (0.058s)\n",
      "image 355/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8d2dceb31f4a87ba.jpg: 448x640 4 sunglassess, 12 jackets, Done. (0.056s)\n",
      "image 356/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8d5ee0c74a23815c.jpg: 640x480 1 boot, Done. (0.089s)\n",
      "image 357/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8d9fcdf4b3b4060a.jpg: 640x512 1 sunglasses, Done. (0.096s)\n",
      "image 358/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8e4dacab736984e6.jpg: 480x640 1 sunglasses, Done. (0.064s)\n",
      "image 359/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8e8c6a6a34d609c5.jpg: 640x480 1 sunglasses, Done. (0.057s)\n",
      "image 360/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8e8e000749edc39d.jpg: 480x640 12 boots, Done. (0.058s)\n",
      "image 361/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8ed867eac9e70664.jpg: 640x640 3 jackets, Done. (0.078s)\n",
      "image 362/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8eda9c5d5b878231.jpg: 448x640 3 sunglassess, Done. (0.054s)\n",
      "image 363/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8eeb09767ff3834b.jpg: 448x640 1 jacket, Done. (0.055s)\n",
      "image 364/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8f26645b6ec08846.jpg: 448x640 2 sunglassess, Done. (0.051s)\n",
      "image 365/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/8fa870692a450d04.jpg: 640x448 1 sunglasses, Done. (0.055s)\n",
      "image 366/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/90482119ecc90b5d.jpg: 544x640 1 cowboy_hat, 2 jackets, Done. (0.065s)\n",
      "image 367/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/90981c869e0b82e3.jpg: 448x640 1 sunglasses, 1 boot, Done. (0.053s)\n",
      "image 368/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/91c5cf516eba0972.jpg: 448x640 3 sunglassess, 1 cowboy_hat, 2 jackets, Done. (0.051s)\n",
      "image 369/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/91c99b9cdedc021d.jpg: 480x640 2 sunglassess, Done. (0.057s)\n",
      "image 370/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/91fd8d1e2da95069.jpg: 640x416 3 boots, 4 jackets, Done. (0.053s)\n",
      "image 371/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/929ecb9811188c02.jpg: 448x640 1 sunglasses, 1 cowboy_hat, Done. (0.052s)\n",
      "image 372/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/92ab4c1a18a00ac4.jpg: 448x640 2 sunglassess, Done. (0.054s)\n",
      "image 373/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/92c2a0b0b2c743d1.jpg: 448x640 2 sunglassess, 2 cowboy_hats, Done. (0.052s)\n",
      "image 374/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/931e18f3018b0918.jpg: 448x640 3 sunglassess, Done. (0.055s)\n",
      "image 375/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/934cabb4093806b6.jpg: 640x640 2 sunglassess, Done. (0.075s)\n",
      "image 376/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/93eb020235cb88b8.jpg: 640x448 1 jacket, Done. (0.053s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image 377/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/93feeca33e4c8603.jpg: 640x480 1 sunglasses, Done. (0.061s)\n",
      "image 378/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/942ba48015dd0497.jpg: 480x640 6 sunglassess, 1 jacket, Done. (0.056s)\n",
      "image 379/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/948c254ecd2c0031.jpg: 448x640 1 jacket, Done. (0.054s)\n",
      "image 380/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/948cef9a588986f6.jpg: 480x640 2 sunglassess, Done. (0.057s)\n",
      "image 381/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/94f49f03904f8326.jpg: 480x640 3 sunglassess, Done. (0.056s)\n",
      "image 382/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/950fe4f91cd651b5.jpg: 448x640 2 boots, Done. (0.052s)\n",
      "image 383/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/952f2b57105b84ea.jpg: 640x448 1 sunglasses, Done. (0.054s)\n",
      "image 384/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/9535cb8ec239e278.jpg: 640x448 3 cowboy_hats, Done. (0.055s)\n",
      "image 385/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/96c3b80dd133513a.jpg: 640x448 1 cowboy_hat, 1 jacket, Done. (0.052s)\n",
      "image 386/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/974ecfae8e63c16a.jpg: 448x640 1 sunglasses, 1 cowboy_hat, Done. (0.054s)\n",
      "image 387/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/97df47095e5f03fd.jpg: 480x640 1 sunglasses, 2 jackets, Done. (0.057s)\n",
      "image 388/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/9925db59d21c008c.jpg: 448x640 1 sunglasses, 2 jackets, Done. (0.054s)\n",
      "image 389/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/99701bddaa4a81df.jpg: 480x640 13 jackets, Done. (0.056s)\n",
