123. Image classification YOLO.ipynb

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          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting segmentation-models\n",
            "  Downloading segmentation_models-1.0.1-py3-none-any.whl (33 kB)\n",
            "Collecting keras-applications<=1.0.8,>=1.0.7\n",
            "  Downloading Keras_Applications-1.0.8-py3-none-any.whl (50 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.7/50.7 KB\u001b[0m \u001b[31m2.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting image-classifiers==1.0.0\n",
            "  Downloading image_classifiers-1.0.0-py3-none-any.whl (19 kB)\n",
            "Collecting efficientnet==1.0.0\n",
            "  Downloading efficientnet-1.0.0-py3-none-any.whl (17 kB)\n",
            "Requirement already satisfied: scikit-image in /usr/local/lib/python3.8/dist-packages (from efficientnet==1.0.0->segmentation-models) (0.18.3)\n",
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            "Installing collected packages: keras-applications, image-classifiers, efficientnet, segmentation-models\n",
            "Successfully installed efficientnet-1.0.0 image-classifiers-1.0.0 keras-applications-1.0.8 segmentation-models-1.0.1\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.8/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.12,>=2.11->tensorflow) (1.3.1)\n",
            "Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.8/dist-packages (from markdown>=2.6.8->tensorboard<2.12,>=2.11->tensorflow) (6.0.0)\n",
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            "Requirement already satisfied: chardet<5,>=3.0.2 in /usr/local/lib/python3.8/dist-packages (from requests<3,>=2.21.0->tensorboard<2.12,>=2.11->tensorflow) (4.0.0)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests<3,>=2.21.0->tensorboard<2.12,>=2.11->tensorflow) (2.10)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.8/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<2.12,>=2.11->tensorflow) (3.14.0)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.8/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.12,>=2.11->tensorflow) (0.4.8)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.8/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.12,>=2.11->tensorflow) (3.2.2)\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: gdown in /usr/local/lib/python3.8/dist-packages (4.4.0)\n",
            "Collecting gdown\n",
            "  Downloading gdown-4.6.4-py3-none-any.whl (14 kB)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.8/dist-packages (from gdown) (1.15.0)\n",
            "Requirement already satisfied: requests[socks] in /usr/local/lib/python3.8/dist-packages (from gdown) (2.25.1)\n",
            "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.8/dist-packages (from gdown) (4.6.3)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.8/dist-packages (from gdown) (3.9.0)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.8/dist-packages (from gdown) (4.64.1)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests[socks]->gdown) (2.10)\n",
            "Requirement already satisfied: chardet<5,>=3.0.2 in /usr/local/lib/python3.8/dist-packages (from requests[socks]->gdown) (4.0.0)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.8/dist-packages (from requests[socks]->gdown) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests[socks]->gdown) (2022.12.7)\n",
            "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.8/dist-packages (from requests[socks]->gdown) (1.7.1)\n",
            "Installing collected packages: gdown\n",
            "  Attempting uninstall: gdown\n",
            "    Found existing installation: gdown 4.4.0\n",
            "    Uninstalling gdown-4.4.0:\n",
            "      Successfully uninstalled gdown-4.4.0\n",
            "Successfully installed gdown-4.6.4\n",
            "/usr/local/lib/python3.8/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n",
            "  warnings.warn(\n",
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1tGdUa2M56hJ0Fl5csgWH4MzqrWO-0Pax\n",
            "To: /content/dataset.zip\n",
            "100% 156M/156M [00:05<00:00, 27.0MB/s]\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting patool\n",
            "  Downloading patool-1.12-py2.py3-none-any.whl (77 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.5/77.5 KB\u001b[0m \u001b[31m8.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: patool\n",
            "Successfully installed patool-1.12\n",
            "patool: Extracting dataset.zip ...\n",
            "patool: running /usr/bin/7z x -o./Unpack_5l6hc104 -- dataset.zip\n",
            "patool: ... dataset.zip extracted to `dataset'.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'dataset'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 1
        }
      ],
      "source": [
        "!pip install segmentation-models\n",
        "!pip install tensorflow\n",
        "!pip install --upgrade --no-cache-dir gdown\n",
        "!gdown --id 1tGdUa2M56hJ0Fl5csgWH4MzqrWO-0Pax\n",
        "\n",
        "!pip install patool\n",
        "import patoolib\n",
        "patoolib.extract_archive('dataset.zip')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/ultralytics/yolov5  # clone\n",
        "%cd yolov5\n",
        "%pip install -qr requirements.txt  # install\n",
        "\n",
        "import torch\n",
        "import utils\n",
        "display = utils.notebook_init()  # checks"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kI01pSNUmqFh",
        "outputId": "925067d9-888f-453d-eb88-d6db4488dbf5"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "YOLOv5 🚀 v7.0-114-g3c0a6e6 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15102MiB)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Setup complete ✅ (2 CPUs, 12.7 GB RAM, 26.2/78.2 GB disk)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from utils.downloads import attempt_download\n",
        "\n",
        "p5 = ['n', 's', 'm', 'l', 'x']  # P5 models\n",
        "cls = [f'{x}-cls' for x in p5]  # classification models\n",
        "\n",
        "for x in cls:\n",
        "    attempt_download(f'weights/yolov5{x}.pt')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351,
          "referenced_widgets": [
            "b8946cbaa31a4453a0409f8fefb430a1",
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            "9100fa5609fc427695847a24a982889b",
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            "58176973722d4d4093f803b047efef96",
            "f48bce412f43473882bea4d79e3dc7db",
            "2daeb7e42bf04ccd813eb57fe1b28582",
            "9e8f8b54f6d844c39e2a0c2e8050e6be",
            "ef3190324b3f457098c1f618b7472ebe",
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            "40fdab0826554659820f2d0d93bae10f",
            "f346af4bbedd465eaecff00b3277cf23",
            "f5d1598d5a0c4d0c9f35beae0ee95e24",
            "1eef6e9373dc4cb2bbcf6f1377d513bf",
            "b4494c88c6fb46bb8e09531c1783961c",
            "ba8af4d89660472c98e596b1e5a437f6",
            "b9abf185a7524db18e70472d83a3f555",
            "9f4f2f838fde4b7c9406bd4effb411e2",
            "e6bb119e52b44511b6d1f850ba3e784b",
            "777c1b02ca0e48a6be27a88324bfa0cb",
            "5dc4d3b271744b45a89e28a744f9ac9f",
            "b17c0b0e190941a284a1014e8d23114e",
            "c5e00f406d5e465dbb71f5a5ff22fe8a",
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            "1e927f426b3d4600ba5bf50c1b73ef99",
            "99f9f756b3fa4c4faed93043ed3a0c53",
            "d217dcda9eba480cb9d34a4a10b4766b",
            "0c191de193294ee09dcbf9be34e052f7",
            "eb79941fa6174401bd2ccabfffcc3cae",
            "8cc40c20aaa7475aa4a0cf3313396389",
            "6b7ba811cc704e83a5654ffe343d6f20",
            "4cd3adc31fdf4960b61ee17ad4664ce5",
            "1071b7c8f0da4df9a6cdad297b9add55",
            "b9430e73a53b4c3e9ee40064890045f1",
            "7f69414cd5474fb382ebb6826b2e0603",
            "239334850fd64d6cabb7fc312981d6bf",
            "4cb56e469f604bd6836b0845b4aa65c3",
            "9655c9b1d0cc4a7381448cd5ecfbec0c"
          ]
        },
        "id": "lplH8Pq38_fN",
        "outputId": "53217b25-bb8b-4fa9-c8de-79fb1a17585d"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5n-cls.pt to weights/yolov5n-cls.pt...\n"
          ]
        },
        {
          "output_type": "display_data",
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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              "model_id": "b8946cbaa31a4453a0409f8fefb430a1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5s-cls.pt to weights/yolov5s-cls.pt...\n"
          ]
        },
        {
          "output_type": "display_data",
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            "application/vnd.jupyter.widget-view+json": {
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5m-cls.pt to weights/yolov5m-cls.pt...\n"
          ]
        },
        {
          "output_type": "display_data",
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            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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              "model_id": "2daeb7e42bf04ccd813eb57fe1b28582"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5l-cls.pt to weights/yolov5l-cls.pt...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9f4f2f838fde4b7c9406bd4effb411e2"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5x-cls.pt to weights/yolov5x-cls.pt...\n"
          ]
        },
        {
          "output_type": "display_data",
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            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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              "model_id": "0c191de193294ee09dcbf9be34e052f7"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd ../yolov5\n",
        "!python classify/train.py --model yolov5s-cls.pt --data /content/dataset --epochs 100 --img 128 --pretrained weights/yolov5s-cls.pt"
      ],
      "metadata": {
        "id": "QiMyjHoxm1ut"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%cd ../yolov5\n",
        "!python classify/train.py --model yolov5l-cls.pt --data /content/dataset --epochs 100 --img 128 --pretrained weights/yolov5s-cls.pt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T1DPrkYvIWVD",
        "outputId": "e6a1bcb7-e802-47df-bfe0-5c9dedb0d2dd"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/yolov5\n",
            "\u001b[34m\u001b[1mclassify/train: \u001b[0mmodel=yolov5l-cls.pt, data=/content/dataset, epochs=100, batch_size=64, imgsz=128, nosave=False, cache=None, device=, workers=8, project=runs/train-cls, name=exp, exist_ok=False, pretrained=weights/yolov5s-cls.pt, optimizer=Adam, lr0=0.001, decay=5e-05, label_smoothing=0.1, cutoff=None, dropout=None, verbose=False, seed=0, local_rank=-1\n",
            "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n",
            "YOLOv5 🚀 v7.0-114-g3c0a6e6 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15102MiB)\n",
            "\n",
            "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/train-cls', view at http://localhost:6006/\n",
            "2023-02-27 15:50:37.620285: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA\n",
            "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-02-27 15:50:38.884799: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:/usr/local/lib/python3.8/dist-packages/cv2/../../lib64:/usr/lib64-nvidia\n",
            "2023-02-27 15:50:38.884931: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:/usr/local/lib/python3.8/dist-packages/cv2/../../lib64:/usr/lib64-nvidia\n",
            "2023-02-27 15:50:38.884956: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n",
            "\u001b[34m\u001b[1malbumentations: \u001b[0mRandomResizedCrop(p=1.0, height=128, width=128, scale=(0.08, 1.0), ratio=(0.75, 1.3333333333333333), interpolation=1), HorizontalFlip(p=0.5), ColorJitter(p=0.5, brightness=[0.6, 1.4], contrast=[0.6, 1.4], saturation=[0.6, 1.4], hue=[0, 0]), Normalize(p=1.0, mean=(0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225), max_pixel_value=255.0), ToTensorV2(always_apply=True, p=1.0, transpose_mask=False)\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5l-cls.pt to yolov5l-cls.pt...\n",
            "100% 50.9M/50.9M [00:00<00:00, 140MB/s]\n",
            "\n",
            "Model summary: 275 layers, 25276804 parameters, 25276804 gradients, 68.8 GFLOPs\n",
            "\u001b[34m\u001b[1moptimizer:\u001b[0m Adam(lr=0.001) with parameter groups 60 weight(decay=0.0), 61 weight(decay=5e-05), 61 bias\n",
            "Image sizes 128 train, 128 test\n",
            "Using 1 dataloader workers\n",
            "Logging results to \u001b[1mruns/train-cls/exp\u001b[0m\n",
            "Starting yolov5l-cls.pt training on /content/dataset dataset with 4 classes for 100 epochs...\n",
            "\n",
            "     Epoch   GPU_mem  train_loss   test_loss    top1_acc    top5_acc\n",
            "     1/100      1.5G        1.27        3.32       0.314           1: 100% 72/72 [00:22<00:00,  3.19it/s]\n",
            "     2/100     1.74G        1.21        1.38       0.469           1: 100% 72/72 [00:20<00:00,  3.55it/s]\n",
            "     3/100     1.74G        1.17        1.77       0.339           1: 100% 72/72 [00:21<00:00,  3.34it/s]\n",
            "     4/100     1.74G        1.16        1.29       0.481           1: 100% 72/72 [00:21<00:00,  3.32it/s]\n",
            "     5/100     1.74G         1.1        1.52       0.407           1: 100% 72/72 [00:21<00:00,  3.42it/s]\n",
            "     6/100     1.74G         1.1        4.25       0.309           1: 100% 72/72 [00:21<00:00,  3.32it/s]\n",
            "     7/100     1.74G        1.05        1.68       0.391           1: 100% 72/72 [00:21<00:00,  3.39it/s]\n",
            "     8/100     1.74G        1.03        1.25       0.511           1: 100% 72/72 [00:20<00:00,  3.52it/s]\n",
            "     9/100     1.74G        1.02        1.32       0.529           1: 100% 72/72 [00:21<00:00,  3.30it/s]\n",
            "    10/100     1.74G       0.994        1.05       0.674           1: 100% 72/72 [00:20<00:00,  3.45it/s]\n",
            "    11/100     1.74G       0.947        1.03        0.62           1: 100% 72/72 [00:20<00:00,  3.43it/s]\n",
            "    12/100     1.74G       0.891        1.11       0.589           1: 100% 72/72 [00:22<00:00,  3.27it/s]\n",
            "    13/100     1.74G       0.863        2.48       0.353           1: 100% 72/72 [00:20<00:00,  3.48it/s]\n",
            "    14/100     1.74G       0.833        1.53       0.474           1: 100% 72/72 [00:21<00:00,  3.36it/s]\n",
            "    15/100     1.74G       0.798       0.879       0.744           1: 100% 72/72 [00:21<00:00,  3.31it/s]\n",
            "    16/100     1.74G       0.791        1.14       0.611           1: 100% 72/72 [00:20<00:00,  3.51it/s]\n",
            "    17/100     1.74G       0.779       0.652       0.847           1: 100% 72/72 [00:21<00:00,  3.30it/s]\n",
            "    18/100     1.74G       0.759       0.745       0.792           1: 100% 72/72 [00:21<00:00,  3.35it/s]\n",
            "    19/100     1.74G       0.754       0.809       0.784           1: 100% 72/72 [00:20<00:00,  3.50it/s]\n",
            "    20/100     1.74G        0.73       0.805       0.754           1: 100% 72/72 [00:21<00:00,  3.29it/s]\n",
            "    21/100     1.74G       0.725       0.817       0.764           1: 100% 72/72 [00:21<00:00,  3.41it/s]\n",
            "    22/100     1.74G       0.718        1.12       0.619           1: 100% 72/72 [00:20<00:00,  3.44it/s]\n",
            "    23/100     1.74G       0.706       0.674       0.841           1: 100% 72/72 [00:21<00:00,  3.31it/s]\n",
            "    24/100     1.74G       0.684       0.768       0.835           1: 100% 72/72 [00:20<00:00,  3.51it/s]\n",
            "    25/100     1.74G       0.692       0.777       0.756           1: 100% 72/72 [00:22<00:00,  3.25it/s]\n",
            "    26/100     1.74G       0.674       0.723       0.824           1: 100% 72/72 [00:22<00:00,  3.26it/s]\n",
            "    27/100     1.74G       0.672        0.58        0.89           1: 100% 72/72 [00:20<00:00,  3.44it/s]\n",
            "    28/100     1.74G       0.663       0.641       0.862           1: 100% 72/72 [00:21<00:00,  3.29it/s]\n",
            "    29/100     1.74G       0.651       0.585       0.874           1: 100% 72/72 [00:21<00:00,  3.28it/s]\n",
            "    30/100     1.74G       0.661       0.781       0.779           1: 100% 72/72 [00:20<00:00,  3.49it/s]\n",
            "    31/100     1.74G        0.67       0.699       0.831           1: 100% 72/72 [00:21<00:00,  3.28it/s]\n",
            "    32/100     1.74G       0.636       0.635       0.859           1: 100% 72/72 [00:21<00:00,  3.39it/s]\n",
            "    33/100     1.74G       0.648       0.789       0.763           1: 100% 72/72 [00:20<00:00,  3.47it/s]\n",
            "    34/100     1.74G       0.628       0.723       0.814           1: 100% 72/72 [00:21<00:00,  3.30it/s]\n",
            "    35/100     1.74G       0.637       0.621        0.86           1: 100% 72/72 [00:20<00:00,  3.46it/s]\n",
            "    36/100     1.74G       0.634        1.08       0.657           1: 100% 72/72 [00:21<00:00,  3.36it/s]\n",
            "    37/100     1.74G       0.619       0.799        0.78           1: 100% 72/72 [00:21<00:00,  3.28it/s]\n",
            "    38/100     1.74G       0.618       0.649        0.85           1: 100% 72/72 [00:20<00:00,  3.46it/s]\n",
            "    39/100     1.74G       0.625       0.747       0.774           1: 100% 72/72 [00:22<00:00,  3.27it/s]\n",
            "    40/100     1.74G        0.62       0.647        0.85           1: 100% 72/72 [00:22<00:00,  3.25it/s]\n",
            "    41/100     1.74G        0.61       0.529       0.918           1: 100% 72/72 [00:20<00:00,  3.48it/s]\n",
            "    42/100     1.74G       0.615       0.558       0.899           1: 100% 72/72 [00:21<00:00,  3.29it/s]\n",
            "    43/100     1.74G       0.607       0.522       0.915           1: 100% 72/72 [00:21<00:00,  3.28it/s]\n",
            "    44/100     1.74G       0.599       0.509       0.924           1: 100% 72/72 [00:20<00:00,  3.48it/s]\n",
            "    45/100     1.74G       0.605       0.533       0.908           1: 100% 72/72 [00:22<00:00,  3.26it/s]\n",
            "    46/100     1.74G       0.596       0.531       0.919           1: 100% 72/72 [00:21<00:00,  3.28it/s]\n",
            "    47/100     1.74G       0.578       0.534       0.913           1: 100% 72/72 [00:21<00:00,  3.28it/s]\n",
            "    48/100     1.74G       0.596        0.56       0.905           1: 100% 72/72 [00:24<00:00,  2.95it/s]\n",
            "    49/100     1.74G       0.588        0.62       0.847           1: 100% 72/72 [00:22<00:00,  3.24it/s]\n",
            "    50/100     1.74G       0.591       0.611       0.875           1: 100% 72/72 [00:21<00:00,  3.42it/s]\n",
            "    51/100     1.74G        0.59       0.717       0.823           1: 100% 72/72 [00:21<00:00,  3.28it/s]\n",
            "    52/100     1.74G       0.575       0.578       0.881           1: 100% 72/72 [00:22<00:00,  3.20it/s]\n",
            "    53/100     1.74G       0.576       0.555       0.898           1: 100% 72/72 [00:21<00:00,  3.42it/s]\n",
            "    54/100     1.74G       0.572       0.536       0.907           1: 100% 72/72 [00:21<00:00,  3.32it/s]\n",
            "    55/100     1.74G       0.581       0.564       0.892           1: 100% 72/72 [00:22<00:00,  3.25it/s]\n",
            "    56/100     1.74G       0.565        0.54       0.904           1: 100% 72/72 [00:20<00:00,  3.44it/s]\n",
            "    57/100     1.74G       0.563       0.483       0.937           1: 100% 72/72 [00:22<00:00,  3.27it/s]\n",
            "    58/100     1.74G       0.551       0.502       0.931           1: 100% 72/72 [00:21<00:00,  3.32it/s]\n",
            "    59/100     1.74G       0.558       0.497       0.931           1: 100% 72/72 [00:20<00:00,  3.51it/s]\n",
            "    60/100     1.74G       0.562       0.483       0.943           1: 100% 72/72 [00:21<00:00,  3.28it/s]\n",
            "    61/100     1.74G        0.55       0.535       0.914           1: 100% 72/72 [00:21<00:00,  3.30it/s]\n",
            "    62/100     1.74G       0.558       0.505       0.922           1: 100% 72/72 [00:21<00:00,  3.37it/s]\n",
            "    63/100     1.74G       0.566       0.484       0.939           1: 100% 72/72 [00:22<00:00,  3.18it/s]\n",
            "    64/100     1.74G       0.545       0.461       0.951           1: 100% 72/72 [00:22<00:00,  3.23it/s]\n",
            "    65/100     1.74G       0.541       0.489       0.936           1: 100% 72/72 [00:20<00:00,  3.45it/s]\n",
            "    66/100     1.74G       0.536       0.494        0.93           1: 100% 72/72 [00:22<00:00,  3.20it/s]\n",
            "    67/100     1.74G       0.541       0.462       0.941           1: 100% 72/72 [00:22<00:00,  3.20it/s]\n",
            "    68/100     1.74G       0.543       0.475       0.944           1: 100% 72/72 [00:21<00:00,  3.41it/s]\n",
            "    69/100     1.74G       0.529       0.469       0.952           1: 100% 72/72 [00:22<00:00,  3.18it/s]\n",
            "    70/100     1.74G       0.531       0.455       0.949           1: 100% 72/72 [00:22<00:00,  3.21it/s]\n",
            "    71/100     1.74G        0.53        0.45        0.95           1: 100% 72/72 [00:21<00:00,  3.36it/s]\n",
            "    72/100     1.74G       0.519       0.459       0.946           1: 100% 72/72 [00:22<00:00,  3.23it/s]\n",
            "    73/100     1.74G       0.531       0.461        0.95           1: 100% 72/72 [00:22<00:00,  3.19it/s]\n",
            "    74/100     1.74G       0.537        0.49        0.93           1: 100% 72/72 [00:21<00:00,  3.36it/s]\n",
            "    75/100     1.74G       0.525       0.466       0.944           1: 100% 72/72 [00:22<00:00,  3.25it/s]\n",
            "    76/100     1.74G       0.533       0.457        0.95           1: 100% 72/72 [00:22<00:00,  3.17it/s]\n",
            "    77/100     1.74G       0.506       0.464       0.947           1: 100% 72/72 [00:21<00:00,  3.29it/s]\n",
            "    78/100     1.74G       0.509       0.451       0.953           1: 100% 72/72 [00:21<00:00,  3.36it/s]\n",
            "    79/100     1.74G       0.516       0.454       0.952           1: 100% 72/72 [00:22<00:00,  3.23it/s]\n",
            "    80/100     1.74G       0.513        0.46        0.95           1: 100% 72/72 [00:21<00:00,  3.35it/s]\n",
            "    81/100     1.74G         0.5       0.437       0.957           1: 100% 72/72 [00:21<00:00,  3.29it/s]\n",
            "    82/100     1.74G       0.517       0.427       0.966           1: 100% 72/72 [00:22<00:00,  3.20it/s]\n",
            "    83/100     1.74G       0.516       0.445       0.965           1: 100% 72/72 [00:21<00:00,  3.29it/s]\n",
            "    84/100     1.74G       0.493       0.436        0.96           1: 100% 72/72 [00:21<00:00,  3.35it/s]\n",
            "    85/100     1.74G       0.505       0.438       0.957           1: 100% 72/72 [00:22<00:00,  3.21it/s]\n",
            "    86/100     1.74G       0.497       0.434       0.962           1: 100% 72/72 [00:21<00:00,  3.37it/s]\n",
            "    87/100     1.74G       0.499        0.44       0.959           1: 100% 72/72 [00:21<00:00,  3.34it/s]\n",
            "    88/100     1.74G       0.492       0.439       0.957           1: 100% 72/72 [00:21<00:00,  3.30it/s]\n",
            "    89/100     1.74G       0.494       0.425       0.961           1: 100% 72/72 [00:20<00:00,  3.45it/s]\n",
            "    90/100     1.74G       0.484       0.436       0.961           1: 100% 72/72 [00:22<00:00,  3.25it/s]\n",
            "    91/100     1.74G       0.487       0.425       0.965           1: 100% 72/72 [00:22<00:00,  3.20it/s]\n",
            "    92/100     1.74G       0.485       0.428       0.969           1: 100% 72/72 [00:21<00:00,  3.39it/s]\n",
            "    93/100     1.74G       0.488       0.426       0.964           1: 100% 72/72 [00:21<00:00,  3.31it/s]\n",
            "    94/100     1.74G       0.488       0.428        0.96           1: 100% 72/72 [00:22<00:00,  3.21it/s]\n",
            "    95/100     1.74G       0.478       0.425       0.965           1: 100% 72/72 [00:20<00:00,  3.44it/s]\n",
            "    96/100     1.74G       0.479       0.432       0.968           1: 100% 72/72 [00:21<00:00,  3.29it/s]\n",
            "    97/100     1.74G       0.463       0.423       0.969           1: 100% 72/72 [00:22<00:00,  3.24it/s]\n",
            "    98/100     1.74G       0.479       0.426       0.969           1: 100% 72/72 [00:20<00:00,  3.47it/s]\n",
            "    99/100     1.74G       0.473       0.425       0.968           1: 100% 72/72 [00:21<00:00,  3.28it/s]\n",
            "   100/100     1.74G       0.466       0.421       0.973           1: 100% 72/72 [00:22<00:00,  3.27it/s]\n",
            "\n",
            "Training complete (0.612 hours)\n",
            "Results saved to \u001b[1mruns/train-cls/exp\u001b[0m\n",
            "Predict:         python classify/predict.py --weights runs/train-cls/exp/weights/best.pt --source im.jpg\n",
            "Validate:        python classify/val.py --weights runs/train-cls/exp/weights/best.pt --data /content/dataset\n",
            "Export:          python export.py --weights runs/train-cls/exp/weights/best.pt --include onnx\n",
            "PyTorch Hub:     model = torch.hub.load('ultralytics/yolov5', 'custom', 'runs/train-cls/exp/weights/best.pt')\n",
            "Visualize:       https://netron.app\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python classify/val.py --weights runs/train-cls/exp/weights/best.pt --data /content/dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CBcYKDT07ZeT",
        "outputId": "82d4e060-72dd-4052-8e3c-58e644776bb7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mclassify/val: \u001b[0mdata=/content/dataset, weights=['runs/train-cls/exp/weights/best.pt'], batch_size=128, imgsz=224, device=, workers=8, verbose=True, project=runs/val-cls, name=exp, exist_ok=False, half=False, dnn=False\n",
            "YOLOv5 🚀 v7.0-100-g4d28fec Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\n",
            "Fusing layers... \n",
            "Model summary: 215 layers, 25260100 parameters, 0 gradients, 68.3 GFLOPs\n",
            "testing: 100% 11/11 [00:05<00:00,  2.17it/s]\n",
            "                   Class      Images    top1_acc    top5_acc\n",
            "                     all        1311       0.952           1\n",
            "                  glioma         300        0.97           1\n",
            "              meningioma         306       0.899           1\n",
            "                 notumor         405       0.993           1\n",
            "               pituitary         300       0.933           1\n",
            "Speed: 0.1ms pre-process, 1.1ms inference, 0.0ms post-process per image at shape (1, 3, 224, 224)\n",
            "Results saved to \u001b[1mruns/val-cls/exp\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python classify/predict.py --weights runs/train-cls/exp/weights/best.pt --source /content/a.jpg"
      ],
      "metadata": {
        "id": "QSR-jmppoWZW",
        "outputId": "06a4d60e-f7d7-448a-8d96-d6362882be0a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mclassify/predict: \u001b[0mweights=['runs/train-cls/exp/weights/best.pt'], source=/content/a.jpg, data=data/coco128.yaml, imgsz=[224, 224], device=, view_img=False, save_txt=False, nosave=False, augment=False, visualize=False, update=False, project=runs/predict-cls, name=exp, exist_ok=False, half=False, dnn=False, vid_stride=1\n",
            "YOLOv5 🚀 v7.0-114-g3c0a6e6 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15102MiB)\n",
            "\n",
            "Fusing layers... \n",
            "Model summary: 215 layers, 25260100 parameters, 0 gradients, 68.3 GFLOPs\n",
            "image 1/1 /content/a.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 10.7ms\n",
            "Speed: 0.3ms pre-process, 10.7ms inference, 0.2ms NMS per image at shape (1, 3, 224, 224)\n",
            "Results saved to \u001b[1mruns/predict-cls/exp\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"+++++++++++++++++++++           Glioma                   ++++++++++++++++++++++++++++++++++\")\n",
        "!python classify/predict.py --weights runs/train-cls/exp/weights/best.pt --source /content/dataset/test/glioma\n",
        "print(\"+++++++++++++++++++++           Meningioma               ++++++++++++++++++++++++++++++++++\")\n",
        "!python classify/predict.py --weights runs/train-cls/exp/weights/best.pt --source /content/dataset/test/meningioma\n",
        "print(\"+++++++++++++++++++++           Notumor                  ++++++++++++++++++++++++++++++++++\")\n",
        "!python classify/predict.py --weights runs/train-cls/exp/weights/best.pt --source /content/dataset/test/notumor\n",
        "print(\"+++++++++++++++++++++           Pituitary                ++++++++++++++++++++++++++++++++++\")\n",
        "!python classify/predict.py --weights runs/train-cls/exp/weights/best.pt --source /content/dataset/test/pituitary"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5ls9iY8lGbZN",
        "outputId": "33ede182-e8a8-47cf-a2ca-83e42645b97e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+++++++++++++++++++++           Glioma                   ++++++++++++++++++++++++++++++++++\n",
            "\u001b[34m\u001b[1mclassify/predict: \u001b[0mweights=['runs/train-cls/exp/weights/best.pt'], source=/content/dataset/test/glioma, data=data/coco128.yaml, imgsz=[224, 224], device=, view_img=False, save_txt=False, nosave=False, augment=False, visualize=False, update=False, project=runs/predict-cls, name=exp, exist_ok=False, half=False, dnn=False, vid_stride=1\n",
            "YOLOv5 🚀 v7.0-100-g4d28fec Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\n",
            "Fusing layers... \n",
            "Model summary: 215 layers, 25260100 parameters, 0 gradients, 68.3 GFLOPs\n",
            "image 1/300 /content/dataset/test/glioma/Te-glTr_0000.jpg: 224x224 glioma 0.95, meningioma 0.03, notumor 0.01, pituitary 0.01, 9.8ms\n",
            "image 2/300 /content/dataset/test/glioma/Te-glTr_0001.jpg: 224x224 glioma 0.95, meningioma 0.02, notumor 0.01, pituitary 0.01, 9.8ms\n",
            "image 3/300 /content/dataset/test/glioma/Te-glTr_0002.jpg: 224x224 glioma 0.92, notumor 0.04, meningioma 0.02, pituitary 0.02, 9.8ms\n",
            "image 4/300 /content/dataset/test/glioma/Te-glTr_0003.jpg: 224x224 glioma 0.87, meningioma 0.09, pituitary 0.03, notumor 0.01, 9.8ms\n",
            "image 5/300 /content/dataset/test/glioma/Te-glTr_0004.jpg: 224x224 glioma 0.92, meningioma 0.06, notumor 0.02, pituitary 0.01, 10.8ms\n",
            "image 6/300 /content/dataset/test/glioma/Te-glTr_0005.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.05, pituitary 0.01, 10.9ms\n",
            "image 7/300 /content/dataset/test/glioma/Te-glTr_0006.jpg: 224x224 glioma 0.92, pituitary 0.03, notumor 0.03, meningioma 0.02, 9.8ms\n",
            "image 8/300 /content/dataset/test/glioma/Te-glTr_0007.jpg: 224x224 glioma 0.85, notumor 0.06, meningioma 0.06, pituitary 0.03, 9.8ms\n",
            "image 9/300 /content/dataset/test/glioma/Te-glTr_0008.jpg: 224x224 glioma 0.93, notumor 0.03, meningioma 0.03, pituitary 0.02, 9.9ms\n",
            "image 10/300 /content/dataset/test/glioma/Te-glTr_0009.jpg: 224x224 glioma 0.92, notumor 0.04, meningioma 0.03, pituitary 0.02, 10.2ms\n",
            "image 11/300 /content/dataset/test/glioma/Te-gl_0010.jpg: 224x224 glioma 0.94, pituitary 0.02, meningioma 0.02, notumor 0.02, 10.0ms\n",
            "image 12/300 /content/dataset/test/glioma/Te-gl_0011.jpg: 224x224 glioma 0.93, pituitary 0.03, meningioma 0.02, notumor 0.01, 9.8ms\n",
            "image 13/300 /content/dataset/test/glioma/Te-gl_0012.jpg: 224x224 glioma 0.92, notumor 0.04, pituitary 0.02, meningioma 0.02, 9.8ms\n",
            "image 14/300 /content/dataset/test/glioma/Te-gl_0013.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 11.8ms\n",
            "image 15/300 /content/dataset/test/glioma/Te-gl_0014.jpg: 224x224 glioma 0.86, notumor 0.07, meningioma 0.05, pituitary 0.02, 10.6ms\n",
            "image 16/300 /content/dataset/test/glioma/Te-gl_0015.jpg: 224x224 glioma 0.95, meningioma 0.02, notumor 0.01, pituitary 0.01, 9.9ms\n",
            "image 17/300 /content/dataset/test/glioma/Te-gl_0016.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.03, pituitary 0.02, 9.8ms\n",
            "image 18/300 /content/dataset/test/glioma/Te-gl_0017.jpg: 224x224 glioma 0.89, meningioma 0.04, notumor 0.04, pituitary 0.02, 9.7ms\n",
            "image 19/300 /content/dataset/test/glioma/Te-gl_0018.jpg: 224x224 glioma 0.93, notumor 0.04, meningioma 0.02, pituitary 0.01, 9.8ms\n",
            "image 20/300 /content/dataset/test/glioma/Te-gl_0019.jpg: 224x224 glioma 0.78, meningioma 0.14, notumor 0.06, pituitary 0.02, 11.5ms\n",
            "image 21/300 /content/dataset/test/glioma/Te-gl_0020.jpg: 224x224 glioma 0.93, meningioma 0.03, pituitary 0.02, notumor 0.02, 9.7ms\n",
            "image 22/300 /content/dataset/test/glioma/Te-gl_0021.jpg: 224x224 glioma 0.92, notumor 0.04, meningioma 0.03, pituitary 0.02, 9.8ms\n",
            "image 23/300 /content/dataset/test/glioma/Te-gl_0022.jpg: 224x224 glioma 0.92, meningioma 0.03, notumor 0.03, pituitary 0.02, 9.9ms\n",
            "image 24/300 /content/dataset/test/glioma/Te-gl_0023.jpg: 224x224 glioma 0.61, meningioma 0.31, notumor 0.05, pituitary 0.03, 10.5ms\n",
            "image 25/300 /content/dataset/test/glioma/Te-gl_0024.jpg: 224x224 glioma 0.92, meningioma 0.04, notumor 0.02, pituitary 0.02, 10.2ms\n",
            "image 26/300 /content/dataset/test/glioma/Te-gl_0025.jpg: 224x224 glioma 0.88, notumor 0.05, meningioma 0.04, pituitary 0.02, 9.7ms\n",
            "image 27/300 /content/dataset/test/glioma/Te-gl_0026.jpg: 224x224 glioma 0.89, meningioma 0.04, notumor 0.04, pituitary 0.02, 9.8ms\n",
            "image 28/300 /content/dataset/test/glioma/Te-gl_0027.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.04, pituitary 0.02, 9.8ms\n",
            "image 29/300 /content/dataset/test/glioma/Te-gl_0028.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.04, pituitary 0.01, 10.1ms\n",
            "image 30/300 /content/dataset/test/glioma/Te-gl_0029.jpg: 224x224 glioma 0.92, meningioma 0.04, notumor 0.02, pituitary 0.02, 9.7ms\n",
            "image 31/300 /content/dataset/test/glioma/Te-gl_0030.jpg: 224x224 meningioma 0.64, glioma 0.25, notumor 0.07, pituitary 0.03, 9.8ms\n",