      "image 390/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/99bcac442e798aa0.jpg: 480x640 2 sunglassess, Done. (0.057s)\n",
      "image 391/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/99ddb45c4c938257.jpg: 448x640 1 jacket, Done. (0.054s)\n",
      "image 392/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/9ae63683846a8972.jpg: 640x640 1 jacket, Done. (0.075s)\n",
      "image 393/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/9b2ff7bcbcf30b98.jpg: 448x640 2 sunglassess, Done. (0.053s)\n",
      "image 394/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/9d878814999a0c18.jpg: 480x640 2 sunglassess, 1 cowboy_hat, 1 jacket, Done. (0.060s)\n",
      "image 395/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/9db98b740b7b897d.jpg: 448x640 1 jacket, Done. (0.054s)\n",
      "image 396/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/9de1881c059d8111.jpg: 480x640 Done. (0.058s)\n",
      "image 397/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/9de2ddb024f50c2b.jpg: 448x640 1 sunglasses, Done. (0.053s)\n",
      "image 398/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/9e02f6a4b2ac0496.jpg: 640x608 1 sunglasses, Done. (0.075s)\n",
      "image 399/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a0b1a049a1a27fff.jpg: 448x640 1 sunglasses, 2 jackets, Done. (0.053s)\n",
      "image 400/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a0b5dc61ffc50685.jpg: 480x640 2 sunglassess, Done. (0.059s)\n",
      "image 401/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a0e86b642bbd8c3d.jpg: 480x640 2 sunglassess, Done. (0.056s)\n",
      "image 402/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a0f4c41b03ef0631.jpg: 480x640 1 sunglasses, Done. (0.058s)\n",
      "image 403/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a1fc6b2f6a12817d.jpg: 480x640 3 jackets, Done. (0.057s)\n",
      "image 404/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a31b2f57372f8915.jpg: 480x640 1 jacket, Done. (0.059s)\n",
      "image 405/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a471fec99dc860e8.jpg: 640x608 1 cowboy_hat, 1 jacket, Done. (0.076s)\n",
      "image 406/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a587ef157adf08fa.jpg: 640x480 1 jacket, Done. (0.056s)\n",
      "image 407/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a5ee0ff0cfc30c54.jpg: 480x640 1 sunglasses, Done. (0.057s)\n",
      "image 408/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a69b1bb8c4080772.jpg: 640x448 1 jacket, Done. (0.054s)\n",
      "image 409/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a76778d1b9f50bfd.jpg: 448x640 1 sunglasses, Done. (0.055s)\n",
      "image 410/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a7ab4c0933408b02.jpg: 640x448 3 sunglassess, 1 cowboy_hat, Done. (0.053s)\n",
      "image 411/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a7aefd5f3258062c.jpg: 480x640 8 jackets, Done. (0.059s)\n",
      "image 412/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a7d2aab1bded0a29.jpg: 640x640 6 sunglassess, Done. (0.082s)\n",
      "image 413/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/a7ec91345f0b8250.jpg: 448x640 8 sunglassess, Done. (0.061s)\n",
      "image 414/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/aa0237160db70876.jpg: 416x640 2 jackets, Done. (0.057s)\n",
      "image 415/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/aaa2811f26818113.jpg: 480x640 2 sunglassess, Done. (0.067s)\n",
      "image 416/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ab2168006c3f8a0e.jpg: 480x640 Done. (0.063s)\n",
      "image 417/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ab6cb6db9fc684c6.jpg: 640x448 1 jacket, Done. (0.061s)\n",
      "image 418/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/abf04c20b7bc7898.jpg: 640x640 2 boots, Done. (0.090s)\n",
      "image 419/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ac5ff30c5f180011.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.062s)\n",
      "image 420/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/accb425190d60462.jpg: 640x480 2 sunglassess, Done. (0.062s)\n",
      "image 421/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ad116bcf28cf02b4.jpg: 640x480 5 sunglassess, Done. (0.066s)\n",
      "image 422/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ae4568f103d60503.jpg: 576x640 1 cowboy_hat, 1 jacket, Done. (0.084s)\n",
      "image 423/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/aea5848a2be1057a.jpg: 288x640 1 sunglasses, Done. (0.052s)\n",
      "image 424/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/af37a06db6520054.jpg: 640x480 2 jackets, Done. (0.059s)\n",
      "image 425/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/af7d519aba0607d7.jpg: 640x640 1 sunglasses, 1 jacket, Done. (0.080s)\n",