            "image 32/300 /content/dataset/test/glioma/Te-gl_0031.jpg: 224x224 glioma 0.88, notumor 0.04, meningioma 0.04, pituitary 0.03, 9.9ms\n",
            "image 33/300 /content/dataset/test/glioma/Te-gl_0032.jpg: 224x224 glioma 0.88, notumor 0.05, meningioma 0.04, pituitary 0.03, 12.9ms\n",
            "image 34/300 /content/dataset/test/glioma/Te-gl_0033.jpg: 224x224 glioma 0.92, notumor 0.04, meningioma 0.03, pituitary 0.02, 9.8ms\n",
            "image 35/300 /content/dataset/test/glioma/Te-gl_0034.jpg: 224x224 glioma 0.89, notumor 0.06, meningioma 0.03, pituitary 0.02, 9.8ms\n",
            "image 36/300 /content/dataset/test/glioma/Te-gl_0035.jpg: 224x224 glioma 0.91, notumor 0.05, meningioma 0.03, pituitary 0.02, 9.7ms\n",
            "image 37/300 /content/dataset/test/glioma/Te-gl_0036.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 9.7ms\n",
            "image 38/300 /content/dataset/test/glioma/Te-gl_0037.jpg: 224x224 glioma 0.90, meningioma 0.05, notumor 0.03, pituitary 0.02, 10.6ms\n",
            "image 39/300 /content/dataset/test/glioma/Te-gl_0038.jpg: 224x224 glioma 0.93, meningioma 0.03, notumor 0.02, pituitary 0.02, 9.7ms\n",
            "image 40/300 /content/dataset/test/glioma/Te-gl_0039.jpg: 224x224 glioma 0.93, meningioma 0.03, notumor 0.02, pituitary 0.02, 10.5ms\n",
            "image 41/300 /content/dataset/test/glioma/Te-gl_0040.jpg: 224x224 glioma 0.87, notumor 0.06, meningioma 0.05, pituitary 0.03, 9.8ms\n",
            "image 42/300 /content/dataset/test/glioma/Te-gl_0041.jpg: 224x224 glioma 0.89, notumor 0.04, meningioma 0.04, pituitary 0.02, 9.8ms\n",
            "image 43/300 /content/dataset/test/glioma/Te-gl_0042.jpg: 224x224 glioma 0.92, meningioma 0.05, notumor 0.02, pituitary 0.01, 9.8ms\n",
            "image 44/300 /content/dataset/test/glioma/Te-gl_0043.jpg: 224x224 meningioma 0.63, notumor 0.16, glioma 0.16, pituitary 0.04, 9.9ms\n",
            "image 45/300 /content/dataset/test/glioma/Te-gl_0044.jpg: 224x224 glioma 0.87, meningioma 0.10, notumor 0.02, pituitary 0.01, 9.8ms\n",
            "image 46/300 /content/dataset/test/glioma/Te-gl_0045.jpg: 224x224 meningioma 0.64, glioma 0.30, notumor 0.04, pituitary 0.02, 9.9ms\n",
            "image 47/300 /content/dataset/test/glioma/Te-gl_0046.jpg: 224x224 glioma 0.84, meningioma 0.12, notumor 0.03, pituitary 0.01, 9.8ms\n",
            "image 48/300 /content/dataset/test/glioma/Te-gl_0047.jpg: 224x224 glioma 0.86, meningioma 0.10, notumor 0.03, pituitary 0.02, 9.8ms\n",
            "image 49/300 /content/dataset/test/glioma/Te-gl_0048.jpg: 224x224 glioma 0.85, meningioma 0.12, notumor 0.02, pituitary 0.01, 9.8ms\n",
            "image 50/300 /content/dataset/test/glioma/Te-gl_0049.jpg: 224x224 glioma 0.92, notumor 0.04, meningioma 0.03, pituitary 0.02, 9.8ms\n",
            "image 51/300 /content/dataset/test/glioma/Te-gl_0050.jpg: 224x224 glioma 0.88, meningioma 0.07, pituitary 0.04, notumor 0.01, 9.7ms\n",
            "image 52/300 /content/dataset/test/glioma/Te-gl_0051.jpg: 224x224 glioma 0.88, notumor 0.05, meningioma 0.04, pituitary 0.03, 9.7ms\n",
            "image 53/300 /content/dataset/test/glioma/Te-gl_0052.jpg: 224x224 glioma 0.88, notumor 0.07, meningioma 0.03, pituitary 0.02, 9.8ms\n",
            "image 54/300 /content/dataset/test/glioma/Te-gl_0053.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.04, pituitary 0.02, 9.8ms\n",
            "image 55/300 /content/dataset/test/glioma/Te-gl_0054.jpg: 224x224 glioma 0.92, notumor 0.04, meningioma 0.02, pituitary 0.02, 9.9ms\n",
            "image 56/300 /content/dataset/test/glioma/Te-gl_0055.jpg: 224x224 glioma 0.91, notumor 0.04, meningioma 0.03, pituitary 0.02, 10.6ms\n",
            "image 57/300 /content/dataset/test/glioma/Te-gl_0056.jpg: 224x224 glioma 0.93, meningioma 0.03, notumor 0.02, pituitary 0.02, 9.7ms\n",
            "image 58/300 /content/dataset/test/glioma/Te-gl_0057.jpg: 224x224 glioma 0.93, meningioma 0.05, pituitary 0.01, notumor 0.01, 9.8ms\n",
            "image 59/300 /content/dataset/test/glioma/Te-gl_0058.jpg: 224x224 glioma 0.93, meningioma 0.04, notumor 0.02, pituitary 0.02, 9.7ms\n",
            "image 60/300 /content/dataset/test/glioma/Te-gl_0059.jpg: 224x224 glioma 0.87, meningioma 0.06, notumor 0.04, pituitary 0.03, 9.7ms\n",
            "image 61/300 /content/dataset/test/glioma/Te-gl_0060.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 9.8ms\n",
            "image 62/300 /content/dataset/test/glioma/Te-gl_0061.jpg: 224x224 glioma 0.88, meningioma 0.05, notumor 0.05, pituitary 0.03, 12.7ms\n",
            "image 63/300 /content/dataset/test/glioma/Te-gl_0062.jpg: 224x224 glioma 0.89, meningioma 0.04, notumor 0.04, pituitary 0.02, 9.8ms\n",
            "image 64/300 /content/dataset/test/glioma/Te-gl_0063.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.02, pituitary 0.02, 9.7ms\n",
            "image 65/300 /content/dataset/test/glioma/Te-gl_0064.jpg: 224x224 glioma 0.93, meningioma 0.03, notumor 0.02, pituitary 0.02, 9.8ms\n",
            "image 66/300 /content/dataset/test/glioma/Te-gl_0065.jpg: 224x224 glioma 0.94, meningioma 0.03, pituitary 0.02, notumor 0.02, 9.7ms\n",
            "image 67/300 /content/dataset/test/glioma/Te-gl_0066.jpg: 224x224 glioma 0.86, meningioma 0.08, notumor 0.04, pituitary 0.02, 9.8ms\n",
            "image 68/300 /content/dataset/test/glioma/Te-gl_0067.jpg: 224x224 glioma 0.90, meningioma 0.05, notumor 0.03, pituitary 0.02, 10.4ms\n",
            "image 69/300 /content/dataset/test/glioma/Te-gl_0068.jpg: 224x224 glioma 0.84, meningioma 0.09, notumor 0.05, pituitary 0.02, 9.8ms\n",
            "image 70/300 /content/dataset/test/glioma/Te-gl_0069.jpg: 224x224 glioma 0.94, meningioma 0.02, pituitary 0.02, notumor 0.02, 9.9ms\n",
            "image 71/300 /content/dataset/test/glioma/Te-gl_0070.jpg: 224x224 glioma 0.93, meningioma 0.03, notumor 0.02, pituitary 0.02, 10.0ms\n",
            "image 72/300 /content/dataset/test/glioma/Te-gl_0071.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.03, 10.5ms\n",
            "image 73/300 /content/dataset/test/glioma/Te-gl_0072.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.03, pituitary 0.02, 9.8ms\n",
            "image 74/300 /content/dataset/test/glioma/Te-gl_0073.jpg: 224x224 glioma 0.95, notumor 0.03, meningioma 0.02, pituitary 0.01, 9.8ms\n",
            "image 75/300 /content/dataset/test/glioma/Te-gl_0074.jpg: 224x224 glioma 0.94, notumor 0.02, meningioma 0.02, pituitary 0.01, 9.7ms\n",
            "image 76/300 /content/dataset/test/glioma/Te-gl_0075.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.03, pituitary 0.02, 9.8ms\n",
            "image 77/300 /content/dataset/test/glioma/Te-gl_0076.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.03, pituitary 0.02, 10.0ms\n",
            "image 78/300 /content/dataset/test/glioma/Te-gl_0077.jpg: 224x224 glioma 0.90, meningioma 0.04, notumor 0.04, pituitary 0.02, 10.0ms\n",
            "image 79/300 /content/dataset/test/glioma/Te-gl_0078.jpg: 224x224 glioma 0.93, notumor 0.04, meningioma 0.02, pituitary 0.02, 10.8ms\n",
            "image 80/300 /content/dataset/test/glioma/Te-gl_0079.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.03, pituitary 0.02, 12.3ms\n",
            "image 81/300 /content/dataset/test/glioma/Te-gl_0080.jpg: 224x224 glioma 0.92, notumor 0.04, meningioma 0.02, pituitary 0.02, 9.9ms\n",
            "image 82/300 /content/dataset/test/glioma/Te-gl_0081.jpg: 224x224 glioma 0.65, meningioma 0.29, pituitary 0.05, notumor 0.01, 9.8ms\n",
            "image 83/300 /content/dataset/test/glioma/Te-gl_0082.jpg: 224x224 glioma 0.92, notumor 0.04, meningioma 0.02, pituitary 0.02, 10.1ms\n",
            "image 84/300 /content/dataset/test/glioma/Te-gl_0083.jpg: 224x224 glioma 0.92, pituitary 0.03, notumor 0.03, meningioma 0.03, 10.2ms\n",
            "image 85/300 /content/dataset/test/glioma/Te-gl_0084.jpg: 224x224 glioma 0.88, meningioma 0.07, notumor 0.03, pituitary 0.02, 9.8ms\n",
            "image 86/300 /content/dataset/test/glioma/Te-gl_0085.jpg: 224x224 glioma 0.93, notumor 0.03, meningioma 0.03, pituitary 0.01, 9.7ms\n",
            "image 87/300 /content/dataset/test/glioma/Te-gl_0086.jpg: 224x224 glioma 0.90, notumor 0.05, meningioma 0.03, pituitary 0.02, 9.7ms\n",
            "image 88/300 /content/dataset/test/glioma/Te-gl_0087.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.04, pituitary 0.02, 9.7ms\n",
            "image 89/300 /content/dataset/test/glioma/Te-gl_0088.jpg: 224x224 glioma 0.85, meningioma 0.08, notumor 0.05, pituitary 0.02, 9.8ms\n",
            "image 90/300 /content/dataset/test/glioma/Te-gl_0089.jpg: 224x224 glioma 0.73, meningioma 0.19, pituitary 0.05, notumor 0.02, 9.7ms\n",
            "image 91/300 /content/dataset/test/glioma/Te-gl_0090.jpg: 224x224 glioma 0.83, meningioma 0.09, notumor 0.04, pituitary 0.04, 10.0ms\n",
            "image 92/300 /content/dataset/test/glioma/Te-gl_0091.jpg: 224x224 glioma 0.94, meningioma 0.02, notumor 0.02, pituitary 0.02, 10.0ms\n",
            "image 93/300 /content/dataset/test/glioma/Te-gl_0092.jpg: 224x224 glioma 0.94, meningioma 0.02, pituitary 0.02, notumor 0.02, 9.6ms\n",
            "image 94/300 /content/dataset/test/glioma/Te-gl_0093.jpg: 224x224 glioma 0.82, meningioma 0.09, pituitary 0.07, notumor 0.02, 9.6ms\n",
            "image 95/300 /content/dataset/test/glioma/Te-gl_0094.jpg: 224x224 glioma 0.35, meningioma 0.31, notumor 0.30, pituitary 0.03, 9.5ms\n",
            "image 96/300 /content/dataset/test/glioma/Te-gl_0095.jpg: 224x224 glioma 0.92, notumor 0.03, meningioma 0.03, pituitary 0.02, 9.5ms\n",
            "image 97/300 /content/dataset/test/glioma/Te-gl_0096.jpg: 224x224 glioma 0.94, meningioma 0.04, pituitary 0.01, notumor 0.01, 9.5ms\n",
            "image 98/300 /content/dataset/test/glioma/Te-gl_0097.jpg: 224x224 glioma 0.90, meningioma 0.04, notumor 0.04, pituitary 0.02, 9.6ms\n",
            "image 99/300 /content/dataset/test/glioma/Te-gl_0098.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.04, pituitary 0.02, 9.5ms\n",
            "image 100/300 /content/dataset/test/glioma/Te-gl_0099.jpg: 224x224 glioma 0.94, pituitary 0.03, meningioma 0.02, notumor 0.01, 9.8ms\n",
            "image 101/300 /content/dataset/test/glioma/Te-gl_0100.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.04, pituitary 0.03, 9.5ms\n",
            "image 102/300 /content/dataset/test/glioma/Te-gl_0101.jpg: 224x224 glioma 0.92, meningioma 0.04, notumor 0.02, pituitary 0.01, 9.6ms\n",
            "image 103/300 /content/dataset/test/glioma/Te-gl_0102.jpg: 224x224 glioma 0.86, notumor 0.09, meningioma 0.03, pituitary 0.02, 12.9ms\n",
            "image 104/300 /content/dataset/test/glioma/Te-gl_0103.jpg: 224x224 glioma 0.87, notumor 0.09, meningioma 0.02, pituitary 0.01, 9.5ms\n",
            "image 105/300 /content/dataset/test/glioma/Te-gl_0104.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.04, pituitary 0.02, 10.0ms\n",
            "image 106/300 /content/dataset/test/glioma/Te-gl_0105.jpg: 224x224 glioma 0.91, notumor 0.04, meningioma 0.03, pituitary 0.02, 9.5ms\n",
            "image 107/300 /content/dataset/test/glioma/Te-gl_0106.jpg: 224x224 glioma 0.89, meningioma 0.07, notumor 0.03, pituitary 0.01, 9.5ms\n",
            "image 108/300 /content/dataset/test/glioma/Te-gl_0107.jpg: 224x224 meningioma 0.51, glioma 0.39, notumor 0.08, pituitary 0.02, 9.6ms\n",
            "image 109/300 /content/dataset/test/glioma/Te-gl_0108.jpg: 224x224 glioma 0.91, notumor 0.04, meningioma 0.03, pituitary 0.02, 9.6ms\n",
            "image 110/300 /content/dataset/test/glioma/Te-gl_0109.jpg: 224x224 glioma 0.73, pituitary 0.18, meningioma 0.06, notumor 0.03, 9.6ms\n",
            "image 111/300 /content/dataset/test/glioma/Te-gl_0110.jpg: 224x224 glioma 0.90, pituitary 0.04, meningioma 0.04, notumor 0.02, 9.5ms\n",
            "image 112/300 /content/dataset/test/glioma/Te-gl_0111.jpg: 224x224 glioma 0.92, notumor 0.03, meningioma 0.03, pituitary 0.02, 9.6ms\n",
            "image 113/300 /content/dataset/test/glioma/Te-gl_0112.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.04, pituitary 0.02, 9.7ms\n",
            "image 114/300 /content/dataset/test/glioma/Te-gl_0113.jpg: 224x224 glioma 0.93, notumor 0.03, meningioma 0.02, pituitary 0.01, 9.7ms\n",
            "image 115/300 /content/dataset/test/glioma/Te-gl_0114.jpg: 224x224 glioma 0.71, meningioma 0.21, notumor 0.05, pituitary 0.02, 9.7ms\n",
            "image 116/300 /content/dataset/test/glioma/Te-gl_0115.jpg: 224x224 glioma 0.82, meningioma 0.10, pituitary 0.06, notumor 0.02, 9.7ms\n",
            "image 117/300 /content/dataset/test/glioma/Te-gl_0116.jpg: 224x224 glioma 0.91, notumor 0.04, meningioma 0.03, pituitary 0.02, 13.2ms\n",
            "image 118/300 /content/dataset/test/glioma/Te-gl_0117.jpg: 224x224 glioma 0.92, meningioma 0.03, notumor 0.03, pituitary 0.02, 9.6ms\n",
            "image 119/300 /content/dataset/test/glioma/Te-gl_0118.jpg: 224x224 glioma 0.95, meningioma 0.03, pituitary 0.02, notumor 0.01, 9.7ms\n",
            "image 120/300 /content/dataset/test/glioma/Te-gl_0119.jpg: 224x224 glioma 0.92, meningioma 0.04, pituitary 0.03, notumor 0.02, 9.7ms\n",
            "image 121/300 /content/dataset/test/glioma/Te-gl_0120.jpg: 224x224 glioma 0.90, meningioma 0.04, pituitary 0.03, notumor 0.03, 9.6ms\n",
            "image 122/300 /content/dataset/test/glioma/Te-gl_0121.jpg: 224x224 glioma 0.87, notumor 0.05, meningioma 0.05, pituitary 0.03, 9.6ms\n",
            "image 123/300 /content/dataset/test/glioma/Te-gl_0122.jpg: 224x224 glioma 0.77, meningioma 0.15, notumor 0.07, pituitary 0.02, 9.6ms\n",
            "image 124/300 /content/dataset/test/glioma/Te-gl_0123.jpg: 224x224 glioma 0.91, notumor 0.03, meningioma 0.03, pituitary 0.02, 9.7ms\n",
            "image 125/300 /content/dataset/test/glioma/Te-gl_0124.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.04, pituitary 0.02, 9.6ms\n",
            "image 126/300 /content/dataset/test/glioma/Te-gl_0125.jpg: 224x224 glioma 0.85, meningioma 0.13, pituitary 0.01, notumor 0.01, 9.6ms\n",
            "image 127/300 /content/dataset/test/glioma/Te-gl_0126.jpg: 224x224 glioma 0.91, meningioma 0.07, notumor 0.01, pituitary 0.01, 9.6ms\n",
            "image 128/300 /content/dataset/test/glioma/Te-gl_0127.jpg: 224x224 glioma 0.93, notumor 0.03, meningioma 0.02, pituitary 0.02, 9.5ms\n",
            "image 129/300 /content/dataset/test/glioma/Te-gl_0128.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 10.8ms\n",
            "image 130/300 /content/dataset/test/glioma/Te-gl_0129.jpg: 224x224 glioma 0.87, notumor 0.06, meningioma 0.05, pituitary 0.03, 9.6ms\n",
            "image 131/300 /content/dataset/test/glioma/Te-gl_0130.jpg: 224x224 glioma 0.92, meningioma 0.04, notumor 0.02, pituitary 0.01, 9.6ms\n",
            "image 132/300 /content/dataset/test/glioma/Te-gl_0131.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.04, pituitary 0.02, 9.6ms\n",
            "image 133/300 /content/dataset/test/glioma/Te-gl_0132.jpg: 224x224 glioma 0.87, meningioma 0.07, notumor 0.03, pituitary 0.03, 9.6ms\n",
            "image 134/300 /content/dataset/test/glioma/Te-gl_0133.jpg: 224x224 glioma 0.88, meningioma 0.06, notumor 0.03, pituitary 0.03, 9.7ms\n",
            "image 135/300 /content/dataset/test/glioma/Te-gl_0134.jpg: 224x224 glioma 0.90, meningioma 0.04, notumor 0.03, pituitary 0.02, 9.7ms\n",
            "image 136/300 /content/dataset/test/glioma/Te-gl_0135.jpg: 224x224 glioma 0.88, notumor 0.06, meningioma 0.04, pituitary 0.02, 9.5ms\n",
            "image 137/300 /content/dataset/test/glioma/Te-gl_0136.jpg: 224x224 glioma 0.84, notumor 0.07, meningioma 0.06, pituitary 0.03, 9.5ms\n",
            "image 138/300 /content/dataset/test/glioma/Te-gl_0137.jpg: 224x224 glioma 0.95, meningioma 0.02, notumor 0.01, pituitary 0.01, 9.6ms\n",
            "image 139/300 /content/dataset/test/glioma/Te-gl_0138.jpg: 224x224 glioma 0.92, meningioma 0.03, notumor 0.03, pituitary 0.02, 12.2ms\n",
            "image 140/300 /content/dataset/test/glioma/Te-gl_0139.jpg: 224x224 glioma 0.85, notumor 0.06, meningioma 0.06, pituitary 0.02, 9.6ms\n",
            "image 141/300 /content/dataset/test/glioma/Te-gl_0140.jpg: 224x224 glioma 0.95, meningioma 0.02, notumor 0.01, pituitary 0.01, 9.6ms\n",
            "image 142/300 /content/dataset/test/glioma/Te-gl_0141.jpg: 224x224 glioma 0.94, meningioma 0.02, pituitary 0.02, notumor 0.02, 9.5ms\n",
            "image 143/300 /content/dataset/test/glioma/Te-gl_0142.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.04, pituitary 0.03, 9.6ms\n",
            "image 144/300 /content/dataset/test/glioma/Te-gl_0143.jpg: 224x224 glioma 0.92, meningioma 0.04, pituitary 0.02, notumor 0.02, 11.4ms\n",
            "image 145/300 /content/dataset/test/glioma/Te-gl_0144.jpg: 224x224 glioma 0.91, meningioma 0.05, notumor 0.03, pituitary 0.02, 9.6ms\n",
            "image 146/300 /content/dataset/test/glioma/Te-gl_0145.jpg: 224x224 glioma 0.88, meningioma 0.06, notumor 0.03, pituitary 0.03, 9.5ms\n",
            "image 147/300 /content/dataset/test/glioma/Te-gl_0146.jpg: 224x224 glioma 0.88, notumor 0.05, meningioma 0.05, pituitary 0.02, 9.5ms\n",
            "image 148/300 /content/dataset/test/glioma/Te-gl_0147.jpg: 224x224 glioma 0.91, meningioma 0.03, notumor 0.03, pituitary 0.02, 9.5ms\n",
            "image 149/300 /content/dataset/test/glioma/Te-gl_0148.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.04, pituitary 0.02, 9.6ms\n",
            "image 150/300 /content/dataset/test/glioma/Te-gl_0149.jpg: 224x224 glioma 0.90, notumor 0.05, meningioma 0.03, pituitary 0.02, 9.6ms\n",
            "image 151/300 /content/dataset/test/glioma/Te-gl_0150.jpg: 224x224 glioma 0.91, meningioma 0.05, notumor 0.02, pituitary 0.02, 9.8ms\n",
            "image 152/300 /content/dataset/test/glioma/Te-gl_0151.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.04, pituitary 0.02, 9.6ms\n",
            "image 153/300 /content/dataset/test/glioma/Te-gl_0152.jpg: 224x224 glioma 0.88, meningioma 0.09, notumor 0.02, pituitary 0.01, 10.4ms\n",
            "image 154/300 /content/dataset/test/glioma/Te-gl_0153.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 9.8ms\n",
            "image 155/300 /content/dataset/test/glioma/Te-gl_0154.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.04, pituitary 0.02, 9.6ms\n",
            "image 156/300 /content/dataset/test/glioma/Te-gl_0155.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 9.5ms\n",
            "image 157/300 /content/dataset/test/glioma/Te-gl_0156.jpg: 224x224 glioma 0.88, meningioma 0.04, pituitary 0.04, notumor 0.04, 9.5ms\n",
            "image 158/300 /content/dataset/test/glioma/Te-gl_0157.jpg: 224x224 glioma 0.92, meningioma 0.04, notumor 0.03, pituitary 0.02, 9.7ms\n",
            "image 159/300 /content/dataset/test/glioma/Te-gl_0158.jpg: 224x224 glioma 0.55, meningioma 0.40, notumor 0.03, pituitary 0.02, 9.6ms\n",
            "image 160/300 /content/dataset/test/glioma/Te-gl_0159.jpg: 224x224 meningioma 0.58, glioma 0.36, notumor 0.04, pituitary 0.02, 9.7ms\n",
            "image 161/300 /content/dataset/test/glioma/Te-gl_0160.jpg: 224x224 glioma 0.90, meningioma 0.05, notumor 0.04, pituitary 0.02, 9.7ms\n",
            "image 162/300 /content/dataset/test/glioma/Te-gl_0161.jpg: 224x224 glioma 0.93, meningioma 0.04, notumor 0.02, pituitary 0.02, 9.7ms\n",
            "image 163/300 /content/dataset/test/glioma/Te-gl_0162.jpg: 224x224 glioma 0.91, meningioma 0.05, notumor 0.02, pituitary 0.02, 9.7ms\n",
            "image 164/300 /content/dataset/test/glioma/Te-gl_0163.jpg: 224x224 glioma 0.90, meningioma 0.05, notumor 0.03, pituitary 0.01, 9.7ms\n",
            "image 165/300 /content/dataset/test/glioma/Te-gl_0164.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.03, pituitary 0.03, 9.7ms\n",
            "image 166/300 /content/dataset/test/glioma/Te-gl_0165.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.03, pituitary 0.03, 9.8ms\n",
            "image 167/300 /content/dataset/test/glioma/Te-gl_0166.jpg: 224x224 glioma 0.86, meningioma 0.06, notumor 0.06, pituitary 0.03, 9.8ms\n",
            "image 168/300 /content/dataset/test/glioma/Te-gl_0167.jpg: 224x224 glioma 0.91, pituitary 0.04, meningioma 0.03, notumor 0.02, 9.7ms\n",
            "image 169/300 /content/dataset/test/glioma/Te-gl_0168.jpg: 224x224 glioma 0.86, meningioma 0.10, notumor 0.02, pituitary 0.02, 9.8ms\n",
            "image 170/300 /content/dataset/test/glioma/Te-gl_0169.jpg: 224x224 glioma 0.91, meningioma 0.05, pituitary 0.02, notumor 0.02, 10.0ms\n",
            "image 171/300 /content/dataset/test/glioma/Te-gl_0170.jpg: 224x224 glioma 0.89, meningioma 0.04, notumor 0.04, pituitary 0.03, 9.7ms\n",
            "image 172/300 /content/dataset/test/glioma/Te-gl_0171.jpg: 224x224 glioma 0.90, meningioma 0.05, notumor 0.02, pituitary 0.02, 9.7ms\n",
            "image 173/300 /content/dataset/test/glioma/Te-gl_0172.jpg: 224x224 glioma 0.83, meningioma 0.08, notumor 0.06, pituitary 0.03, 9.7ms\n",
            "image 174/300 /content/dataset/test/glioma/Te-gl_0173.jpg: 224x224 glioma 0.76, meningioma 0.11, notumor 0.10, pituitary 0.04, 9.7ms\n",
            "image 175/300 /content/dataset/test/glioma/Te-gl_0174.jpg: 224x224 glioma 0.84, meningioma 0.09, notumor 0.04, pituitary 0.03, 10.2ms\n",
            "image 176/300 /content/dataset/test/glioma/Te-gl_0175.jpg: 224x224 glioma 0.81, meningioma 0.08, notumor 0.08, pituitary 0.03, 9.7ms\n",
            "image 177/300 /content/dataset/test/glioma/Te-gl_0176.jpg: 224x224 glioma 0.87, notumor 0.05, meningioma 0.05, pituitary 0.03, 9.7ms\n",
            "image 178/300 /content/dataset/test/glioma/Te-gl_0177.jpg: 224x224 glioma 0.89, meningioma 0.07, pituitary 0.02, notumor 0.02, 11.7ms\n",
            "image 179/300 /content/dataset/test/glioma/Te-gl_0178.jpg: 224x224 glioma 0.90, meningioma 0.06, notumor 0.03, pituitary 0.02, 9.8ms\n",
            "image 180/300 /content/dataset/test/glioma/Te-gl_0179.jpg: 224x224 glioma 0.89, meningioma 0.04, notumor 0.04, pituitary 0.03, 9.7ms\n",
            "image 181/300 /content/dataset/test/glioma/Te-gl_0180.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.04, pituitary 0.03, 11.2ms\n",
            "image 182/300 /content/dataset/test/glioma/Te-gl_0181.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.04, pituitary 0.02, 9.8ms\n",
            "image 183/300 /content/dataset/test/glioma/Te-gl_0182.jpg: 224x224 glioma 0.90, meningioma 0.04, notumor 0.04, pituitary 0.02, 9.7ms\n",
            "image 184/300 /content/dataset/test/glioma/Te-gl_0183.jpg: 224x224 glioma 0.87, meningioma 0.07, notumor 0.04, pituitary 0.02, 9.7ms\n",
            "image 185/300 /content/dataset/test/glioma/Te-gl_0184.jpg: 224x224 glioma 0.92, meningioma 0.04, pituitary 0.02, notumor 0.02, 10.5ms\n",
            "image 186/300 /content/dataset/test/glioma/Te-gl_0185.jpg: 224x224 glioma 0.88, notumor 0.05, meningioma 0.05, pituitary 0.03, 10.2ms\n",
            "image 187/300 /content/dataset/test/glioma/Te-gl_0186.jpg: 224x224 glioma 0.85, pituitary 0.06, meningioma 0.05, notumor 0.04, 9.7ms\n",
            "image 188/300 /content/dataset/test/glioma/Te-gl_0187.jpg: 224x224 glioma 0.89, meningioma 0.05, pituitary 0.03, notumor 0.03, 9.8ms\n",
            "image 189/300 /content/dataset/test/glioma/Te-gl_0188.jpg: 224x224 glioma 0.90, meningioma 0.05, notumor 0.03, pituitary 0.02, 9.8ms\n",
            "image 190/300 /content/dataset/test/glioma/Te-gl_0189.jpg: 224x224 glioma 0.90, meningioma 0.05, notumor 0.03, pituitary 0.02, 9.8ms\n",
            "image 191/300 /content/dataset/test/glioma/Te-gl_0190.jpg: 224x224 glioma 0.90, pituitary 0.05, meningioma 0.03, notumor 0.02, 9.8ms\n",
            "image 192/300 /content/dataset/test/glioma/Te-gl_0191.jpg: 224x224 glioma 0.84, notumor 0.07, meningioma 0.07, pituitary 0.02, 9.7ms\n",
            "image 193/300 /content/dataset/test/glioma/Te-gl_0192.jpg: 224x224 glioma 0.94, meningioma 0.03, notumor 0.02, pituitary 0.01, 10.3ms\n",
            "image 194/300 /content/dataset/test/glioma/Te-gl_0193.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.03, pituitary 0.03, 9.9ms\n",
            "image 195/300 /content/dataset/test/glioma/Te-gl_0194.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.03, pituitary 0.02, 9.7ms\n",
            "image 196/300 /content/dataset/test/glioma/Te-gl_0195.jpg: 224x224 glioma 0.89, meningioma 0.04, notumor 0.04, pituitary 0.02, 9.8ms\n",
            "image 197/300 /content/dataset/test/glioma/Te-gl_0196.jpg: 224x224 glioma 0.87, meningioma 0.06, notumor 0.05, pituitary 0.02, 9.7ms\n",
            "image 198/300 /content/dataset/test/glioma/Te-gl_0197.jpg: 224x224 glioma 0.91, meningioma 0.05, notumor 0.02, pituitary 0.01, 9.7ms\n",
            "image 199/300 /content/dataset/test/glioma/Te-gl_0198.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 9.7ms\n",
            "image 200/300 /content/dataset/test/glioma/Te-gl_0199.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 10.0ms\n",
            "image 201/300 /content/dataset/test/glioma/Te-gl_0200.jpg: 224x224 glioma 0.90, notumor 0.05, meningioma 0.03, pituitary 0.02, 9.8ms\n",
            "image 202/300 /content/dataset/test/glioma/Te-gl_0201.jpg: 224x224 glioma 0.88, meningioma 0.05, notumor 0.04, pituitary 0.02, 10.7ms\n",
            "image 203/300 /content/dataset/test/glioma/Te-gl_0202.jpg: 224x224 glioma 0.89, notumor 0.05, meningioma 0.04, pituitary 0.02, 10.0ms\n",
            "image 204/300 /content/dataset/test/glioma/Te-gl_0203.jpg: 224x224 glioma 0.91, meningioma 0.04, notumor 0.03, pituitary 0.02, 10.0ms\n",
            "image 205/300 /content/dataset/test/glioma/Te-gl_0204.jpg: 224x224 glioma 0.86, notumor 0.06, meningioma 0.06, pituitary 0.02, 10.0ms\n",
            "image 206/300 /content/dataset/test/glioma/Te-gl_0205.jpg: 224x224 glioma 0.94, meningioma 0.03, pituitary 0.02, notumor 0.01, 10.0ms\n",
            "image 207/300 /content/dataset/test/glioma/Te-gl_0206.jpg: 224x224 glioma 0.90, meningioma 0.06, pituitary 0.02, notumor 0.02, 10.0ms\n",
            "image 208/300 /content/dataset/test/glioma/Te-gl_0207.jpg: 224x224 glioma 0.92, meningioma 0.06, notumor 0.01, pituitary 0.01, 9.9ms\n",
            "image 209/300 /content/dataset/test/glioma/Te-gl_0208.jpg: 224x224 glioma 0.90, meningioma 0.08, notumor 0.01, pituitary 0.01, 9.9ms\n",
            "image 210/300 /content/dataset/test/glioma/Te-gl_0209.jpg: 224x224 glioma 0.86, notumor 0.05, meningioma 0.05, pituitary 0.04, 9.9ms\n",
            "image 211/300 /content/dataset/test/glioma/Te-gl_0210.jpg: 224x224 glioma 0.88, meningioma 0.05, notumor 0.04, pituitary 0.03, 9.9ms\n",
            "image 212/300 /content/dataset/test/glioma/Te-gl_0211.jpg: 224x224 glioma 0.88, pituitary 0.07, meningioma 0.04, notumor 0.02, 9.8ms\n",
            "image 213/300 /content/dataset/test/glioma/Te-gl_0212.jpg: 224x224 glioma 0.88, meningioma 0.05, notumor 0.04, pituitary 0.03, 9.8ms\n",
            "image 214/300 /content/dataset/test/glioma/Te-gl_0213.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.04, pituitary 0.02, 9.7ms\n",
            "image 215/300 /content/dataset/test/glioma/Te-gl_0214.jpg: 224x224 glioma 0.83, notumor 0.11, meningioma 0.03, pituitary 0.03, 9.7ms\n",
            "image 216/300 /content/dataset/test/glioma/Te-gl_0215.jpg: 224x224 glioma 0.87, notumor 0.06, meningioma 0.05, pituitary 0.02, 9.8ms\n",
            "image 217/300 /content/dataset/test/glioma/Te-gl_0216.jpg: 224x224 glioma 0.85, notumor 0.06, meningioma 0.04, pituitary 0.04, 10.3ms\n",
            "image 218/300 /content/dataset/test/glioma/Te-gl_0217.jpg: 224x224 glioma 0.86, meningioma 0.07, notumor 0.05, pituitary 0.02, 9.8ms\n",
            "image 219/300 /content/dataset/test/glioma/Te-gl_0218.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.03, pituitary 0.02, 9.7ms\n",
            "image 220/300 /content/dataset/test/glioma/Te-gl_0219.jpg: 224x224 glioma 0.84, pituitary 0.07, notumor 0.05, meningioma 0.04, 9.9ms\n",
            "image 221/300 /content/dataset/test/glioma/Te-gl_0220.jpg: 224x224 glioma 0.91, meningioma 0.04, pituitary 0.02, notumor 0.02, 10.6ms\n",
            "image 222/300 /content/dataset/test/glioma/Te-gl_0221.jpg: 224x224 glioma 0.83, meningioma 0.06, notumor 0.06, pituitary 0.05, 9.9ms\n",
            "image 223/300 /content/dataset/test/glioma/Te-gl_0222.jpg: 224x224 glioma 0.93, pituitary 0.03, meningioma 0.03, notumor 0.02, 9.8ms\n",
            "image 224/300 /content/dataset/test/glioma/Te-gl_0223.jpg: 224x224 glioma 0.95, meningioma 0.03, pituitary 0.02, notumor 0.01, 9.8ms\n",
            "image 225/300 /content/dataset/test/glioma/Te-gl_0224.jpg: 224x224 glioma 0.86, meningioma 0.06, notumor 0.04, pituitary 0.04, 13.9ms\n",
            "image 226/300 /content/dataset/test/glioma/Te-gl_0225.jpg: 224x224 glioma 0.91, notumor 0.04, meningioma 0.03, pituitary 0.02, 10.0ms\n",
            "image 227/300 /content/dataset/test/glioma/Te-gl_0226.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.04, pituitary 0.03, 10.3ms\n",
            "image 228/300 /content/dataset/test/glioma/Te-gl_0227.jpg: 224x224 glioma 0.86, meningioma 0.07, notumor 0.05, pituitary 0.03, 9.9ms\n",
            "image 229/300 /content/dataset/test/glioma/Te-gl_0228.jpg: 224x224 glioma 0.86, meningioma 0.08, notumor 0.04, pituitary 0.03, 9.7ms\n",
            "image 230/300 /content/dataset/test/glioma/Te-gl_0229.jpg: 224x224 glioma 0.72, meningioma 0.23, notumor 0.04, pituitary 0.02, 9.8ms\n",
            "image 231/300 /content/dataset/test/glioma/Te-gl_0230.jpg: 224x224 glioma 0.89, meningioma 0.07, pituitary 0.03, notumor 0.01, 9.9ms\n",
            "image 232/300 /content/dataset/test/glioma/Te-gl_0231.jpg: 224x224 glioma 0.93, meningioma 0.03, notumor 0.02, pituitary 0.01, 10.0ms\n",
            "image 233/300 /content/dataset/test/glioma/Te-gl_0232.jpg: 224x224 glioma 0.45, meningioma 0.44, notumor 0.08, pituitary 0.02, 9.8ms\n",
            "image 234/300 /content/dataset/test/glioma/Te-gl_0233.jpg: 224x224 glioma 0.89, meningioma 0.07, notumor 0.04, pituitary 0.01, 10.3ms\n",
            "image 235/300 /content/dataset/test/glioma/Te-gl_0234.jpg: 224x224 glioma 0.82, meningioma 0.12, notumor 0.05, pituitary 0.01, 9.8ms\n",
            "image 236/300 /content/dataset/test/glioma/Te-gl_0235.jpg: 224x224 meningioma 0.51, glioma 0.40, notumor 0.08, pituitary 0.02, 9.8ms\n",
            "image 237/300 /content/dataset/test/glioma/Te-gl_0236.jpg: 224x224 glioma 0.69, meningioma 0.23, notumor 0.06, pituitary 0.02, 9.8ms\n",
            "image 238/300 /content/dataset/test/glioma/Te-gl_0237.jpg: 224x224 glioma 0.82, meningioma 0.15, pituitary 0.02, notumor 0.01, 9.9ms\n",
            "image 239/300 /content/dataset/test/glioma/Te-gl_0238.jpg: 224x224 glioma 0.83, meningioma 0.13, notumor 0.02, pituitary 0.01, 11.1ms\n",
            "image 240/300 /content/dataset/test/glioma/Te-gl_0239.jpg: 224x224 glioma 0.79, meningioma 0.15, notumor 0.04, pituitary 0.02, 10.0ms\n",
            "image 241/300 /content/dataset/test/glioma/Te-gl_0240.jpg: 224x224 glioma 0.88, meningioma 0.08, notumor 0.02, pituitary 0.01, 10.1ms\n",
            "image 242/300 /content/dataset/test/glioma/Te-gl_0241.jpg: 224x224 glioma 0.86, meningioma 0.12, pituitary 0.01, notumor 0.01, 10.0ms\n",
            "image 243/300 /content/dataset/test/glioma/Te-gl_0242.jpg: 224x224 glioma 0.86, meningioma 0.10, notumor 0.02, pituitary 0.01, 11.2ms\n",
            "image 244/300 /content/dataset/test/glioma/Te-gl_0243.jpg: 224x224 glioma 0.86, meningioma 0.10, notumor 0.03, pituitary 0.01, 10.3ms\n",
            "image 245/300 /content/dataset/test/glioma/Te-gl_0244.jpg: 224x224 glioma 0.91, meningioma 0.06, notumor 0.01, pituitary 0.01, 9.9ms\n",
            "image 246/300 /content/dataset/test/glioma/Te-gl_0245.jpg: 224x224 glioma 0.88, meningioma 0.09, notumor 0.02, pituitary 0.01, 9.9ms\n",
            "image 247/300 /content/dataset/test/glioma/Te-gl_0246.jpg: 224x224 glioma 0.88, meningioma 0.08, notumor 0.02, pituitary 0.01, 9.7ms\n",
            "image 248/300 /content/dataset/test/glioma/Te-gl_0247.jpg: 224x224 glioma 0.77, meningioma 0.17, notumor 0.04, pituitary 0.01, 9.8ms\n",
            "image 249/300 /content/dataset/test/glioma/Te-gl_0248.jpg: 224x224 glioma 0.89, meningioma 0.08, notumor 0.01, pituitary 0.01, 9.9ms\n",
            "image 250/300 /content/dataset/test/glioma/Te-gl_0249.jpg: 224x224 glioma 0.92, meningioma 0.06, notumor 0.01, pituitary 0.01, 9.8ms\n",
            "image 251/300 /content/dataset/test/glioma/Te-gl_0250.jpg: 224x224 glioma 0.93, meningioma 0.04, notumor 0.02, pituitary 0.01, 9.9ms\n",
            "image 252/300 /content/dataset/test/glioma/Te-gl_0251.jpg: 224x224 glioma 0.91, meningioma 0.07, notumor 0.02, pituitary 0.01, 9.9ms\n",
            "image 253/300 /content/dataset/test/glioma/Te-gl_0252.jpg: 224x224 glioma 0.80, meningioma 0.14, pituitary 0.04, notumor 0.02, 9.9ms\n",
            "image 254/300 /content/dataset/test/glioma/Te-gl_0253.jpg: 224x224 glioma 0.88, meningioma 0.07, notumor 0.04, pituitary 0.02, 9.7ms\n",
            "image 255/300 /content/dataset/test/glioma/Te-gl_0254.jpg: 224x224 glioma 0.90, meningioma 0.07, notumor 0.02, pituitary 0.01, 9.8ms\n",
            "image 256/300 /content/dataset/test/glioma/Te-gl_0255.jpg: 224x224 glioma 0.89, meningioma 0.08, notumor 0.01, pituitary 0.01, 9.8ms\n",
            "image 257/300 /content/dataset/test/glioma/Te-gl_0256.jpg: 224x224 glioma 0.83, meningioma 0.13, notumor 0.02, pituitary 0.02, 9.8ms\n",
            "image 258/300 /content/dataset/test/glioma/Te-gl_0257.jpg: 224x224 glioma 0.79, meningioma 0.16, notumor 0.02, pituitary 0.02, 9.8ms\n",
            "image 259/300 /content/dataset/test/glioma/Te-gl_0258.jpg: 224x224 glioma 0.83, meningioma 0.13, notumor 0.03, pituitary 0.01, 9.9ms\n",
            "image 260/300 /content/dataset/test/glioma/Te-gl_0259.jpg: 224x224 meningioma 0.55, glioma 0.22, notumor 0.17, pituitary 0.06, 9.7ms\n",
            "image 261/300 /content/dataset/test/glioma/Te-gl_0260.jpg: 224x224 glioma 0.87, meningioma 0.08, notumor 0.03, pituitary 0.03, 10.5ms\n",
            "image 262/300 /content/dataset/test/glioma/Te-gl_0261.jpg: 224x224 glioma 0.79, meningioma 0.15, notumor 0.04, pituitary 0.02, 9.9ms\n",
            "image 263/300 /content/dataset/test/glioma/Te-gl_0262.jpg: 224x224 glioma 0.80, meningioma 0.14, notumor 0.03, pituitary 0.02, 9.7ms\n",
            "image 264/300 /content/dataset/test/glioma/Te-gl_0263.jpg: 224x224 glioma 0.63, meningioma 0.32, pituitary 0.03, notumor 0.02, 9.8ms\n",
            "image 265/300 /content/dataset/test/glioma/Te-gl_0264.jpg: 224x224 meningioma 0.70, glioma 0.23, notumor 0.04, pituitary 0.03, 13.2ms\n",
            "image 266/300 /content/dataset/test/glioma/Te-gl_0265.jpg: 224x224 glioma 0.73, meningioma 0.24, notumor 0.02, pituitary 0.02, 9.8ms\n",
            "image 267/300 /content/dataset/test/glioma/Te-gl_0266.jpg: 224x224 glioma 0.88, meningioma 0.09, pituitary 0.02, notumor 0.01, 9.8ms\n",