      "image 426/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b011e1aed22b81cd.jpg: 576x640 1 jacket, Done. (0.074s)\n",
      "image 427/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b030f53a6a2c8aaa.jpg: 448x640 1 sunglasses, Done. (0.053s)\n",
      "image 428/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b1a7476d86a38abf.jpg: 480x640 2 jackets, Done. (0.063s)\n",
      "image 429/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b1aab4053c5f04d6.jpg: 448x640 5 sunglassess, Done. (0.054s)\n",
      "image 430/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b1cdf879549d0785.jpg: 480x640 1 sunglasses, 2 jackets, Done. (0.058s)\n",
      "image 431/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b2129d1f68c507b7.jpg: 448x640 1 sunglasses, Done. (0.055s)\n",
      "image 432/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b2552642bde30222.jpg: 448x640 1 sunglasses, Done. (0.055s)\n",
      "image 433/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b2dd7d8a8bce03e7.jpg: 640x480 2 sunglassess, 2 cowboy_hats, Done. (0.059s)\n",
      "image 434/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b2e833926c5a8c1c.jpg: 448x640 1 sunglasses, Done. (0.054s)\n",
      "image 435/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b34fa69a9b048c36.jpg: 640x448 3 jackets, Done. (0.055s)\n",
      "image 436/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b3bdbb884ff380f5.jpg: 640x640 1 sunglasses, Done. (0.083s)\n",
      "image 437/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b3c9f590264f07a7.jpg: 480x640 2 sunglassess, Done. (0.058s)\n",
      "image 438/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b471f82a4b9f8ac6.jpg: 640x448 1 boot, 2 jackets, Done. (0.053s)\n",
      "image 439/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b521be24e72802f4.jpg: 448x640 2 cowboy_hats, 1 jacket, Done. (0.056s)\n",
      "image 440/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b5aa6c32ce8841f5.jpg: 448x640 Done. (0.054s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image 441/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b5d3508b436a05df.jpg: 640x448 4 sunglassess, 2 boots, Done. (0.053s)\n",
      "image 442/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b5e6852e110e013d.jpg: 480x640 1 sunglasses, 1 cowboy_hat, Done. (0.059s)\n",
      "image 443/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b65ff36802f1841c.jpg: 480x640 1 jacket, Done. (0.055s)\n",
      "image 444/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b6694a942be350aa.jpg: 640x640 3 sunglassess, 1 cowboy_hat, Done. (0.079s)\n",
      "image 445/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b6d73b22171c8675.jpg: 640x320 1 sunglasses, 1 cowboy_hat, 1 jacket, Done. (0.056s)\n",
      "image 446/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b733f8a22157b128.jpg: 480x640 Done. (0.059s)\n",
      "image 447/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b742bed9dacf8160.jpg: 640x480 1 jacket, Done. (0.057s)\n",
      "image 448/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b78a9a8f532289a7.jpg: 640x480 1 sunglasses, Done. (0.055s)\n",
      "image 449/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b80107080ee885aa.jpg: 480x640 2 sunglassess, Done. (0.057s)\n",
      "image 450/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b81d0091190806ea.jpg: 608x640 1 jacket, Done. (0.073s)\n",
      "image 451/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b8296a2aa1468c6c.jpg: 448x640 1 sunglasses, 3 jackets, Done. (0.052s)\n",
      "image 452/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b8b64b0b88858b75.jpg: 640x608 1 jacket, Done. (0.075s)\n",
      "image 453/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b8bcafe74aed85e7.jpg: 640x384 1 sunglasses, 1 jacket, Done. (0.048s)\n",
      "image 454/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b8df658052c4043d.jpg: 384x640 1 sunglasses, 1 jacket, Done. (0.045s)\n",
      "image 455/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b9560337171a0396.jpg: 480x640 1 sunglasses, Done. (0.058s)\n",
      "image 456/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/b97f56c6a19204bf.jpg: 448x640 1 sunglasses, Done. (0.056s)\n",
      "image 457/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ba2d222c92a9837a.jpg: 576x640 2 jackets, Done. (0.069s)\n",
      "image 458/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ba30fb9ea4fb8b8d.jpg: 640x448 3 sunglassess, Done. (0.056s)\n",
      "image 459/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ba67d5898ba2875e.jpg: 480x640 9 jackets, Done. (0.057s)\n",
      "image 460/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ba684add7efd8b61.jpg: 640x512 1 jacket, Done. (0.062s)\n",