            "image 268/300 /content/dataset/test/glioma/Te-gl_0267.jpg: 224x224 glioma 0.87, meningioma 0.09, notumor 0.02, pituitary 0.02, 10.1ms\n",
            "image 269/300 /content/dataset/test/glioma/Te-gl_0268.jpg: 224x224 glioma 0.81, meningioma 0.15, pituitary 0.03, notumor 0.02, 9.9ms\n",
            "image 270/300 /content/dataset/test/glioma/Te-gl_0269.jpg: 224x224 glioma 0.86, meningioma 0.06, notumor 0.06, pituitary 0.02, 9.8ms\n",
            "image 271/300 /content/dataset/test/glioma/Te-gl_0270.jpg: 224x224 glioma 0.83, meningioma 0.11, notumor 0.05, pituitary 0.02, 12.3ms\n",
            "image 272/300 /content/dataset/test/glioma/Te-gl_0271.jpg: 224x224 glioma 0.51, meningioma 0.35, pituitary 0.10, notumor 0.04, 13.2ms\n",
            "image 273/300 /content/dataset/test/glioma/Te-gl_0272.jpg: 224x224 glioma 0.83, pituitary 0.08, notumor 0.05, meningioma 0.05, 12.8ms\n",
            "image 274/300 /content/dataset/test/glioma/Te-gl_0273.jpg: 224x224 glioma 0.82, meningioma 0.07, notumor 0.06, pituitary 0.05, 12.8ms\n",
            "image 275/300 /content/dataset/test/glioma/Te-gl_0274.jpg: 224x224 glioma 0.90, meningioma 0.05, notumor 0.03, pituitary 0.03, 13.7ms\n",
            "image 276/300 /content/dataset/test/glioma/Te-gl_0275.jpg: 224x224 glioma 0.81, meningioma 0.16, pituitary 0.02, notumor 0.02, 13.8ms\n",
            "image 277/300 /content/dataset/test/glioma/Te-gl_0276.jpg: 224x224 glioma 0.76, meningioma 0.18, pituitary 0.04, notumor 0.02, 11.6ms\n",
            "image 278/300 /content/dataset/test/glioma/Te-gl_0277.jpg: 224x224 glioma 0.79, meningioma 0.13, pituitary 0.05, notumor 0.03, 11.6ms\n",
            "image 279/300 /content/dataset/test/glioma/Te-gl_0278.jpg: 224x224 glioma 0.75, meningioma 0.21, notumor 0.03, pituitary 0.02, 11.7ms\n",
            "image 280/300 /content/dataset/test/glioma/Te-gl_0279.jpg: 224x224 meningioma 0.55, glioma 0.40, pituitary 0.02, notumor 0.02, 16.8ms\n",
            "image 281/300 /content/dataset/test/glioma/Te-gl_0280.jpg: 224x224 glioma 0.91, meningioma 0.05, pituitary 0.02, notumor 0.02, 11.2ms\n",
            "image 282/300 /content/dataset/test/glioma/Te-gl_0281.jpg: 224x224 glioma 0.79, meningioma 0.18, notumor 0.02, pituitary 0.01, 11.4ms\n",
            "image 283/300 /content/dataset/test/glioma/Te-gl_0282.jpg: 224x224 glioma 0.81, meningioma 0.11, notumor 0.05, pituitary 0.02, 11.2ms\n",
            "image 284/300 /content/dataset/test/glioma/Te-gl_0283.jpg: 224x224 glioma 0.75, meningioma 0.18, pituitary 0.04, notumor 0.03, 11.2ms\n",
            "image 285/300 /content/dataset/test/glioma/Te-gl_0284.jpg: 224x224 glioma 0.89, meningioma 0.05, notumor 0.05, pituitary 0.01, 11.0ms\n",
            "image 286/300 /content/dataset/test/glioma/Te-gl_0285.jpg: 224x224 glioma 0.85, meningioma 0.12, pituitary 0.02, notumor 0.01, 12.2ms\n",
            "image 287/300 /content/dataset/test/glioma/Te-gl_0286.jpg: 224x224 glioma 0.92, meningioma 0.03, notumor 0.03, pituitary 0.02, 11.3ms\n",
            "image 288/300 /content/dataset/test/glioma/Te-gl_0287.jpg: 224x224 glioma 0.92, notumor 0.03, meningioma 0.02, pituitary 0.02, 11.0ms\n",
            "image 289/300 /content/dataset/test/glioma/Te-gl_0288.jpg: 224x224 glioma 0.89, notumor 0.06, meningioma 0.04, pituitary 0.02, 14.9ms\n",
            "image 290/300 /content/dataset/test/glioma/Te-gl_0289.jpg: 224x224 glioma 0.80, meningioma 0.09, pituitary 0.08, notumor 0.02, 11.7ms\n",
            "image 291/300 /content/dataset/test/glioma/Te-gl_0290.jpg: 224x224 glioma 0.74, meningioma 0.22, notumor 0.03, pituitary 0.01, 11.3ms\n",
            "image 292/300 /content/dataset/test/glioma/Te-gl_0291.jpg: 224x224 glioma 0.83, meningioma 0.13, notumor 0.03, pituitary 0.01, 11.4ms\n",
            "image 293/300 /content/dataset/test/glioma/Te-gl_0292.jpg: 224x224 glioma 0.93, meningioma 0.04, notumor 0.02, pituitary 0.01, 11.3ms\n",
            "image 294/300 /content/dataset/test/glioma/Te-gl_0293.jpg: 224x224 glioma 0.79, meningioma 0.10, notumor 0.09, pituitary 0.02, 11.0ms\n",
            "image 295/300 /content/dataset/test/glioma/Te-gl_0294.jpg: 224x224 glioma 0.91, notumor 0.04, meningioma 0.03, pituitary 0.02, 12.0ms\n",
            "image 296/300 /content/dataset/test/glioma/Te-gl_0295.jpg: 224x224 glioma 0.72, meningioma 0.18, notumor 0.08, pituitary 0.02, 11.0ms\n",
            "image 297/300 /content/dataset/test/glioma/Te-gl_0296.jpg: 224x224 glioma 0.90, notumor 0.04, meningioma 0.03, pituitary 0.02, 12.1ms\n",
            "image 298/300 /content/dataset/test/glioma/Te-gl_0297.jpg: 224x224 glioma 0.85, notumor 0.08, meningioma 0.05, pituitary 0.03, 13.1ms\n",
            "image 299/300 /content/dataset/test/glioma/Te-gl_0298.jpg: 224x224 glioma 0.91, notumor 0.04, meningioma 0.03, pituitary 0.02, 10.9ms\n",
            "image 300/300 /content/dataset/test/glioma/Te-gl_0299.jpg: 224x224 glioma 0.91, meningioma 0.05, pituitary 0.02, notumor 0.01, 11.2ms\n",
            "Speed: 0.3ms pre-process, 10.2ms inference, 0.0ms NMS per image at shape (1, 3, 224, 224)\n",
            "Results saved to \u001b[1mruns/predict-cls/exp\u001b[0m\n",
            "+++++++++++++++++++++           Meningioma               ++++++++++++++++++++++++++++++++++\n",
            "\u001b[34m\u001b[1mclassify/predict: \u001b[0mweights=['runs/train-cls/exp/weights/best.pt'], source=/content/dataset/test/meningioma, data=data/coco128.yaml, imgsz=[224, 224], device=, view_img=False, save_txt=False, nosave=False, augment=False, visualize=False, update=False, project=runs/predict-cls, name=exp, exist_ok=False, half=False, dnn=False, vid_stride=1\n",
            "YOLOv5 🚀 v7.0-100-g4d28fec Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\n",
            "Fusing layers... \n",
            "Model summary: 215 layers, 25260100 parameters, 0 gradients, 68.3 GFLOPs\n",
            "image 1/306 /content/dataset/test/meningioma/Te-meTr_0000.jpg: 224x224 meningioma 0.67, pituitary 0.17, notumor 0.10, glioma 0.06, 9.8ms\n",
            "image 2/306 /content/dataset/test/meningioma/Te-meTr_0001.jpg: 224x224 meningioma 0.32, glioma 0.25, notumor 0.23, pituitary 0.21, 9.8ms\n",
            "image 3/306 /content/dataset/test/meningioma/Te-meTr_0002.jpg: 224x224 notumor 0.61, meningioma 0.24, glioma 0.10, pituitary 0.05, 9.8ms\n",
            "image 4/306 /content/dataset/test/meningioma/Te-meTr_0003.jpg: 224x224 meningioma 0.37, glioma 0.34, notumor 0.15, pituitary 0.14, 9.7ms\n",
            "image 5/306 /content/dataset/test/meningioma/Te-meTr_0004.jpg: 224x224 meningioma 0.61, notumor 0.23, glioma 0.10, pituitary 0.07, 9.7ms\n",
            "image 6/306 /content/dataset/test/meningioma/Te-meTr_0005.jpg: 224x224 meningioma 0.57, notumor 0.30, glioma 0.07, pituitary 0.06, 9.8ms\n",
            "image 7/306 /content/dataset/test/meningioma/Te-meTr_0006.jpg: 224x224 notumor 0.64, meningioma 0.20, glioma 0.10, pituitary 0.06, 9.7ms\n",
            "image 8/306 /content/dataset/test/meningioma/Te-meTr_0007.jpg: 224x224 meningioma 0.41, glioma 0.35, pituitary 0.22, notumor 0.02, 9.8ms\n",
            "image 9/306 /content/dataset/test/meningioma/Te-meTr_0008.jpg: 224x224 meningioma 0.45, glioma 0.40, notumor 0.11, pituitary 0.04, 9.8ms\n",
            "image 10/306 /content/dataset/test/meningioma/Te-meTr_0009.jpg: 224x224 notumor 0.50, meningioma 0.41, glioma 0.06, pituitary 0.03, 9.8ms\n",
            "image 11/306 /content/dataset/test/meningioma/Te-me_0010.jpg: 224x224 meningioma 0.60, notumor 0.21, pituitary 0.11, glioma 0.07, 9.8ms\n",
            "image 12/306 /content/dataset/test/meningioma/Te-me_0011.jpg: 224x224 notumor 0.77, glioma 0.10, meningioma 0.08, pituitary 0.05, 11.6ms\n",
            "image 13/306 /content/dataset/test/meningioma/Te-me_0012.jpg: 224x224 meningioma 0.52, notumor 0.24, pituitary 0.14, glioma 0.10, 9.8ms\n",
            "image 14/306 /content/dataset/test/meningioma/Te-me_0013.jpg: 224x224 meningioma 0.42, glioma 0.28, notumor 0.19, pituitary 0.10, 9.9ms\n",
            "image 15/306 /content/dataset/test/meningioma/Te-me_0014.jpg: 224x224 meningioma 0.60, glioma 0.19, notumor 0.14, pituitary 0.07, 10.0ms\n",
            "image 16/306 /content/dataset/test/meningioma/Te-me_0015.jpg: 224x224 notumor 0.49, meningioma 0.35, glioma 0.10, pituitary 0.06, 9.7ms\n",
            "image 17/306 /content/dataset/test/meningioma/Te-me_0016.jpg: 224x224 meningioma 0.69, glioma 0.13, notumor 0.11, pituitary 0.06, 9.8ms\n",
            "image 18/306 /content/dataset/test/meningioma/Te-me_0017.jpg: 224x224 meningioma 0.61, notumor 0.22, glioma 0.09, pituitary 0.07, 9.7ms\n",
            "image 19/306 /content/dataset/test/meningioma/Te-me_0018.jpg: 224x224 meningioma 0.54, notumor 0.22, pituitary 0.12, glioma 0.12, 9.9ms\n",
            "image 20/306 /content/dataset/test/meningioma/Te-me_0019.jpg: 224x224 notumor 0.41, meningioma 0.26, pituitary 0.23, glioma 0.10, 9.8ms\n",
            "image 21/306 /content/dataset/test/meningioma/Te-me_0020.jpg: 224x224 meningioma 0.63, glioma 0.20, notumor 0.11, pituitary 0.07, 10.0ms\n",
            "image 22/306 /content/dataset/test/meningioma/Te-me_0021.jpg: 224x224 meningioma 0.58, notumor 0.20, glioma 0.16, pituitary 0.06, 9.8ms\n",
            "image 23/306 /content/dataset/test/meningioma/Te-me_0022.jpg: 224x224 meningioma 0.56, glioma 0.20, notumor 0.15, pituitary 0.09, 10.5ms\n",
            "image 24/306 /content/dataset/test/meningioma/Te-me_0023.jpg: 224x224 meningioma 0.56, notumor 0.24, pituitary 0.10, glioma 0.09, 10.9ms\n",
            "image 25/306 /content/dataset/test/meningioma/Te-me_0024.jpg: 224x224 notumor 0.61, meningioma 0.20, pituitary 0.15, glioma 0.04, 10.2ms\n",
            "image 26/306 /content/dataset/test/meningioma/Te-me_0025.jpg: 224x224 meningioma 0.47, pituitary 0.21, glioma 0.19, notumor 0.13, 9.9ms\n",
            "image 27/306 /content/dataset/test/meningioma/Te-me_0026.jpg: 224x224 meningioma 0.50, glioma 0.23, notumor 0.18, pituitary 0.09, 9.8ms\n",
            "image 28/306 /content/dataset/test/meningioma/Te-me_0027.jpg: 224x224 meningioma 0.46, glioma 0.33, notumor 0.15, pituitary 0.06, 9.7ms\n",
            "image 29/306 /content/dataset/test/meningioma/Te-me_0028.jpg: 224x224 meningioma 0.68, glioma 0.22, notumor 0.05, pituitary 0.05, 9.8ms\n",
            "image 30/306 /content/dataset/test/meningioma/Te-me_0029.jpg: 224x224 meningioma 0.51, notumor 0.26, glioma 0.18, pituitary 0.06, 12.2ms\n",
            "image 31/306 /content/dataset/test/meningioma/Te-me_0030.jpg: 224x224 glioma 0.36, meningioma 0.36, notumor 0.22, pituitary 0.06, 9.8ms\n",
            "image 32/306 /content/dataset/test/meningioma/Te-me_0031.jpg: 224x224 meningioma 0.60, notumor 0.21, pituitary 0.11, glioma 0.07, 9.5ms\n",
            "image 33/306 /content/dataset/test/meningioma/Te-me_0032.jpg: 224x224 meningioma 0.60, notumor 0.29, glioma 0.07, pituitary 0.03, 9.6ms\n",
            "image 34/306 /content/dataset/test/meningioma/Te-me_0033.jpg: 224x224 meningioma 0.46, notumor 0.33, glioma 0.15, pituitary 0.06, 9.3ms\n",
            "image 35/306 /content/dataset/test/meningioma/Te-me_0034.jpg: 224x224 meningioma 0.53, notumor 0.34, glioma 0.07, pituitary 0.05, 9.6ms\n",
            "image 36/306 /content/dataset/test/meningioma/Te-me_0035.jpg: 224x224 meningioma 0.49, notumor 0.31, glioma 0.11, pituitary 0.08, 10.9ms\n",
            "image 37/306 /content/dataset/test/meningioma/Te-me_0036.jpg: 224x224 notumor 0.65, meningioma 0.19, glioma 0.10, pituitary 0.06, 9.4ms\n",
            "image 38/306 /content/dataset/test/meningioma/Te-me_0037.jpg: 224x224 notumor 0.76, glioma 0.16, meningioma 0.05, pituitary 0.03, 9.2ms\n",
            "image 39/306 /content/dataset/test/meningioma/Te-me_0038.jpg: 224x224 meningioma 0.49, glioma 0.37, notumor 0.10, pituitary 0.04, 9.2ms\n",
            "image 40/306 /content/dataset/test/meningioma/Te-me_0039.jpg: 224x224 meningioma 0.48, notumor 0.27, glioma 0.14, pituitary 0.10, 9.5ms\n",
            "image 41/306 /content/dataset/test/meningioma/Te-me_0040.jpg: 224x224 meningioma 0.51, glioma 0.35, notumor 0.07, pituitary 0.06, 9.3ms\n",
            "image 42/306 /content/dataset/test/meningioma/Te-me_0041.jpg: 224x224 meningioma 0.72, glioma 0.13, notumor 0.09, pituitary 0.07, 9.2ms\n",
            "image 43/306 /content/dataset/test/meningioma/Te-me_0042.jpg: 224x224 meningioma 0.74, glioma 0.14, pituitary 0.07, notumor 0.05, 9.3ms\n",
            "image 44/306 /content/dataset/test/meningioma/Te-me_0043.jpg: 224x224 meningioma 0.73, glioma 0.14, pituitary 0.08, notumor 0.06, 9.3ms\n",
            "image 45/306 /content/dataset/test/meningioma/Te-me_0044.jpg: 224x224 meningioma 0.54, notumor 0.25, glioma 0.11, pituitary 0.09, 9.5ms\n",
            "image 46/306 /content/dataset/test/meningioma/Te-me_0045.jpg: 224x224 meningioma 0.72, pituitary 0.10, notumor 0.10, glioma 0.08, 9.5ms\n",
            "image 47/306 /content/dataset/test/meningioma/Te-me_0046.jpg: 224x224 meningioma 0.66, glioma 0.13, notumor 0.12, pituitary 0.09, 9.5ms\n",
            "image 48/306 /content/dataset/test/meningioma/Te-me_0047.jpg: 224x224 meningioma 0.60, glioma 0.19, notumor 0.16, pituitary 0.05, 9.3ms\n",
            "image 49/306 /content/dataset/test/meningioma/Te-me_0048.jpg: 224x224 meningioma 0.52, pituitary 0.23, glioma 0.13, notumor 0.12, 9.4ms\n",
            "image 50/306 /content/dataset/test/meningioma/Te-me_0049.jpg: 224x224 meningioma 0.37, notumor 0.31, glioma 0.23, pituitary 0.10, 9.5ms\n",
            "image 51/306 /content/dataset/test/meningioma/Te-me_0050.jpg: 224x224 meningioma 0.49, notumor 0.27, glioma 0.17, pituitary 0.07, 9.3ms\n",
            "image 52/306 /content/dataset/test/meningioma/Te-me_0051.jpg: 224x224 meningioma 0.49, glioma 0.34, notumor 0.12, pituitary 0.05, 9.2ms\n",
            "image 53/306 /content/dataset/test/meningioma/Te-me_0052.jpg: 224x224 meningioma 0.41, glioma 0.30, notumor 0.17, pituitary 0.12, 9.2ms\n",
            "image 54/306 /content/dataset/test/meningioma/Te-me_0053.jpg: 224x224 meningioma 0.56, glioma 0.24, notumor 0.13, pituitary 0.08, 9.2ms\n",
            "image 55/306 /content/dataset/test/meningioma/Te-me_0054.jpg: 224x224 meningioma 0.74, glioma 0.14, pituitary 0.07, notumor 0.04, 9.3ms\n",
            "image 56/306 /content/dataset/test/meningioma/Te-me_0055.jpg: 224x224 meningioma 0.74, glioma 0.15, pituitary 0.07, notumor 0.04, 9.1ms\n",
            "image 57/306 /content/dataset/test/meningioma/Te-me_0056.jpg: 224x224 meningioma 0.62, glioma 0.24, notumor 0.08, pituitary 0.06, 9.2ms\n",
            "image 58/306 /content/dataset/test/meningioma/Te-me_0057.jpg: 224x224 notumor 0.55, meningioma 0.27, glioma 0.11, pituitary 0.07, 9.3ms\n",
            "image 59/306 /content/dataset/test/meningioma/Te-me_0058.jpg: 224x224 meningioma 0.55, pituitary 0.21, glioma 0.13, notumor 0.10, 9.3ms\n",
            "image 60/306 /content/dataset/test/meningioma/Te-me_0059.jpg: 224x224 notumor 0.83, glioma 0.09, meningioma 0.05, pituitary 0.03, 9.1ms\n",
            "image 61/306 /content/dataset/test/meningioma/Te-me_0060.jpg: 224x224 notumor 0.40, glioma 0.35, meningioma 0.20, pituitary 0.05, 9.3ms\n",
            "image 62/306 /content/dataset/test/meningioma/Te-me_0061.jpg: 224x224 meningioma 0.63, glioma 0.23, pituitary 0.08, notumor 0.06, 9.1ms\n",
            "image 63/306 /content/dataset/test/meningioma/Te-me_0062.jpg: 224x224 meningioma 0.55, notumor 0.21, glioma 0.19, pituitary 0.05, 9.1ms\n",
            "image 64/306 /content/dataset/test/meningioma/Te-me_0063.jpg: 224x224 meningioma 0.65, glioma 0.13, notumor 0.12, pituitary 0.09, 9.3ms\n",
            "image 65/306 /content/dataset/test/meningioma/Te-me_0064.jpg: 224x224 notumor 0.78, meningioma 0.10, glioma 0.06, pituitary 0.05, 9.1ms\n",
            "image 66/306 /content/dataset/test/meningioma/Te-me_0065.jpg: 224x224 notumor 0.51, meningioma 0.33, glioma 0.10, pituitary 0.06, 9.3ms\n",
            "image 67/306 /content/dataset/test/meningioma/Te-me_0066.jpg: 224x224 meningioma 0.48, glioma 0.35, pituitary 0.09, notumor 0.09, 9.0ms\n",
            "image 68/306 /content/dataset/test/meningioma/Te-me_0067.jpg: 224x224 glioma 0.41, meningioma 0.34, notumor 0.19, pituitary 0.06, 9.5ms\n",
            "image 69/306 /content/dataset/test/meningioma/Te-me_0068.jpg: 224x224 meningioma 0.50, glioma 0.23, notumor 0.18, pituitary 0.09, 9.6ms\n",
            "image 70/306 /content/dataset/test/meningioma/Te-me_0069.jpg: 224x224 meningioma 0.73, notumor 0.10, pituitary 0.09, glioma 0.09, 9.5ms\n",
            "image 71/306 /content/dataset/test/meningioma/Te-me_0070.jpg: 224x224 meningioma 0.44, notumor 0.34, glioma 0.12, pituitary 0.11, 9.2ms\n",
            "image 72/306 /content/dataset/test/meningioma/Te-me_0071.jpg: 224x224 meningioma 0.52, glioma 0.30, notumor 0.11, pituitary 0.07, 9.2ms\n",
            "image 73/306 /content/dataset/test/meningioma/Te-me_0072.jpg: 224x224 meningioma 0.67, notumor 0.15, glioma 0.14, pituitary 0.04, 9.1ms\n",
            "image 74/306 /content/dataset/test/meningioma/Te-me_0073.jpg: 224x224 meningioma 0.52, glioma 0.30, notumor 0.11, pituitary 0.07, 9.5ms\n",
            "image 75/306 /content/dataset/test/meningioma/Te-me_0074.jpg: 224x224 meningioma 0.62, notumor 0.25, glioma 0.08, pituitary 0.05, 9.8ms\n",
            "image 76/306 /content/dataset/test/meningioma/Te-me_0075.jpg: 224x224 meningioma 0.50, glioma 0.25, notumor 0.20, pituitary 0.06, 12.0ms\n",
            "image 77/306 /content/dataset/test/meningioma/Te-me_0076.jpg: 224x224 meningioma 0.68, glioma 0.22, notumor 0.05, pituitary 0.05, 10.2ms\n",
            "image 78/306 /content/dataset/test/meningioma/Te-me_0077.jpg: 224x224 meningioma 0.47, glioma 0.24, notumor 0.22, pituitary 0.06, 9.3ms\n",
            "image 79/306 /content/dataset/test/meningioma/Te-me_0078.jpg: 224x224 meningioma 0.48, notumor 0.30, glioma 0.13, pituitary 0.09, 9.1ms\n",
            "image 80/306 /content/dataset/test/meningioma/Te-me_0079.jpg: 224x224 meningioma 0.59, glioma 0.24, notumor 0.10, pituitary 0.07, 9.4ms\n",
            "image 81/306 /content/dataset/test/meningioma/Te-me_0080.jpg: 224x224 pituitary 0.39, glioma 0.36, notumor 0.18, meningioma 0.07, 9.9ms\n",
            "image 82/306 /content/dataset/test/meningioma/Te-me_0081.jpg: 224x224 notumor 0.47, meningioma 0.33, glioma 0.12, pituitary 0.07, 9.2ms\n",
            "image 83/306 /content/dataset/test/meningioma/Te-me_0082.jpg: 224x224 meningioma 0.43, notumor 0.29, pituitary 0.16, glioma 0.11, 9.3ms\n",
            "image 84/306 /content/dataset/test/meningioma/Te-me_0083.jpg: 224x224 notumor 0.50, meningioma 0.27, glioma 0.19, pituitary 0.04, 9.5ms\n",
            "image 85/306 /content/dataset/test/meningioma/Te-me_0084.jpg: 224x224 meningioma 0.46, notumor 0.31, pituitary 0.12, glioma 0.12, 9.0ms\n",
            "image 86/306 /content/dataset/test/meningioma/Te-me_0085.jpg: 224x224 meningioma 0.56, notumor 0.19, glioma 0.15, pituitary 0.10, 9.1ms\n",
            "image 87/306 /content/dataset/test/meningioma/Te-me_0086.jpg: 224x224 meningioma 0.71, glioma 0.18, notumor 0.06, pituitary 0.05, 9.0ms\n",
            "image 88/306 /content/dataset/test/meningioma/Te-me_0087.jpg: 224x224 meningioma 0.60, glioma 0.22, notumor 0.13, pituitary 0.05, 9.2ms\n",
            "image 89/306 /content/dataset/test/meningioma/Te-me_0088.jpg: 224x224 glioma 0.34, meningioma 0.32, notumor 0.27, pituitary 0.07, 9.0ms\n",
            "image 90/306 /content/dataset/test/meningioma/Te-me_0089.jpg: 224x224 meningioma 0.56, notumor 0.22, glioma 0.16, pituitary 0.07, 8.9ms\n",
            "image 91/306 /content/dataset/test/meningioma/Te-me_0090.jpg: 224x224 meningioma 0.52, notumor 0.19, glioma 0.19, pituitary 0.10, 9.1ms\n",
            "image 92/306 /content/dataset/test/meningioma/Te-me_0091.jpg: 224x224 meningioma 0.63, notumor 0.21, glioma 0.08, pituitary 0.07, 9.0ms\n",
            "image 93/306 /content/dataset/test/meningioma/Te-me_0092.jpg: 224x224 pituitary 0.36, glioma 0.30, meningioma 0.25, notumor 0.08, 9.4ms\n",
            "image 94/306 /content/dataset/test/meningioma/Te-me_0093.jpg: 224x224 meningioma 0.67, notumor 0.23, glioma 0.08, pituitary 0.03, 9.1ms\n",
            "image 95/306 /content/dataset/test/meningioma/Te-me_0094.jpg: 224x224 meningioma 0.65, glioma 0.18, notumor 0.13, pituitary 0.04, 9.6ms\n",
            "image 96/306 /content/dataset/test/meningioma/Te-me_0095.jpg: 224x224 meningioma 0.50, glioma 0.24, notumor 0.18, pituitary 0.08, 9.2ms\n",
            "image 97/306 /content/dataset/test/meningioma/Te-me_0096.jpg: 224x224 meningioma 0.44, glioma 0.31, notumor 0.17, pituitary 0.09, 9.2ms\n",
            "image 98/306 /content/dataset/test/meningioma/Te-me_0097.jpg: 224x224 meningioma 0.48, notumor 0.28, glioma 0.16, pituitary 0.08, 9.2ms\n",
            "image 99/306 /content/dataset/test/meningioma/Te-me_0098.jpg: 224x224 meningioma 0.51, notumor 0.30, glioma 0.10, pituitary 0.08, 9.1ms\n",
            "image 100/306 /content/dataset/test/meningioma/Te-me_0099.jpg: 224x224 notumor 0.61, meningioma 0.23, glioma 0.10, pituitary 0.06, 9.5ms\n",
            "image 101/306 /content/dataset/test/meningioma/Te-me_0100.jpg: 224x224 meningioma 0.48, glioma 0.25, notumor 0.22, pituitary 0.05, 9.0ms\n",
            "image 102/306 /content/dataset/test/meningioma/Te-me_0101.jpg: 224x224 meningioma 0.51, notumor 0.27, glioma 0.15, pituitary 0.07, 9.1ms\n",
            "image 103/306 /content/dataset/test/meningioma/Te-me_0102.jpg: 224x224 meningioma 0.66, notumor 0.19, glioma 0.12, pituitary 0.04, 10.9ms\n",
            "image 104/306 /content/dataset/test/meningioma/Te-me_0103.jpg: 224x224 meningioma 0.70, notumor 0.15, glioma 0.10, pituitary 0.04, 9.0ms\n",
            "image 105/306 /content/dataset/test/meningioma/Te-me_0104.jpg: 224x224 meningioma 0.50, pituitary 0.20, glioma 0.18, notumor 0.12, 11.9ms\n",
            "image 106/306 /content/dataset/test/meningioma/Te-me_0105.jpg: 224x224 notumor 0.56, meningioma 0.34, glioma 0.07, pituitary 0.03, 9.1ms\n",
            "image 107/306 /content/dataset/test/meningioma/Te-me_0106.jpg: 224x224 notumor 0.43, meningioma 0.41, glioma 0.11, pituitary 0.06, 8.6ms\n",
            "image 108/306 /content/dataset/test/meningioma/Te-me_0107.jpg: 224x224 meningioma 0.55, notumor 0.28, glioma 0.11, pituitary 0.06, 8.9ms\n",
            "image 109/306 /content/dataset/test/meningioma/Te-me_0108.jpg: 224x224 meningioma 0.57, notumor 0.21, glioma 0.16, pituitary 0.06, 9.2ms\n",
            "image 110/306 /content/dataset/test/meningioma/Te-me_0109.jpg: 224x224 meningioma 0.59, glioma 0.19, notumor 0.17, pituitary 0.05, 9.7ms\n",
            "image 111/306 /content/dataset/test/meningioma/Te-me_0110.jpg: 224x224 meningioma 0.71, glioma 0.23, notumor 0.04, pituitary 0.03, 8.9ms\n",
            "image 112/306 /content/dataset/test/meningioma/Te-me_0111.jpg: 224x224 notumor 0.65, meningioma 0.21, glioma 0.08, pituitary 0.06, 8.8ms\n",
            "image 113/306 /content/dataset/test/meningioma/Te-me_0112.jpg: 224x224 notumor 0.56, meningioma 0.30, glioma 0.10, pituitary 0.04, 8.9ms\n",
            "image 114/306 /content/dataset/test/meningioma/Te-me_0113.jpg: 224x224 meningioma 0.42, notumor 0.38, glioma 0.13, pituitary 0.06, 9.0ms\n",
            "image 115/306 /content/dataset/test/meningioma/Te-me_0114.jpg: 224x224 meningioma 0.51, glioma 0.35, notumor 0.08, pituitary 0.06, 9.2ms\n",
            "image 116/306 /content/dataset/test/meningioma/Te-me_0115.jpg: 224x224 meningioma 0.58, glioma 0.33, notumor 0.05, pituitary 0.04, 8.9ms\n",
            "image 117/306 /content/dataset/test/meningioma/Te-me_0116.jpg: 224x224 meningioma 0.71, glioma 0.22, notumor 0.04, pituitary 0.03, 8.7ms\n",
            "image 118/306 /content/dataset/test/meningioma/Te-me_0117.jpg: 224x224 meningioma 0.69, glioma 0.20, notumor 0.08, pituitary 0.03, 8.9ms\n",
            "image 119/306 /content/dataset/test/meningioma/Te-me_0118.jpg: 224x224 meningioma 0.74, glioma 0.14, pituitary 0.08, notumor 0.04, 8.7ms\n",
            "image 120/306 /content/dataset/test/meningioma/Te-me_0119.jpg: 224x224 meningioma 0.77, glioma 0.14, notumor 0.05, pituitary 0.04, 9.9ms\n",
            "image 121/306 /content/dataset/test/meningioma/Te-me_0120.jpg: 224x224 meningioma 0.57, glioma 0.34, notumor 0.06, pituitary 0.02, 8.7ms\n",
            "image 122/306 /content/dataset/test/meningioma/Te-me_0121.jpg: 224x224 meningioma 0.75, glioma 0.17, pituitary 0.05, notumor 0.03, 8.9ms\n",
            "image 123/306 /content/dataset/test/meningioma/Te-me_0122.jpg: 224x224 meningioma 0.75, glioma 0.17, notumor 0.05, pituitary 0.03, 8.8ms\n",
            "image 124/306 /content/dataset/test/meningioma/Te-me_0123.jpg: 224x224 meningioma 0.62, glioma 0.26, notumor 0.08, pituitary 0.04, 9.0ms\n",
            "image 125/306 /content/dataset/test/meningioma/Te-me_0124.jpg: 224x224 meningioma 0.67, glioma 0.27, notumor 0.04, pituitary 0.02, 9.1ms\n",
            "image 126/306 /content/dataset/test/meningioma/Te-me_0125.jpg: 224x224 meningioma 0.67, glioma 0.19, notumor 0.09, pituitary 0.05, 8.9ms\n",
            "image 127/306 /content/dataset/test/meningioma/Te-me_0126.jpg: 224x224 meningioma 0.68, glioma 0.16, notumor 0.12, pituitary 0.04, 9.3ms\n",
            "image 128/306 /content/dataset/test/meningioma/Te-me_0127.jpg: 224x224 meningioma 0.72, glioma 0.18, notumor 0.07, pituitary 0.03, 9.1ms\n",
            "image 129/306 /content/dataset/test/meningioma/Te-me_0128.jpg: 224x224 meningioma 0.70, glioma 0.14, pituitary 0.11, notumor 0.05, 8.8ms\n",
            "image 130/306 /content/dataset/test/meningioma/Te-me_0129.jpg: 224x224 meningioma 0.67, glioma 0.19, notumor 0.10, pituitary 0.04, 8.8ms\n",
            "image 131/306 /content/dataset/test/meningioma/Te-me_0130.jpg: 224x224 meningioma 0.47, glioma 0.42, notumor 0.08, pituitary 0.03, 11.1ms\n",
            "image 132/306 /content/dataset/test/meningioma/Te-me_0131.jpg: 224x224 meningioma 0.65, glioma 0.18, notumor 0.14, pituitary 0.03, 8.8ms\n",
            "image 133/306 /content/dataset/test/meningioma/Te-me_0132.jpg: 224x224 meningioma 0.76, glioma 0.13, pituitary 0.05, notumor 0.05, 8.8ms\n",
            "image 134/306 /content/dataset/test/meningioma/Te-me_0133.jpg: 224x224 meningioma 0.66, glioma 0.18, notumor 0.13, pituitary 0.03, 8.9ms\n",
            "image 135/306 /content/dataset/test/meningioma/Te-me_0134.jpg: 224x224 meningioma 0.64, glioma 0.28, notumor 0.06, pituitary 0.02, 8.7ms\n",
            "image 136/306 /content/dataset/test/meningioma/Te-me_0135.jpg: 224x224 meningioma 0.71, glioma 0.15, notumor 0.10, pituitary 0.05, 8.6ms\n",
            "image 137/306 /content/dataset/test/meningioma/Te-me_0136.jpg: 224x224 meningioma 0.62, glioma 0.21, pituitary 0.12, notumor 0.05, 8.8ms\n",
            "image 138/306 /content/dataset/test/meningioma/Te-me_0137.jpg: 224x224 meningioma 0.70, glioma 0.20, notumor 0.06, pituitary 0.04, 8.9ms\n",
            "image 139/306 /content/dataset/test/meningioma/Te-me_0138.jpg: 224x224 meningioma 0.68, glioma 0.18, notumor 0.09, pituitary 0.05, 8.8ms\n",
            "image 140/306 /content/dataset/test/meningioma/Te-me_0139.jpg: 224x224 meningioma 0.70, glioma 0.16, notumor 0.08, pituitary 0.06, 8.7ms\n",
            "image 141/306 /content/dataset/test/meningioma/Te-me_0140.jpg: 224x224 notumor 0.61, meningioma 0.24, glioma 0.10, pituitary 0.05, 8.5ms\n",
            "image 142/306 /content/dataset/test/meningioma/Te-me_0141.jpg: 224x224 meningioma 0.73, glioma 0.23, pituitary 0.03, notumor 0.02, 8.8ms\n",
            "image 143/306 /content/dataset/test/meningioma/Te-me_0142.jpg: 224x224 meningioma 0.75, glioma 0.16, notumor 0.05, pituitary 0.04, 8.4ms\n",
            "image 144/306 /content/dataset/test/meningioma/Te-me_0143.jpg: 224x224 notumor 0.43, meningioma 0.41, glioma 0.11, pituitary 0.06, 8.6ms\n",
            "image 145/306 /content/dataset/test/meningioma/Te-me_0144.jpg: 224x224 meningioma 0.68, glioma 0.17, notumor 0.10, pituitary 0.04, 8.5ms\n",
            "image 146/306 /content/dataset/test/meningioma/Te-me_0145.jpg: 224x224 meningioma 0.71, glioma 0.23, notumor 0.04, pituitary 0.03, 8.6ms\n",
            "image 147/306 /content/dataset/test/meningioma/Te-me_0146.jpg: 224x224 meningioma 0.59, glioma 0.29, notumor 0.09, pituitary 0.03, 8.4ms\n",
            "image 148/306 /content/dataset/test/meningioma/Te-me_0147.jpg: 224x224 meningioma 0.67, glioma 0.19, notumor 0.09, pituitary 0.05, 8.4ms\n",
            "image 149/306 /content/dataset/test/meningioma/Te-me_0148.jpg: 224x224 meningioma 0.71, pituitary 0.15, glioma 0.10, notumor 0.04, 8.5ms\n",
            "image 150/306 /content/dataset/test/meningioma/Te-me_0149.jpg: 224x224 meningioma 0.69, glioma 0.16, notumor 0.10, pituitary 0.05, 8.6ms\n",
            "image 151/306 /content/dataset/test/meningioma/Te-me_0150.jpg: 224x224 meningioma 0.76, glioma 0.16, notumor 0.05, pituitary 0.03, 8.5ms\n",
            "image 152/306 /content/dataset/test/meningioma/Te-me_0151.jpg: 224x224 meningioma 0.71, glioma 0.15, notumor 0.10, pituitary 0.04, 8.6ms\n",
            "image 153/306 /content/dataset/test/meningioma/Te-me_0152.jpg: 224x224 meningioma 0.72, glioma 0.18, notumor 0.06, pituitary 0.04, 8.6ms\n",
            "image 154/306 /content/dataset/test/meningioma/Te-me_0153.jpg: 224x224 meningioma 0.74, glioma 0.14, pituitary 0.08, notumor 0.04, 8.6ms\n",
            "image 155/306 /content/dataset/test/meningioma/Te-me_0154.jpg: 224x224 meningioma 0.76, glioma 0.14, pituitary 0.05, notumor 0.05, 8.6ms\n",
            "image 156/306 /content/dataset/test/meningioma/Te-me_0155.jpg: 224x224 meningioma 0.64, glioma 0.22, notumor 0.08, pituitary 0.05, 8.4ms\n",
            "image 157/306 /content/dataset/test/meningioma/Te-me_0156.jpg: 224x224 meningioma 0.65, glioma 0.17, pituitary 0.15, notumor 0.04, 8.6ms\n",
            "image 158/306 /content/dataset/test/meningioma/Te-me_0157.jpg: 224x224 meningioma 0.69, glioma 0.20, pituitary 0.05, notumor 0.05, 9.2ms\n",
            "image 159/306 /content/dataset/test/meningioma/Te-me_0158.jpg: 224x224 meningioma 0.71, glioma 0.17, notumor 0.07, pituitary 0.04, 8.4ms\n",
            "image 160/306 /content/dataset/test/meningioma/Te-me_0159.jpg: 224x224 meningioma 0.77, glioma 0.13, notumor 0.05, pituitary 0.04, 8.5ms\n",
            "image 161/306 /content/dataset/test/meningioma/Te-me_0160.jpg: 224x224 meningioma 0.72, glioma 0.18, notumor 0.07, pituitary 0.04, 8.9ms\n",
            "image 162/306 /content/dataset/test/meningioma/Te-me_0161.jpg: 224x224 meningioma 0.61, pituitary 0.24, glioma 0.10, notumor 0.05, 8.6ms\n",
            "image 163/306 /content/dataset/test/meningioma/Te-me_0162.jpg: 224x224 meningioma 0.76, glioma 0.11, pituitary 0.10, notumor 0.04, 9.1ms\n",
            "image 164/306 /content/dataset/test/meningioma/Te-me_0163.jpg: 224x224 meningioma 0.61, pituitary 0.22, glioma 0.12, notumor 0.05, 9.1ms\n",
            "image 165/306 /content/dataset/test/meningioma/Te-me_0164.jpg: 224x224 meningioma 0.48, pituitary 0.31, glioma 0.13, notumor 0.07, 9.7ms\n",
            "image 166/306 /content/dataset/test/meningioma/Te-me_0165.jpg: 224x224 meningioma 0.72, glioma 0.19, notumor 0.05, pituitary 0.04, 8.8ms\n",
            "image 167/306 /content/dataset/test/meningioma/Te-me_0166.jpg: 224x224 meningioma 0.68, glioma 0.24, notumor 0.05, pituitary 0.03, 8.9ms\n",
            "image 168/306 /content/dataset/test/meningioma/Te-me_0167.jpg: 224x224 meningioma 0.75, glioma 0.15, notumor 0.05, pituitary 0.05, 8.6ms\n",
            "image 169/306 /content/dataset/test/meningioma/Te-me_0168.jpg: 224x224 meningioma 0.73, glioma 0.16, notumor 0.06, pituitary 0.05, 8.9ms\n",
            "image 170/306 /content/dataset/test/meningioma/Te-me_0169.jpg: 224x224 meningioma 0.70, glioma 0.18, notumor 0.07, pituitary 0.04, 12.6ms\n",
            "image 171/306 /content/dataset/test/meningioma/Te-me_0170.jpg: 224x224 meningioma 0.73, glioma 0.18, notumor 0.05, pituitary 0.04, 8.6ms\n",
            "image 172/306 /content/dataset/test/meningioma/Te-me_0171.jpg: 224x224 meningioma 0.63, glioma 0.27, notumor 0.07, pituitary 0.03, 8.7ms\n",
            "image 173/306 /content/dataset/test/meningioma/Te-me_0172.jpg: 224x224 meningioma 0.71, glioma 0.18, notumor 0.06, pituitary 0.05, 11.1ms\n",
            "image 174/306 /content/dataset/test/meningioma/Te-me_0173.jpg: 224x224 meningioma 0.69, glioma 0.19, notumor 0.07, pituitary 0.06, 8.7ms\n",
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            "image 176/306 /content/dataset/test/meningioma/Te-me_0175.jpg: 224x224 meningioma 0.70, notumor 0.15, glioma 0.12, pituitary 0.03, 9.0ms\n",
            "image 177/306 /content/dataset/test/meningioma/Te-me_0176.jpg: 224x224 meningioma 0.66, glioma 0.22, notumor 0.07, pituitary 0.06, 8.9ms\n",
            "image 178/306 /content/dataset/test/meningioma/Te-me_0177.jpg: 224x224 meningioma 0.72, glioma 0.16, pituitary 0.07, notumor 0.05, 8.9ms\n",
            "image 179/306 /content/dataset/test/meningioma/Te-me_0178.jpg: 224x224 meningioma 0.76, glioma 0.18, notumor 0.04, pituitary 0.02, 8.6ms\n",
            "image 180/306 /content/dataset/test/meningioma/Te-me_0179.jpg: 224x224 meningioma 0.66, glioma 0.27, notumor 0.04, pituitary 0.03, 9.2ms\n",
            "image 181/306 /content/dataset/test/meningioma/Te-me_0180.jpg: 224x224 meningioma 0.67, glioma 0.20, notumor 0.08, pituitary 0.05, 9.1ms\n",
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            "image 191/306 /content/dataset/test/meningioma/Te-me_0190.jpg: 224x224 meningioma 0.74, glioma 0.17, notumor 0.05, pituitary 0.04, 14.2ms\n",
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            "image 194/306 /content/dataset/test/meningioma/Te-me_0193.jpg: 224x224 pituitary 0.63, meningioma 0.18, glioma 0.11, notumor 0.08, 11.3ms\n",
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            "image 202/306 /content/dataset/test/meningioma/Te-me_0201.jpg: 224x224 meningioma 0.62, glioma 0.23, notumor 0.10, pituitary 0.06, 13.4ms\n",
            "image 203/306 /content/dataset/test/meningioma/Te-me_0202.jpg: 224x224 meningioma 0.65, glioma 0.20, notumor 0.11, pituitary 0.03, 11.5ms\n",
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            "image 232/306 /content/dataset/test/meningioma/Te-me_0231.jpg: 224x224 pituitary 0.41, meningioma 0.40, glioma 0.12, notumor 0.07, 11.4ms\n",
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            "image 238/306 /content/dataset/test/meningioma/Te-me_0237.jpg: 224x224 meningioma 0.76, glioma 0.15, pituitary 0.05, notumor 0.04, 16.1ms\n",
            "image 239/306 /content/dataset/test/meningioma/Te-me_0238.jpg: 224x224 meningioma 0.68, glioma 0.19, pituitary 0.08, notumor 0.05, 11.6ms\n",
            "image 240/306 /content/dataset/test/meningioma/Te-me_0239.jpg: 224x224 meningioma 0.70, glioma 0.15, notumor 0.08, pituitary 0.06, 11.5ms\n",
            "image 241/306 /content/dataset/test/meningioma/Te-me_0240.jpg: 224x224 meningioma 0.75, glioma 0.16, notumor 0.05, pituitary 0.04, 11.0ms\n",