      "image 461/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ba72d8ce76e78125.jpg: 352x640 1 sunglasses, Done. (0.058s)\n",
      "image 462/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bab35a8dc8fa061d.jpg: 640x640 1 sunglasses, 2 boots, 1 jacket, Done. (0.078s)\n",
      "image 463/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bada176b96f4828d.jpg: 480x640 3 sunglassess, Done. (0.055s)\n",
      "image 464/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bb95a978498806b1.jpg: 448x640 12 sunglassess, Done. (0.084s)\n",
      "image 465/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bbbc9df18b5d04ea.jpg: 448x640 5 jackets, Done. (0.084s)\n",
      "image 466/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bbdbe1ad62c98106.jpg: 448x640 2 jackets, Done. (0.053s)\n",
      "image 467/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bc0cd04ab0298457.jpg: 448x640 4 jackets, Done. (0.052s)\n",
      "image 468/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bc235af16a1bd078.jpg: 640x448 Done. (0.056s)\n",
      "image 469/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bc51586dd89b02a2.jpg: 448x640 1 sunglasses, Done. (0.090s)\n",
      "image 470/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bda4302afe800a21.jpg: 384x640 1 sunglasses, Done. (0.074s)\n",
      "image 471/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bf11ddfaf4af8930.jpg: 448x640 7 sunglassess, 1 cowboy_hat, 1 jacket, Done. (0.071s)\n",
      "image 472/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bf7e1e5d295d860f.jpg: 640x448 1 jacket, Done. (0.055s)\n",
      "image 473/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bf8d0129a5910102.jpg: 448x640 9 sunglassess, 2 boots, Done. (0.057s)\n",
      "image 474/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/bfa0c624bba705b5.jpg: 640x448 1 sunglasses, 1 jacket, Done. (0.060s)\n",
      "image 475/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c03bae87ae750ab4.jpg: 480x640 4 boots, 3 jackets, Done. (0.064s)\n",
      "image 476/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c06558ebeba38c5a.jpg: 480x640 3 sunglassess, 1 jacket, Done. (0.062s)\n",
      "image 477/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c1142f77175a87dc.jpg: 480x640 8 sunglassess, Done. (0.059s)\n",
      "image 478/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c13316d2b6060939.jpg: 448x640 1 sunglasses, Done. (0.058s)\n",
      "image 479/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c230b02c005a0ad8.jpg: 448x640 1 cowboy_hat, Done. (0.058s)\n",
      "image 480/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c28df82719c288b9.jpg: 640x480 1 jacket, Done. (0.063s)\n",
      "image 481/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c30f3bbe462188f9.jpg: 640x640 2 jackets, Done. (0.078s)\n",
      "image 482/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c359eb3f5414a37a.jpg: 384x640 1 cowboy_hat, 2 jackets, Done. (0.055s)\n",
      "image 483/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c364fa1f48ad844b.jpg: 480x640 2 jackets, Done. (0.065s)\n",
      "image 484/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c3c70556b98a8152.jpg: 416x640 1 jacket, Done. (0.064s)\n",
      "image 485/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c3e04d66f764ee9a.jpg: 640x480 1 jacket, Done. (0.063s)\n",
      "image 486/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c4478b7d57358316.jpg: 480x640 1 cowboy_hat, Done. (0.057s)\n",
      "image 487/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c4b233fd5b6f80dd.jpg: 640x448 2 sunglassess, 1 jacket, Done. (0.052s)\n",
      "image 488/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c5de09381ed5a26d.jpg: 448x640 1 sunglasses, 1 cowboy_hat, Done. (0.053s)\n",
      "image 489/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c610058869778c08.jpg: 640x448 1 jacket, Done. (0.052s)\n",
      "image 490/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c62ebf3d5aa400e8.jpg: 640x448 2 sunglassess, 1 cowboy_hat, 1 jacket, Done. (0.053s)\n",
      "image 491/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c6383beb34358324.jpg: 480x640 2 jackets, Done. (0.062s)\n",
      "image 492/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c65a2514c4d01201.jpg: 480x640 1 cowboy_hat, Done. (0.055s)\n",
      "image 493/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c70dbc643575872d.jpg: 480x640 3 sunglassess, 1 jacket, Done. (0.055s)\n",
      "image 494/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c799229230e007ac.jpg: 448x640 2 jackets, Done. (0.054s)\n",
      "image 495/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/c8350dfa2f3b019a.jpg: 640x416 1 sunglasses, Done. (0.050s)\n",
      "image 496/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ca2bdf3811ea07e0.jpg: 480x640 2 sunglassess, Done. (0.061s)\n",
      "image 497/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ca8859735b383258.jpg: 640x640 6 boots, 1 cowboy_hat, 1 jacket, Done. (0.078s)\n",
      "image 498/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/cb33172f709004dc.jpg: 384x640 5 sunglassess, Done. (0.046s)\n",
      "image 499/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/cb7480c560b681a7.jpg: 480x640 2 boots, 1 jacket, Done. (0.062s)\n",
      "image 500/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/cbcb41a15bf485c0.jpg: 640x512 2 sunglassess, 1 jacket, Done. (0.063s)\n",
      "image 501/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/cc26b5d72e9b01af.jpg: 512x640 1 sunglasses, Done. (0.062s)\n",
      "image 502/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/cc5b8fc7a8af0cae.jpg: 448x640 1 sunglasses, Done. (0.053s)\n",
      "image 503/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ccb50e1246c7098e.jpg: 448x640 1 sunglasses, Done. (0.053s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image 504/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/cdabe49719bd803f.jpg: 384x640 1 sunglasses, Done. (0.047s)\n",
      "image 505/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/cdc33c31888801f5.jpg: 640x448 2 sunglassess, 1 jacket, Done. (0.054s)\n",
      "image 506/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ce02bb70a7bf0a12.jpg: 448x640 Done. (0.052s)\n",
      "image 507/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ce044dbab7bc0153.jpg: 480x640 1 sunglasses, Done. (0.056s)\n",
      "image 508/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ce082490338104e9.jpg: 640x640 1 sunglasses, Done. (0.074s)\n",
      "image 509/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ce328326fef61060.jpg: 448x640 1 boot, Done. (0.051s)\n",
      "image 510/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/cf80f81736658149.jpg: 448x640 10 jackets, Done. (0.053s)\n",
      "image 511/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/cfb95ad5ce878737.jpg: 448x640 2 sunglassess, Done. (0.052s)\n",
      "image 512/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d047d520aa6b8abc.jpg: 480x640 3 sunglassess, Done. (0.056s)\n",
      "image 513/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d0933306c8900248.jpg: 416x640 4 jackets, Done. (0.051s)\n",
      "image 514/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d0f97287a9900c20.jpg: 448x640 2 sunglassess, 3 jackets, Done. (0.054s)\n",
      "image 515/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d1f9f2492e5f0080.jpg: 640x448 1 sunglasses, Done. (0.054s)\n",
      "image 516/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d288b6c91bd907e2.jpg: 480x640 1 sunglasses, 1 jacket, Done. (0.056s)\n",
      "image 517/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d30fc87ff98c01c8.jpg: 480x640 2 jackets, Done. (0.066s)\n",
      "image 518/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d3aa9de12621078f.jpg: 640x480 1 sunglasses, Done. (0.056s)\n",
      "image 519/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d4f97d5eaba48725.jpg: 480x640 2 jackets, Done. (0.057s)\n",
      "image 520/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d5159cc97c93c3eb.jpg: 448x640 2 cowboy_hats, Done. (0.053s)\n",
      "image 521/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d5c9f99d091b021c.jpg: 416x640 1 sunglasses, Done. (0.079s)\n",
      "image 522/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d5d10e1c90508745.jpg: 480x640 1 sunglasses, 1 boot, Done. (0.087s)\n",
      "image 523/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d6238041eb080952.jpg: 448x640 2 sunglassess, 1 jacket, Done. (0.053s)\n",
      "image 524/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d7a749d6cb1281a2.jpg: 448x640 1 jacket, Done. (0.051s)\n",
      "image 525/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d82bb87c676f81c1.jpg: 640x448 1 sunglasses, 1 jacket, Done. (0.053s)\n",
      "image 526/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d8561f076903873e.jpg: 640x448 2 boots, 1 jacket, Done. (0.053s)\n",
      "image 527/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d8c8e8657f888cc0.jpg: 448x640 2 jackets, Done. (0.054s)\n",
      "image 528/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d904cf5e38de02ff.jpg: 448x640 1 jacket, Done. (0.052s)\n",
      "image 529/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d9bbcdf655a388eb.jpg: 480x640 2 jackets, Done. (0.057s)\n",
      "image 530/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/d9da35ab581c0c78.jpg: 640x448 4 sunglassess, Done. (0.053s)\n",
      "image 531/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/da60f37d00ca31d8.jpg: 640x384 1 cowboy_hat, Done. (0.046s)\n",
      "image 532/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/da67c74149e68481.jpg: 480x640 1 jacket, Done. (0.056s)\n",