            "image 242/306 /content/dataset/test/meningioma/Te-me_0241.jpg: 224x224 meningioma 0.58, glioma 0.36, notumor 0.03, pituitary 0.03, 11.3ms\n",
            "image 243/306 /content/dataset/test/meningioma/Te-me_0242.jpg: 224x224 meningioma 0.68, glioma 0.16, notumor 0.09, pituitary 0.06, 11.3ms\n",
            "image 244/306 /content/dataset/test/meningioma/Te-me_0243.jpg: 224x224 meningioma 0.77, glioma 0.13, notumor 0.06, pituitary 0.04, 11.4ms\n",
            "image 245/306 /content/dataset/test/meningioma/Te-me_0244.jpg: 224x224 meningioma 0.64, glioma 0.23, notumor 0.07, pituitary 0.06, 11.2ms\n",
            "image 246/306 /content/dataset/test/meningioma/Te-me_0245.jpg: 224x224 meningioma 0.73, glioma 0.22, notumor 0.04, pituitary 0.02, 11.4ms\n",
            "image 247/306 /content/dataset/test/meningioma/Te-me_0246.jpg: 224x224 meningioma 0.65, glioma 0.21, pituitary 0.07, notumor 0.07, 14.1ms\n",
            "image 248/306 /content/dataset/test/meningioma/Te-me_0247.jpg: 224x224 meningioma 0.76, glioma 0.15, notumor 0.05, pituitary 0.05, 13.6ms\n",
            "image 249/306 /content/dataset/test/meningioma/Te-me_0248.jpg: 224x224 meningioma 0.78, glioma 0.12, pituitary 0.06, notumor 0.04, 13.9ms\n",
            "image 250/306 /content/dataset/test/meningioma/Te-me_0249.jpg: 224x224 meningioma 0.65, glioma 0.21, notumor 0.08, pituitary 0.05, 11.5ms\n",
            "image 251/306 /content/dataset/test/meningioma/Te-me_0250.jpg: 224x224 meningioma 0.63, glioma 0.28, pituitary 0.05, notumor 0.04, 12.0ms\n",
            "image 252/306 /content/dataset/test/meningioma/Te-me_0251.jpg: 224x224 meningioma 0.74, glioma 0.19, pituitary 0.05, notumor 0.02, 11.2ms\n",
            "image 253/306 /content/dataset/test/meningioma/Te-me_0252.jpg: 224x224 meningioma 0.79, glioma 0.14, pituitary 0.04, notumor 0.03, 13.9ms\n",
            "image 254/306 /content/dataset/test/meningioma/Te-me_0253.jpg: 224x224 meningioma 0.57, glioma 0.23, notumor 0.13, pituitary 0.06, 11.6ms\n",
            "image 255/306 /content/dataset/test/meningioma/Te-me_0254.jpg: 224x224 meningioma 0.48, glioma 0.41, notumor 0.07, pituitary 0.04, 18.5ms\n",
            "image 256/306 /content/dataset/test/meningioma/Te-me_0255.jpg: 224x224 meningioma 0.74, glioma 0.16, pituitary 0.05, notumor 0.05, 11.5ms\n",
            "image 257/306 /content/dataset/test/meningioma/Te-me_0256.jpg: 224x224 meningioma 0.70, glioma 0.21, notumor 0.05, pituitary 0.04, 13.7ms\n",
            "image 258/306 /content/dataset/test/meningioma/Te-me_0257.jpg: 224x224 meningioma 0.73, glioma 0.16, notumor 0.07, pituitary 0.04, 11.7ms\n",
            "image 259/306 /content/dataset/test/meningioma/Te-me_0258.jpg: 224x224 meningioma 0.60, glioma 0.26, notumor 0.09, pituitary 0.05, 11.7ms\n",
            "image 260/306 /content/dataset/test/meningioma/Te-me_0259.jpg: 224x224 glioma 0.47, meningioma 0.47, notumor 0.03, pituitary 0.02, 13.7ms\n",
            "image 261/306 /content/dataset/test/meningioma/Te-me_0260.jpg: 224x224 meningioma 0.57, glioma 0.34, notumor 0.06, pituitary 0.03, 14.0ms\n",
            "image 262/306 /content/dataset/test/meningioma/Te-me_0261.jpg: 224x224 meningioma 0.59, glioma 0.30, notumor 0.06, pituitary 0.05, 13.1ms\n",
            "image 263/306 /content/dataset/test/meningioma/Te-me_0262.jpg: 224x224 meningioma 0.61, glioma 0.29, notumor 0.06, pituitary 0.04, 17.5ms\n",
            "image 264/306 /content/dataset/test/meningioma/Te-me_0263.jpg: 224x224 meningioma 0.72, glioma 0.18, notumor 0.05, pituitary 0.04, 13.9ms\n",
            "image 265/306 /content/dataset/test/meningioma/Te-me_0264.jpg: 224x224 meningioma 0.75, glioma 0.16, notumor 0.05, pituitary 0.04, 16.6ms\n",
            "image 266/306 /content/dataset/test/meningioma/Te-me_0265.jpg: 224x224 meningioma 0.74, glioma 0.15, notumor 0.07, pituitary 0.04, 13.7ms\n",
            "image 267/306 /content/dataset/test/meningioma/Te-me_0266.jpg: 224x224 meningioma 0.62, glioma 0.31, pituitary 0.05, notumor 0.02, 15.7ms\n",
            "image 268/306 /content/dataset/test/meningioma/Te-me_0267.jpg: 224x224 meningioma 0.60, glioma 0.24, notumor 0.08, pituitary 0.08, 14.0ms\n",
            "image 269/306 /content/dataset/test/meningioma/Te-me_0268.jpg: 224x224 meningioma 0.69, glioma 0.22, notumor 0.05, pituitary 0.04, 13.1ms\n",
            "image 270/306 /content/dataset/test/meningioma/Te-me_0269.jpg: 224x224 meningioma 0.75, glioma 0.11, pituitary 0.09, notumor 0.05, 14.0ms\n",
            "image 271/306 /content/dataset/test/meningioma/Te-me_0270.jpg: 224x224 meningioma 0.70, glioma 0.18, notumor 0.09, pituitary 0.03, 17.0ms\n",
            "image 272/306 /content/dataset/test/meningioma/Te-me_0271.jpg: 224x224 meningioma 0.73, glioma 0.17, notumor 0.06, pituitary 0.03, 14.8ms\n",
            "image 273/306 /content/dataset/test/meningioma/Te-me_0272.jpg: 224x224 meningioma 0.69, glioma 0.20, pituitary 0.07, notumor 0.04, 14.7ms\n",
            "image 274/306 /content/dataset/test/meningioma/Te-me_0273.jpg: 224x224 meningioma 0.63, glioma 0.19, notumor 0.13, pituitary 0.05, 10.2ms\n",
            "image 275/306 /content/dataset/test/meningioma/Te-me_0274.jpg: 224x224 meningioma 0.66, glioma 0.19, notumor 0.10, pituitary 0.05, 10.0ms\n",
            "image 276/306 /content/dataset/test/meningioma/Te-me_0275.jpg: 224x224 meningioma 0.77, glioma 0.15, notumor 0.05, pituitary 0.02, 10.0ms\n",
            "image 277/306 /content/dataset/test/meningioma/Te-me_0276.jpg: 224x224 meningioma 0.69, glioma 0.20, notumor 0.06, pituitary 0.05, 9.8ms\n",
            "image 278/306 /content/dataset/test/meningioma/Te-me_0277.jpg: 224x224 meningioma 0.57, glioma 0.32, notumor 0.07, pituitary 0.04, 9.8ms\n",
            "image 279/306 /content/dataset/test/meningioma/Te-me_0278.jpg: 224x224 meningioma 0.74, glioma 0.15, notumor 0.06, pituitary 0.05, 9.9ms\n",
            "image 280/306 /content/dataset/test/meningioma/Te-me_0279.jpg: 224x224 meningioma 0.65, glioma 0.25, pituitary 0.05, notumor 0.05, 9.7ms\n",
            "image 281/306 /content/dataset/test/meningioma/Te-me_0280.jpg: 224x224 meningioma 0.77, glioma 0.16, pituitary 0.03, notumor 0.03, 9.8ms\n",
            "image 282/306 /content/dataset/test/meningioma/Te-me_0281.jpg: 224x224 meningioma 0.71, glioma 0.19, notumor 0.05, pituitary 0.04, 9.7ms\n",
            "image 283/306 /content/dataset/test/meningioma/Te-me_0282.jpg: 224x224 meningioma 0.72, glioma 0.19, notumor 0.05, pituitary 0.05, 9.9ms\n",
            "image 284/306 /content/dataset/test/meningioma/Te-me_0283.jpg: 224x224 meningioma 0.67, glioma 0.21, pituitary 0.08, notumor 0.04, 9.8ms\n",
            "image 285/306 /content/dataset/test/meningioma/Te-me_0284.jpg: 224x224 meningioma 0.69, glioma 0.19, pituitary 0.07, notumor 0.06, 9.8ms\n",
            "image 286/306 /content/dataset/test/meningioma/Te-me_0285.jpg: 224x224 meningioma 0.64, glioma 0.25, notumor 0.06, pituitary 0.05, 9.7ms\n",
            "image 287/306 /content/dataset/test/meningioma/Te-me_0286.jpg: 224x224 meningioma 0.50, glioma 0.43, pituitary 0.05, notumor 0.02, 9.9ms\n",
            "image 288/306 /content/dataset/test/meningioma/Te-me_0287.jpg: 224x224 meningioma 0.73, glioma 0.12, pituitary 0.11, notumor 0.04, 9.7ms\n",
            "image 289/306 /content/dataset/test/meningioma/Te-me_0288.jpg: 224x224 meningioma 0.77, glioma 0.12, notumor 0.07, pituitary 0.04, 10.1ms\n",
            "image 290/306 /content/dataset/test/meningioma/Te-me_0289.jpg: 224x224 meningioma 0.66, glioma 0.23, notumor 0.07, pituitary 0.05, 10.0ms\n",
            "image 291/306 /content/dataset/test/meningioma/Te-me_0290.jpg: 224x224 meningioma 0.73, glioma 0.19, notumor 0.05, pituitary 0.04, 9.9ms\n",
            "image 292/306 /content/dataset/test/meningioma/Te-me_0291.jpg: 224x224 meningioma 0.74, glioma 0.14, notumor 0.09, pituitary 0.04, 10.3ms\n",
            "image 293/306 /content/dataset/test/meningioma/Te-me_0292.jpg: 224x224 meningioma 0.67, glioma 0.17, pituitary 0.13, notumor 0.03, 10.1ms\n",
            "image 294/306 /content/dataset/test/meningioma/Te-me_0293.jpg: 224x224 meningioma 0.70, glioma 0.21, notumor 0.05, pituitary 0.04, 9.8ms\n",
            "image 295/306 /content/dataset/test/meningioma/Te-me_0294.jpg: 224x224 meningioma 0.70, glioma 0.22, notumor 0.04, pituitary 0.04, 9.8ms\n",
            "image 296/306 /content/dataset/test/meningioma/Te-me_0295.jpg: 224x224 meningioma 0.60, glioma 0.30, notumor 0.07, pituitary 0.02, 9.8ms\n",
            "image 297/306 /content/dataset/test/meningioma/Te-me_0296.jpg: 224x224 meningioma 0.46, glioma 0.40, pituitary 0.11, notumor 0.04, 9.9ms\n",
            "image 298/306 /content/dataset/test/meningioma/Te-me_0297.jpg: 224x224 meningioma 0.61, glioma 0.24, pituitary 0.08, notumor 0.07, 9.8ms\n",
            "image 299/306 /content/dataset/test/meningioma/Te-me_0298.jpg: 224x224 meningioma 0.72, glioma 0.14, notumor 0.09, pituitary 0.05, 9.8ms\n",
            "image 300/306 /content/dataset/test/meningioma/Te-me_0299.jpg: 224x224 meningioma 0.77, glioma 0.12, pituitary 0.08, notumor 0.03, 9.8ms\n",
            "image 301/306 /content/dataset/test/meningioma/Te-me_0300.jpg: 224x224 meningioma 0.78, glioma 0.12, pituitary 0.05, notumor 0.05, 9.8ms\n",
            "image 302/306 /content/dataset/test/meningioma/Te-me_0301.jpg: 224x224 meningioma 0.63, glioma 0.18, notumor 0.14, pituitary 0.05, 9.9ms\n",
            "image 303/306 /content/dataset/test/meningioma/Te-me_0302.jpg: 224x224 meningioma 0.66, glioma 0.16, notumor 0.12, pituitary 0.06, 13.1ms\n",
            "image 304/306 /content/dataset/test/meningioma/Te-me_0303.jpg: 224x224 meningioma 0.72, glioma 0.16, notumor 0.07, pituitary 0.04, 12.0ms\n",
            "image 305/306 /content/dataset/test/meningioma/Te-me_0304.jpg: 224x224 meningioma 0.69, glioma 0.15, pituitary 0.11, notumor 0.05, 10.8ms\n",
            "image 306/306 /content/dataset/test/meningioma/Te-me_0305.jpg: 224x224 meningioma 0.79, glioma 0.15, pituitary 0.03, notumor 0.03, 9.8ms\n",
            "Speed: 0.3ms pre-process, 10.2ms inference, 0.0ms NMS per image at shape (1, 3, 224, 224)\n",
            "Results saved to \u001b[1mruns/predict-cls/exp2\u001b[0m\n",
            "+++++++++++++++++++++           Notumor                  ++++++++++++++++++++++++++++++++++\n",
            "\u001b[34m\u001b[1mclassify/predict: \u001b[0mweights=['runs/train-cls/exp/weights/best.pt'], source=/content/dataset/test/notumor, data=data/coco128.yaml, imgsz=[224, 224], device=, view_img=False, save_txt=False, nosave=False, augment=False, visualize=False, update=False, project=runs/predict-cls, name=exp, exist_ok=False, half=False, dnn=False, vid_stride=1\n",
            "YOLOv5 🚀 v7.0-100-g4d28fec Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\n",
            "Fusing layers... \n",
            "Model summary: 215 layers, 25260100 parameters, 0 gradients, 68.3 GFLOPs\n",
            "image 1/405 /content/dataset/test/notumor/Te-noTr_0000.jpg: 224x224 notumor 0.84, meningioma 0.08, glioma 0.05, pituitary 0.02, 9.7ms\n",
            "image 2/405 /content/dataset/test/notumor/Te-noTr_0001.jpg: 224x224 notumor 0.83, meningioma 0.08, glioma 0.05, pituitary 0.04, 9.7ms\n",
            "image 3/405 /content/dataset/test/notumor/Te-noTr_0002.jpg: 224x224 notumor 0.85, meningioma 0.06, glioma 0.06, pituitary 0.03, 9.7ms\n",
            "image 4/405 /content/dataset/test/notumor/Te-noTr_0003.jpg: 224x224 notumor 0.85, meningioma 0.06, glioma 0.06, pituitary 0.03, 9.7ms\n",
            "image 5/405 /content/dataset/test/notumor/Te-noTr_0004.jpg: 224x224 notumor 0.86, meningioma 0.06, glioma 0.05, pituitary 0.02, 9.7ms\n",
            "image 6/405 /content/dataset/test/notumor/Te-noTr_0005.jpg: 224x224 notumor 0.83, meningioma 0.08, glioma 0.06, pituitary 0.03, 9.9ms\n",
            "image 7/405 /content/dataset/test/notumor/Te-noTr_0006.jpg: 224x224 notumor 0.85, meningioma 0.07, glioma 0.06, pituitary 0.03, 9.7ms\n",
            "image 8/405 /content/dataset/test/notumor/Te-noTr_0007.jpg: 224x224 notumor 0.71, meningioma 0.15, glioma 0.09, pituitary 0.05, 9.7ms\n",
            "image 9/405 /content/dataset/test/notumor/Te-noTr_0008.jpg: 224x224 notumor 0.82, meningioma 0.08, glioma 0.06, pituitary 0.05, 9.7ms\n",
            "image 10/405 /content/dataset/test/notumor/Te-noTr_0009.jpg: 224x224 notumor 0.83, meningioma 0.08, glioma 0.05, pituitary 0.04, 10.3ms\n",
            "image 11/405 /content/dataset/test/notumor/Te-no_0010.jpg: 224x224 notumor 0.82, meningioma 0.11, pituitary 0.04, glioma 0.03, 13.9ms\n",
            "image 12/405 /content/dataset/test/notumor/Te-no_0011.jpg: 224x224 notumor 0.84, meningioma 0.08, glioma 0.06, pituitary 0.02, 9.8ms\n",
            "image 13/405 /content/dataset/test/notumor/Te-no_0012.jpg: 224x224 notumor 0.84, meningioma 0.09, glioma 0.05, pituitary 0.02, 9.4ms\n",
            "image 14/405 /content/dataset/test/notumor/Te-no_0013.jpg: 224x224 notumor 0.81, meningioma 0.09, glioma 0.05, pituitary 0.05, 9.1ms\n",
            "image 15/405 /content/dataset/test/notumor/Te-no_0014.jpg: 224x224 notumor 0.85, meningioma 0.06, glioma 0.05, pituitary 0.04, 9.3ms\n",
            "image 16/405 /content/dataset/test/notumor/Te-no_0015.jpg: 224x224 notumor 0.47, meningioma 0.30, glioma 0.18, pituitary 0.06, 9.5ms\n",
            "image 17/405 /content/dataset/test/notumor/Te-no_0016.jpg: 224x224 notumor 0.86, meningioma 0.06, glioma 0.05, pituitary 0.03, 9.9ms\n",
            "image 18/405 /content/dataset/test/notumor/Te-no_0017.jpg: 224x224 notumor 0.82, meningioma 0.08, pituitary 0.07, glioma 0.04, 9.2ms\n",
            "image 19/405 /content/dataset/test/notumor/Te-no_0018.jpg: 224x224 notumor 0.74, meningioma 0.11, glioma 0.10, pituitary 0.05, 9.2ms\n",
            "image 20/405 /content/dataset/test/notumor/Te-no_0019.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.04, 9.2ms\n",
            "image 21/405 /content/dataset/test/notumor/Te-no_0020.jpg: 224x224 notumor 0.85, glioma 0.07, meningioma 0.06, pituitary 0.02, 9.3ms\n",
            "image 22/405 /content/dataset/test/notumor/Te-no_0021.jpg: 224x224 notumor 0.86, meningioma 0.07, glioma 0.05, pituitary 0.03, 9.1ms\n",
            "image 23/405 /content/dataset/test/notumor/Te-no_0022.jpg: 224x224 notumor 0.74, meningioma 0.13, glioma 0.09, pituitary 0.05, 9.0ms\n",
            "image 24/405 /content/dataset/test/notumor/Te-no_0023.jpg: 224x224 notumor 0.79, meningioma 0.10, glioma 0.07, pituitary 0.03, 8.6ms\n",
            "image 25/405 /content/dataset/test/notumor/Te-no_0024.jpg: 224x224 notumor 0.75, pituitary 0.10, meningioma 0.09, glioma 0.06, 8.6ms\n",
            "image 26/405 /content/dataset/test/notumor/Te-no_0025.jpg: 224x224 notumor 0.77, glioma 0.10, meningioma 0.08, pituitary 0.05, 8.7ms\n",
            "image 27/405 /content/dataset/test/notumor/Te-no_0026.jpg: 224x224 notumor 0.89, meningioma 0.05, glioma 0.04, pituitary 0.02, 8.7ms\n",
            "image 28/405 /content/dataset/test/notumor/Te-no_0027.jpg: 224x224 notumor 0.81, meningioma 0.07, glioma 0.06, pituitary 0.05, 8.6ms\n",
            "image 29/405 /content/dataset/test/notumor/Te-no_0028.jpg: 224x224 notumor 0.57, meningioma 0.31, glioma 0.08, pituitary 0.05, 8.7ms\n",
            "image 30/405 /content/dataset/test/notumor/Te-no_0029.jpg: 224x224 glioma 0.69, notumor 0.16, meningioma 0.12, pituitary 0.03, 8.7ms\n",
            "image 31/405 /content/dataset/test/notumor/Te-no_0030.jpg: 224x224 notumor 0.83, meningioma 0.07, glioma 0.05, pituitary 0.04, 8.7ms\n",
            "image 32/405 /content/dataset/test/notumor/Te-no_0031.jpg: 224x224 notumor 0.83, meningioma 0.08, glioma 0.05, pituitary 0.04, 10.8ms\n",
            "image 33/405 /content/dataset/test/notumor/Te-no_0032.jpg: 224x224 notumor 0.81, meningioma 0.08, glioma 0.06, pituitary 0.05, 8.6ms\n",
            "image 34/405 /content/dataset/test/notumor/Te-no_0033.jpg: 224x224 notumor 0.80, glioma 0.09, meningioma 0.08, pituitary 0.03, 8.6ms\n",
            "image 35/405 /content/dataset/test/notumor/Te-no_0034.jpg: 224x224 notumor 0.79, meningioma 0.13, pituitary 0.04, glioma 0.04, 8.4ms\n",
            "image 36/405 /content/dataset/test/notumor/Te-no_0035.jpg: 224x224 notumor 0.64, glioma 0.24, meningioma 0.09, pituitary 0.02, 9.7ms\n",
            "image 37/405 /content/dataset/test/notumor/Te-no_0036.jpg: 224x224 notumor 0.72, meningioma 0.17, glioma 0.07, pituitary 0.04, 8.4ms\n",
            "image 38/405 /content/dataset/test/notumor/Te-no_0037.jpg: 224x224 notumor 0.89, meningioma 0.05, glioma 0.04, pituitary 0.02, 8.6ms\n",
            "image 39/405 /content/dataset/test/notumor/Te-no_0038.jpg: 224x224 notumor 0.85, meningioma 0.06, glioma 0.05, pituitary 0.04, 8.5ms\n",
            "image 40/405 /content/dataset/test/notumor/Te-no_0039.jpg: 224x224 notumor 0.82, meningioma 0.08, glioma 0.05, pituitary 0.05, 8.5ms\n",
            "image 41/405 /content/dataset/test/notumor/Te-no_0040.jpg: 224x224 notumor 0.88, meningioma 0.06, glioma 0.04, pituitary 0.02, 8.9ms\n",
            "image 42/405 /content/dataset/test/notumor/Te-no_0041.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.06, pituitary 0.03, 8.5ms\n",
            "image 43/405 /content/dataset/test/notumor/Te-no_0042.jpg: 224x224 notumor 0.87, meningioma 0.06, glioma 0.04, pituitary 0.03, 8.7ms\n",
            "image 44/405 /content/dataset/test/notumor/Te-no_0043.jpg: 224x224 notumor 0.86, meningioma 0.07, glioma 0.05, pituitary 0.03, 8.5ms\n",
            "image 45/405 /content/dataset/test/notumor/Te-no_0044.jpg: 224x224 notumor 0.84, meningioma 0.09, glioma 0.05, pituitary 0.02, 8.3ms\n",