      "image 533/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/da79cf50c7aa0a11.jpg: 448x640 1 belt, 2 sunglassess, Done. (0.053s)\n",
      "image 534/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/daa901f167c4015b.jpg: 384x640 5 jackets, Done. (0.047s)\n",
      "image 535/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/dacd52f83fc98169.jpg: 608x640 4 jackets, Done. (0.075s)\n",
      "image 536/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/db09e0d54e828094.jpg: 448x640 5 jackets, Done. (0.052s)\n",
      "image 537/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/db4689d0e4a1893f.jpg: 480x640 2 jackets, Done. (0.058s)\n",
      "image 538/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/db911ee2041f82b4.jpg: 448x640 1 jacket, Done. (0.055s)\n",
      "image 539/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/dbb88495b11d0507.jpg: 640x640 Done. (0.077s)\n",
      "image 540/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/dbc58971352d860c.jpg: 448x640 2 sunglassess, Done. (0.056s)\n",
      "image 541/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/dbea6de0ddeb8a19.jpg: 448x640 4 sunglassess, 1 cowboy_hat, Done. (0.052s)\n",
      "image 542/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/dd2784aa7fa98a7e.jpg: 448x640 1 sunglasses, Done. (0.053s)\n",
      "image 543/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/dd4cfd6db62a8a98.jpg: 384x640 3 jackets, Done. (0.044s)\n",
      "image 544/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/dd6a02b268b280bc.jpg: 448x640 1 cowboy_hat, Done. (0.053s)\n",
      "image 545/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/de470658804f1297.jpg: 448x640 2 sunglassess, 2 boots, Done. (0.055s)\n",
      "image 546/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e082c2930fb989a3.jpg: 448x640 2 sunglassess, Done. (0.052s)\n",
      "image 547/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e0e0d6e4108b124a.jpg: 480x640 Done. (0.069s)\n",
      "image 548/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e1a785ce5885803f.jpg: 448x640 2 jackets, Done. (0.064s)\n",
      "image 549/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e448125517a58148.jpg: 480x640 2 sunglassess, Done. (0.066s)\n",
      "image 550/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e45b64415f058c46.jpg: 640x448 1 sunglasses, 1 jacket, Done. (0.059s)\n",
      "image 551/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e4acc9392cd801c1.jpg: 640x448 1 jacket, Done. (0.061s)\n",
      "image 552/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e5210cc11f778938.jpg: 448x640 4 jackets, Done. (0.063s)\n",
      "image 553/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e53232f89dda0468.jpg: 448x640 7 sunglassess, Done. (0.062s)\n",
      "image 554/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e540ad5387b882c8.jpg: 640x480 1 jacket, Done. (0.056s)\n",
      "image 555/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e5a7c48c760d0cf4.jpg: 640x640 2 sunglassess, Done. (0.077s)\n",
      "image 556/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e6dfd1c3edab09d2.jpg: 416x640 2 jackets, Done. (0.051s)\n",
      "image 557/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e7162ee762d4d1e6.jpg: 640x640 Done. (0.077s)\n",
      "image 558/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e7e74d2bb0ac8253.jpg: 448x640 10 sunglassess, Done. (0.054s)\n",
      "image 559/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e849b86cd0dbe025.jpg: 448x640 1 boot, 1 cowboy_hat, Done. (0.056s)\n",
      "image 560/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e850a0c2352d01ca.jpg: 480x640 1 sunglasses, 3 jackets, Done. (0.061s)\n",
      "image 561/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e9203df3d2788265.jpg: 480x640 5 jackets, Done. (0.057s)\n",
      "image 562/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e920ed9931bf0bcb.jpg: 640x448 1 sunglasses, Done. (0.053s)\n",
      "image 563/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/e982cb5e71f58c7e.jpg: 448x640 1 jacket, Done. (0.053s)\n",
      "image 564/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ea44b14bc91784a5.jpg: 448x640 7 jackets, Done. (0.068s)\n",
      "image 565/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ea86dbd8e4d5a1f2.jpg: 480x640 8 cowboy_hats, Done. (0.059s)\n",
      "image 566/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/eb252671c6b586cc.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.052s)\n",
      "image 567/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/eb330177dfef06fe.jpg: 448x640 3 jackets, Done. (0.057s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image 568/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/eb3b45182b920a0a.jpg: 640x448 1 jacket, Done. (0.052s)\n",
      "image 569/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/eb6f667c573c81f8.jpg: 448x640 6 jackets, Done. (0.054s)\n",
      "image 570/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ebc9e35899a802d1.jpg: 448x640 1 sunglasses, 1 jacket, Done. (0.053s)\n",
      "image 571/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ec72ec56740eb3a4.jpg: 640x448 1 cowboy_hat, Done. (0.053s)\n",
      "image 572/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ecd04fd513e10b10.jpg: 448x640 4 jackets, Done. (0.056s)\n",
      "image 573/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/edf3ac4d22ae0123.jpg: 448x640 Done. (0.052s)\n",
      "image 574/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ef8715a84afa8be7.jpg: 640x384 1 jacket, Done. (0.049s)\n",
      "image 575/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/efe69f1ca4fcc0a8.jpg: 640x448 1 boot, 1 jacket, Done. (0.055s)\n",
      "image 576/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f05c5c28022307e9.jpg: 640x448 2 sunglassess, 1 jacket, Done. (0.053s)\n",
      "image 577/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f0f10bfd93df840a.jpg: 640x448 1 sunglasses, 1 jacket, Done. (0.053s)\n",
      "image 578/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f159fa1b004a84ea.jpg: 640x448 5 jackets, Done. (0.054s)\n",
      "image 579/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f2195a0c18038933.jpg: 640x640 1 sunglasses, Done. (0.076s)\n",
      "image 580/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f34920f8427db0a1.jpg: 640x512 2 jackets, Done. (0.062s)\n",
      "image 581/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f3af2f1e9261891c.jpg: 640x544 Done. (0.075s)\n",
      "image 582/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f3b426c8466082a3.jpg: 448x640 11 sunglassess, Done. (0.051s)\n",
      "image 583/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f3d9b81097da0040.jpg: 448x640 1 sunglasses, 1 cowboy_hat, 2 jackets, Done. (0.054s)\n",
      "image 584/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f3f79ce83d79859e.jpg: 448x640 4 sunglassess, Done. (0.051s)\n",
      "image 585/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f436e6d7d56105f1.jpg: 640x480 4 jackets, Done. (0.057s)\n",
      "image 586/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f57abf4010e10ccd.jpg: 640x448 1 sunglasses, 4 jackets, Done. (0.052s)\n",
      "image 587/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f641d03de9fa86eb.jpg: 640x448 1 jacket, Done. (0.053s)\n",
      "image 588/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f64bb000c4828677.jpg: 640x448 2 sunglassess, Done. (0.052s)\n",
      "image 589/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f7bf1b19ff2b051c.jpg: 448x640 13 jackets, Done. (0.055s)\n",
      "image 590/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f7e2bc4de4805195.jpg: 640x640 1 sunglasses, 1 boot, 1 cowboy_hat, 1 jacket, Done. (0.077s)\n",
      "image 591/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f7efe1c77c4c0367.jpg: 640x576 1 sunglasses, Done. (0.083s)\n",
      "image 592/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f81e48f92a336378.jpg: 448x640 1 sunglasses, 1 cowboy_hat, Done. (0.056s)\n",
      "image 593/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f81fb00f870d32e4.jpg: 640x448 2 boots, Done. (0.053s)\n",
      "image 594/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f82df73652e70ae3.jpg: 480x640 2 sunglassess, 1 jacket, Done. (0.057s)\n",
      "image 595/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f88e327c304a0c80.jpg: 480x640 6 jackets, Done. (0.059s)\n",
      "image 596/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f9a5462330a804ec.jpg: 448x640 8 jackets, Done. (0.054s)\n",
      "image 597/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/f9c1f15abc498b0c.jpg: 640x448 Done. (0.054s)\n",
      "image 598/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fa2eba455a8b3377.jpg: 448x640 1 belt, 1 cowboy_hat, Done. (0.053s)\n",
      "image 599/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fa4007d1522c3305.jpg: 640x576 1 sunglasses, 2 cowboy_hats, Done. (0.068s)\n",
      "image 600/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/faa5d000b8c60a06.jpg: 448x640 1 jacket, Done. (0.055s)\n",
      "image 601/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fab04a1afcd5090a.jpg: 640x448 1 sunglasses, 1 cowboy_hat, Done. (0.053s)\n",
      "image 602/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fb675aa6ce3188bd.jpg: 640x448 1 jacket, Done. (0.060s)\n",
      "image 603/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fb876f14b96f08aa.jpg: 448x640 3 sunglassess, 1 jacket, Done. (0.053s)\n",
      "image 604/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fb8fd141c92b8cc6.jpg: 640x480 2 sunglassess, 6 boots, Done. (0.060s)\n",
      "image 605/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fbcc2a3aefa888f5.jpg: 448x640 7 sunglassess, Done. (0.054s)\n",
      "image 606/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fc31d9c9e77408c4.jpg: 512x640 2 jackets, Done. (0.061s)\n",
      "image 607/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fc539db0ce9104ad.jpg: 640x448 3 sunglassess, Done. (0.054s)\n",
      "image 608/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fdb97a1c18ba8139.jpg: 480x640 2 sunglassess, Done. (0.058s)\n",
      "image 609/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fe1d02dee66604cc.jpg: 448x640 1 jacket, Done. (0.056s)\n",
      "image 610/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/feac4ada43318970.jpg: 416x640 5 jackets, Done. (0.053s)\n",
      "image 611/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/fee684cb8cb7857a.jpg: 640x608 3 sunglassess, 1 cowboy_hat, Done. (0.070s)\n",
      "image 612/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ffd9d5d209b49350.jpg: 384x640 1 sunglasses, Done. (0.048s)\n",
      "image 613/613 /home/zyp/w/d2l/detect_outfits/data/yolo2/valid/images/ffee48c095a1028f.jpg: 480x640 1 sunglasses, 5 jackets, Done. (0.061s)\n",
      "Speed: 0.4ms pre-process, 60.0ms inference, 0.4ms NMS per image at shape (1, 3, 640, 640)\n",
      "Results saved to \u001b[1m/home/zyp/w/d2l/detect_outfits/log/bln_epochs60/0.05-exp\u001b[0m\n",
      "591 labels saved to /home/zyp/w/d2l/detect_outfits/log/bln_epochs60/0.05-exp/labels\n"
     ]
    }
   ],
   "source": [
    "!python ~/w/github/yolov5/detect.py --weight ~/w/d2l/detect_outfits/log/bln_epochs{epochs}/weights/last.pt \\\n",
    "                               --source ~/w/d2l/detect_outfits/data/yolo2/valid/images \\\n",
    "                               --name ~/w/d2l/detect_outfits/log/bln_epochs{epochs}/{conf_thres_val}-exp \\\n",
    "                               --save-txt --save-conf --iou-thres 0.5 --conf-thres {conf_thres_val} --img 640 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "397626f2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-08T06:48:05.797156Z",
     "start_time": "2022-06-08T06:48:05.766051Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/zyp/w/d2l/detect_outfits/log/bln_epochs60/0.05-exp\n",
      "1593\n"
     ]
    }
   ],
   "source": [
    "exp_dir = p_dir + f'/log/bln_epochs{epochs}/{conf_thres_val}-exp'\n",
    "os.makedirs(exp_dir, exist_ok=True)\n",
    "print(exp_dir)\n",
    "\n",
    "no_detect = []\n",
    "\n",
    "def yolo_to_cc():\n",
    "    results = []\n",
    "    for img in valid_imgs.reset_index().to_numpy():\n",
    "        img_id = img[0]\n",
    "        img_name = img[1].split('.')[0]\n",
    "        img_w = img[2]\n",
    "        img_h = img[3]\n",
    "        \n",
    "        ann_file = f'{exp_dir}/labels/{img_name}.txt'\n",
    "\n",
    "        if not os.path.exists(ann_file):\n",
    "            no_detect.append([img_id, f'{img_name}.jpg'])\n",
    "            continue\n",
    "        with open(ann_file) as f:\n",
    "            lines = f.readlines()\n",
    "            for line in lines:\n",
    "                \n",
    "                predicts = line.strip('\\n').split(' ')\n",
    "                cat_id = int(predicts[0])\n",
    "                bbox = list(map(float, predicts[1:-1]))\n",
    "                score = float(predicts[-1])\n",
    "                bbox = yolo2cc_bbox(img_w, img_h, bbox)\n",
    "                pred = {'image_id': img_id,\n",
    "                        'category_id': re_cat_id_map[cat_id],\n",
    "                        'bbox': bbox,\n",
    "                        'score': score}\n",
    "                results.append(pred)\n",
    "    return results\n",
    "\n",
    "cc_ann_pre = yolo_to_cc()\n",
    "print(len(cc_ann_pre))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "5892d97b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-08T06:48:05.837863Z",
     "start_time": "2022-06-08T06:48:05.798079Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/zyp/w/d2l/detect_outfits/log/bln_epochs60/0.05-exp/answer.json\n"
     ]
    }
   ],
   "source": [
    "answer_file = exp_dir +'/answer.json'\n",
    "with open(answer_file, 'w') as f:\n",
    "    json.dump(cc_ann_pre, f)\n",
    "print(answer_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "3a5e7573",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-08T06:48:05.841824Z",
     "start_time": "2022-06-08T06:48:05.839006Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(no_detect)"
   ]
  }
 ],
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  "kernelspec": {
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