            "image 46/405 /content/dataset/test/notumor/Te-no_0045.jpg: 224x224 notumor 0.74, glioma 0.20, meningioma 0.04, pituitary 0.02, 8.3ms\n",
            "image 47/405 /content/dataset/test/notumor/Te-no_0046.jpg: 224x224 notumor 0.88, meningioma 0.05, glioma 0.04, pituitary 0.02, 8.5ms\n",
            "image 48/405 /content/dataset/test/notumor/Te-no_0047.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.06, pituitary 0.03, 8.4ms\n",
            "image 49/405 /content/dataset/test/notumor/Te-no_0048.jpg: 224x224 notumor 0.84, meningioma 0.08, glioma 0.06, pituitary 0.02, 8.4ms\n",
            "image 50/405 /content/dataset/test/notumor/Te-no_0049.jpg: 224x224 notumor 0.79, meningioma 0.08, glioma 0.07, pituitary 0.06, 8.4ms\n",
            "image 51/405 /content/dataset/test/notumor/Te-no_0050.jpg: 224x224 notumor 0.74, glioma 0.20, meningioma 0.04, pituitary 0.02, 8.3ms\n",
            "image 52/405 /content/dataset/test/notumor/Te-no_0051.jpg: 224x224 notumor 0.87, meningioma 0.06, glioma 0.04, pituitary 0.03, 11.4ms\n",
            "image 53/405 /content/dataset/test/notumor/Te-no_0052.jpg: 224x224 notumor 0.88, meningioma 0.06, glioma 0.04, pituitary 0.02, 8.6ms\n",
            "image 54/405 /content/dataset/test/notumor/Te-no_0053.jpg: 224x224 notumor 0.84, meningioma 0.08, glioma 0.06, pituitary 0.02, 12.1ms\n",
            "image 55/405 /content/dataset/test/notumor/Te-no_0054.jpg: 224x224 notumor 0.74, glioma 0.20, meningioma 0.04, pituitary 0.02, 8.5ms\n",
            "image 56/405 /content/dataset/test/notumor/Te-no_0055.jpg: 224x224 notumor 0.84, meningioma 0.09, glioma 0.05, pituitary 0.02, 8.4ms\n",
            "image 57/405 /content/dataset/test/notumor/Te-no_0056.jpg: 224x224 notumor 0.83, meningioma 0.11, glioma 0.04, pituitary 0.02, 8.7ms\n",
            "image 58/405 /content/dataset/test/notumor/Te-no_0057.jpg: 224x224 notumor 0.78, meningioma 0.15, pituitary 0.04, glioma 0.04, 8.7ms\n",
            "image 59/405 /content/dataset/test/notumor/Te-no_0058.jpg: 224x224 notumor 0.85, meningioma 0.08, glioma 0.05, pituitary 0.02, 8.6ms\n",
            "image 60/405 /content/dataset/test/notumor/Te-no_0059.jpg: 224x224 notumor 0.87, meningioma 0.07, glioma 0.04, pituitary 0.03, 8.5ms\n",
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            "image 64/405 /content/dataset/test/notumor/Te-no_0063.jpg: 224x224 notumor 0.79, meningioma 0.14, pituitary 0.04, glioma 0.03, 10.1ms\n",
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            "image 68/405 /content/dataset/test/notumor/Te-no_0067.jpg: 224x224 notumor 0.83, meningioma 0.08, glioma 0.05, pituitary 0.04, 8.3ms\n",
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            "image 70/405 /content/dataset/test/notumor/Te-no_0069.jpg: 224x224 glioma 0.69, notumor 0.16, meningioma 0.12, pituitary 0.03, 8.4ms\n",
            "image 71/405 /content/dataset/test/notumor/Te-no_0070.jpg: 224x224 notumor 0.74, meningioma 0.11, glioma 0.10, pituitary 0.05, 8.5ms\n",
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            "image 86/405 /content/dataset/test/notumor/Te-no_0085.jpg: 224x224 notumor 0.53, meningioma 0.26, glioma 0.11, pituitary 0.10, 8.8ms\n",
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            "image 90/405 /content/dataset/test/notumor/Te-no_0089.jpg: 224x224 notumor 0.86, glioma 0.05, meningioma 0.05, pituitary 0.04, 8.2ms\n",
            "image 91/405 /content/dataset/test/notumor/Te-no_0090.jpg: 224x224 notumor 0.49, meningioma 0.33, glioma 0.10, pituitary 0.08, 8.4ms\n",
            "image 92/405 /content/dataset/test/notumor/Te-no_0091.jpg: 224x224 notumor 0.85, meningioma 0.07, glioma 0.05, pituitary 0.03, 8.4ms\n",
            "image 93/405 /content/dataset/test/notumor/Te-no_0092.jpg: 224x224 notumor 0.77, meningioma 0.16, glioma 0.04, pituitary 0.04, 8.9ms\n",
            "image 94/405 /content/dataset/test/notumor/Te-no_0093.jpg: 224x224 notumor 0.81, glioma 0.09, meningioma 0.07, pituitary 0.03, 9.2ms\n",
            "image 95/405 /content/dataset/test/notumor/Te-no_0094.jpg: 224x224 notumor 0.77, meningioma 0.17, glioma 0.03, pituitary 0.03, 8.7ms\n",
            "image 96/405 /content/dataset/test/notumor/Te-no_0095.jpg: 224x224 notumor 0.50, glioma 0.45, meningioma 0.04, pituitary 0.02, 8.2ms\n",
            "image 97/405 /content/dataset/test/notumor/Te-no_0096.jpg: 224x224 notumor 0.81, meningioma 0.09, glioma 0.08, pituitary 0.02, 8.6ms\n",
            "image 98/405 /content/dataset/test/notumor/Te-no_0097.jpg: 224x224 notumor 0.66, pituitary 0.21, meningioma 0.08, glioma 0.04, 8.6ms\n",
            "image 99/405 /content/dataset/test/notumor/Te-no_0098.jpg: 224x224 glioma 0.49, notumor 0.34, meningioma 0.11, pituitary 0.05, 8.7ms\n",
            "image 100/405 /content/dataset/test/notumor/Te-no_0099.jpg: 224x224 notumor 0.82, meningioma 0.08, glioma 0.07, pituitary 0.03, 8.5ms\n",
            "image 101/405 /content/dataset/test/notumor/Te-no_0100.jpg: 224x224 notumor 0.82, meningioma 0.07, glioma 0.07, pituitary 0.04, 11.5ms\n",
            "image 102/405 /content/dataset/test/notumor/Te-no_0101.jpg: 224x224 notumor 0.71, meningioma 0.13, glioma 0.12, pituitary 0.04, 10.5ms\n",
            "image 103/405 /content/dataset/test/notumor/Te-no_0102.jpg: 224x224 notumor 0.85, meningioma 0.06, glioma 0.05, pituitary 0.04, 8.5ms\n",
            "image 104/405 /content/dataset/test/notumor/Te-no_0103.jpg: 224x224 notumor 0.86, meningioma 0.06, glioma 0.05, pituitary 0.04, 8.4ms\n",
            "image 105/405 /content/dataset/test/notumor/Te-no_0104.jpg: 224x224 notumor 0.65, glioma 0.25, meningioma 0.08, pituitary 0.03, 8.4ms\n",
            "image 106/405 /content/dataset/test/notumor/Te-no_0105.jpg: 224x224 notumor 0.81, meningioma 0.09, glioma 0.07, pituitary 0.03, 8.4ms\n",
            "image 107/405 /content/dataset/test/notumor/Te-no_0106.jpg: 224x224 notumor 0.88, meningioma 0.05, glioma 0.04, pituitary 0.03, 10.3ms\n",
            "image 108/405 /content/dataset/test/notumor/Te-no_0107.jpg: 224x224 notumor 0.79, meningioma 0.09, glioma 0.08, pituitary 0.04, 8.7ms\n",
            "image 109/405 /content/dataset/test/notumor/Te-no_0108.jpg: 224x224 notumor 0.81, glioma 0.08, meningioma 0.07, pituitary 0.03, 8.4ms\n",
            "image 110/405 /content/dataset/test/notumor/Te-no_0109.jpg: 224x224 notumor 0.84, meningioma 0.06, pituitary 0.05, glioma 0.05, 8.4ms\n",
            "image 111/405 /content/dataset/test/notumor/Te-no_0110.jpg: 224x224 notumor 0.82, meningioma 0.07, glioma 0.06, pituitary 0.05, 8.4ms\n",
            "image 112/405 /content/dataset/test/notumor/Te-no_0111.jpg: 224x224 notumor 0.88, meningioma 0.05, glioma 0.05, pituitary 0.02, 8.2ms\n",
            "image 113/405 /content/dataset/test/notumor/Te-no_0112.jpg: 224x224 notumor 0.87, meningioma 0.06, glioma 0.04, pituitary 0.03, 9.5ms\n",
            "image 114/405 /content/dataset/test/notumor/Te-no_0113.jpg: 224x224 notumor 0.83, meningioma 0.08, glioma 0.05, pituitary 0.04, 8.6ms\n",
            "image 115/405 /content/dataset/test/notumor/Te-no_0114.jpg: 224x224 notumor 0.83, meningioma 0.07, glioma 0.07, pituitary 0.04, 11.3ms\n",
            "image 116/405 /content/dataset/test/notumor/Te-no_0115.jpg: 224x224 notumor 0.84, meningioma 0.07, pituitary 0.05, glioma 0.04, 8.9ms\n",
            "image 117/405 /content/dataset/test/notumor/Te-no_0116.jpg: 224x224 notumor 0.86, meningioma 0.07, glioma 0.05, pituitary 0.03, 8.6ms\n",
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            "image 120/405 /content/dataset/test/notumor/Te-no_0119.jpg: 224x224 notumor 0.79, glioma 0.09, meningioma 0.09, pituitary 0.04, 8.4ms\n",
            "image 121/405 /content/dataset/test/notumor/Te-no_0120.jpg: 224x224 notumor 0.82, glioma 0.09, meningioma 0.06, pituitary 0.03, 12.0ms\n",
            "image 122/405 /content/dataset/test/notumor/Te-no_0121.jpg: 224x224 notumor 0.83, glioma 0.07, meningioma 0.07, pituitary 0.03, 11.8ms\n",
            "image 123/405 /content/dataset/test/notumor/Te-no_0122.jpg: 224x224 notumor 0.76, glioma 0.10, meningioma 0.10, pituitary 0.03, 12.0ms\n",
            "image 124/405 /content/dataset/test/notumor/Te-no_0123.jpg: 224x224 notumor 0.81, meningioma 0.08, glioma 0.08, pituitary 0.03, 10.4ms\n",
            "image 125/405 /content/dataset/test/notumor/Te-no_0124.jpg: 224x224 notumor 0.80, meningioma 0.09, glioma 0.08, pituitary 0.04, 12.5ms\n",
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            "image 127/405 /content/dataset/test/notumor/Te-no_0126.jpg: 224x224 notumor 0.82, meningioma 0.08, glioma 0.06, pituitary 0.04, 14.6ms\n",
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            "image 130/405 /content/dataset/test/notumor/Te-no_0129.jpg: 224x224 notumor 0.84, meningioma 0.06, glioma 0.05, pituitary 0.04, 10.8ms\n",
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            "image 133/405 /content/dataset/test/notumor/Te-no_0132.jpg: 224x224 notumor 0.81, meningioma 0.08, glioma 0.07, pituitary 0.04, 10.7ms\n",
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            "image 327/405 /content/dataset/test/notumor/Te-no_0326.jpg: 224x224 notumor 0.86, meningioma 0.06, glioma 0.05, pituitary 0.04, 8.4ms\n",
            "image 328/405 /content/dataset/test/notumor/Te-no_0327.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.04, 8.4ms\n",
            "image 329/405 /content/dataset/test/notumor/Te-no_0328.jpg: 224x224 notumor 0.86, meningioma 0.05, pituitary 0.04, glioma 0.04, 10.1ms\n",
            "image 330/405 /content/dataset/test/notumor/Te-no_0329.jpg: 224x224 notumor 0.84, meningioma 0.06, glioma 0.05, pituitary 0.05, 8.5ms\n",
            "image 331/405 /content/dataset/test/notumor/Te-no_0330.jpg: 224x224 notumor 0.78, glioma 0.10, meningioma 0.08, pituitary 0.03, 8.7ms\n",
            "image 332/405 /content/dataset/test/notumor/Te-no_0331.jpg: 224x224 notumor 0.86, meningioma 0.06, glioma 0.05, pituitary 0.04, 8.6ms\n",
            "image 333/405 /content/dataset/test/notumor/Te-no_0332.jpg: 224x224 notumor 0.88, meningioma 0.05, glioma 0.04, pituitary 0.03, 9.4ms\n",
            "image 334/405 /content/dataset/test/notumor/Te-no_0333.jpg: 224x224 notumor 0.88, meningioma 0.05, glioma 0.04, pituitary 0.03, 8.5ms\n",
            "image 335/405 /content/dataset/test/notumor/Te-no_0334.jpg: 224x224 notumor 0.87, meningioma 0.06, glioma 0.04, pituitary 0.03, 8.9ms\n",
            "image 336/405 /content/dataset/test/notumor/Te-no_0335.jpg: 224x224 notumor 0.81, meningioma 0.09, glioma 0.07, pituitary 0.03, 8.4ms\n",
            "image 337/405 /content/dataset/test/notumor/Te-no_0336.jpg: 224x224 notumor 0.85, meningioma 0.06, glioma 0.04, pituitary 0.04, 8.2ms\n",
            "image 338/405 /content/dataset/test/notumor/Te-no_0337.jpg: 224x224 notumor 0.85, meningioma 0.06, pituitary 0.05, glioma 0.05, 8.4ms\n",
            "image 339/405 /content/dataset/test/notumor/Te-no_0338.jpg: 224x224 notumor 0.82, meningioma 0.07, glioma 0.06, pituitary 0.05, 8.9ms\n",
            "image 340/405 /content/dataset/test/notumor/Te-no_0339.jpg: 224x224 notumor 0.79, glioma 0.09, meningioma 0.08, pituitary 0.04, 9.0ms\n",
            "image 341/405 /content/dataset/test/notumor/Te-no_0340.jpg: 224x224 notumor 0.81, meningioma 0.08, glioma 0.06, pituitary 0.05, 8.4ms\n",
            "image 342/405 /content/dataset/test/notumor/Te-no_0341.jpg: 224x224 notumor 0.75, glioma 0.11, meningioma 0.10, pituitary 0.03, 8.2ms\n",
            "image 343/405 /content/dataset/test/notumor/Te-no_0342.jpg: 224x224 notumor 0.86, meningioma 0.07, glioma 0.04, pituitary 0.03, 8.2ms\n",
            "image 344/405 /content/dataset/test/notumor/Te-no_0343.jpg: 224x224 notumor 0.83, meningioma 0.07, glioma 0.06, pituitary 0.04, 8.2ms\n",
            "image 345/405 /content/dataset/test/notumor/Te-no_0344.jpg: 224x224 notumor 0.57, meningioma 0.25, glioma 0.13, pituitary 0.05, 9.6ms\n",
            "image 346/405 /content/dataset/test/notumor/Te-no_0345.jpg: 224x224 notumor 0.86, meningioma 0.05, glioma 0.05, pituitary 0.04, 8.5ms\n",
            "image 347/405 /content/dataset/test/notumor/Te-no_0346.jpg: 224x224 notumor 0.82, glioma 0.08, meningioma 0.07, pituitary 0.03, 8.3ms\n",
            "image 348/405 /content/dataset/test/notumor/Te-no_0347.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.05, 8.4ms\n",
            "image 349/405 /content/dataset/test/notumor/Te-no_0348.jpg: 224x224 notumor 0.86, meningioma 0.06, glioma 0.05, pituitary 0.03, 8.4ms\n",
            "image 350/405 /content/dataset/test/notumor/Te-no_0349.jpg: 224x224 notumor 0.83, meningioma 0.07, glioma 0.06, pituitary 0.04, 11.9ms\n",
            "image 351/405 /content/dataset/test/notumor/Te-no_0350.jpg: 224x224 notumor 0.49, meningioma 0.31, glioma 0.16, pituitary 0.04, 8.7ms\n",
            "image 352/405 /content/dataset/test/notumor/Te-no_0351.jpg: 224x224 notumor 0.85, meningioma 0.06, glioma 0.05, pituitary 0.04, 8.8ms\n",
            "image 353/405 /content/dataset/test/notumor/Te-no_0352.jpg: 224x224 notumor 0.84, meningioma 0.06, glioma 0.06, pituitary 0.04, 8.3ms\n",
            "image 354/405 /content/dataset/test/notumor/Te-no_0353.jpg: 224x224 notumor 0.83, meningioma 0.06, glioma 0.05, pituitary 0.05, 8.6ms\n",
            "image 355/405 /content/dataset/test/notumor/Te-no_0354.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.04, 8.5ms\n",
            "image 356/405 /content/dataset/test/notumor/Te-no_0355.jpg: 224x224 notumor 0.81, meningioma 0.08, glioma 0.07, pituitary 0.05, 8.7ms\n",
            "image 357/405 /content/dataset/test/notumor/Te-no_0356.jpg: 224x224 notumor 0.87, meningioma 0.05, glioma 0.04, pituitary 0.04, 8.7ms\n",
            "image 358/405 /content/dataset/test/notumor/Te-no_0357.jpg: 224x224 notumor 0.84, meningioma 0.06, glioma 0.05, pituitary 0.05, 8.7ms\n",
            "image 359/405 /content/dataset/test/notumor/Te-no_0358.jpg: 224x224 notumor 0.77, meningioma 0.10, glioma 0.09, pituitary 0.05, 8.9ms\n",
            "image 360/405 /content/dataset/test/notumor/Te-no_0359.jpg: 224x224 notumor 0.86, meningioma 0.06, glioma 0.05, pituitary 0.03, 8.6ms\n",
            "image 361/405 /content/dataset/test/notumor/Te-no_0360.jpg: 224x224 notumor 0.88, glioma 0.05, meningioma 0.04, pituitary 0.03, 8.5ms\n",
            "image 362/405 /content/dataset/test/notumor/Te-no_0361.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.04, 8.5ms\n",
            "image 363/405 /content/dataset/test/notumor/Te-no_0362.jpg: 224x224 notumor 0.80, meningioma 0.09, glioma 0.06, pituitary 0.05, 8.7ms\n",
            "image 364/405 /content/dataset/test/notumor/Te-no_0363.jpg: 224x224 notumor 0.76, meningioma 0.09, glioma 0.08, pituitary 0.07, 8.5ms\n",
            "image 365/405 /content/dataset/test/notumor/Te-no_0364.jpg: 224x224 notumor 0.84, meningioma 0.06, glioma 0.05, pituitary 0.05, 8.8ms\n",
            "image 366/405 /content/dataset/test/notumor/Te-no_0365.jpg: 224x224 notumor 0.78, meningioma 0.09, glioma 0.08, pituitary 0.05, 8.4ms\n",
            "image 367/405 /content/dataset/test/notumor/Te-no_0366.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.04, 11.1ms\n",
            "image 368/405 /content/dataset/test/notumor/Te-no_0367.jpg: 224x224 notumor 0.83, meningioma 0.06, glioma 0.05, pituitary 0.05, 8.7ms\n",
            "image 369/405 /content/dataset/test/notumor/Te-no_0368.jpg: 224x224 notumor 0.82, meningioma 0.07, pituitary 0.06, glioma 0.05, 8.4ms\n",
            "image 370/405 /content/dataset/test/notumor/Te-no_0369.jpg: 224x224 notumor 0.78, meningioma 0.09, glioma 0.07, pituitary 0.06, 8.7ms\n",
            "image 371/405 /content/dataset/test/notumor/Te-no_0370.jpg: 224x224 notumor 0.79, meningioma 0.09, glioma 0.08, pituitary 0.04, 8.4ms\n",
            "image 372/405 /content/dataset/test/notumor/Te-no_0371.jpg: 224x224 notumor 0.83, meningioma 0.08, glioma 0.06, pituitary 0.03, 11.8ms\n",
            "image 373/405 /content/dataset/test/notumor/Te-no_0372.jpg: 224x224 notumor 0.78, meningioma 0.09, glioma 0.08, pituitary 0.05, 8.7ms\n",
            "image 374/405 /content/dataset/test/notumor/Te-no_0373.jpg: 224x224 notumor 0.87, meningioma 0.06, glioma 0.04, pituitary 0.04, 8.5ms\n",
            "image 375/405 /content/dataset/test/notumor/Te-no_0374.jpg: 224x224 notumor 0.83, meningioma 0.07, glioma 0.06, pituitary 0.05, 8.4ms\n",
            "image 376/405 /content/dataset/test/notumor/Te-no_0375.jpg: 224x224 notumor 0.85, meningioma 0.06, glioma 0.05, pituitary 0.04, 8.3ms\n",
            "image 377/405 /content/dataset/test/notumor/Te-no_0376.jpg: 224x224 notumor 0.83, meningioma 0.06, glioma 0.05, pituitary 0.05, 8.2ms\n",
            "image 378/405 /content/dataset/test/notumor/Te-no_0377.jpg: 224x224 notumor 0.84, meningioma 0.06, pituitary 0.05, glioma 0.05, 8.3ms\n",
            "image 379/405 /content/dataset/test/notumor/Te-no_0378.jpg: 224x224 notumor 0.83, meningioma 0.07, glioma 0.06, pituitary 0.03, 8.5ms\n",
            "image 380/405 /content/dataset/test/notumor/Te-no_0379.jpg: 224x224 notumor 0.85, meningioma 0.07, glioma 0.05, pituitary 0.04, 8.5ms\n",
            "image 381/405 /content/dataset/test/notumor/Te-no_0380.jpg: 224x224 notumor 0.82, meningioma 0.08, glioma 0.05, pituitary 0.05, 8.4ms\n",
            "image 382/405 /content/dataset/test/notumor/Te-no_0381.jpg: 224x224 notumor 0.83, meningioma 0.07, glioma 0.06, pituitary 0.04, 8.5ms\n",
            "image 383/405 /content/dataset/test/notumor/Te-no_0382.jpg: 224x224 notumor 0.87, meningioma 0.05, glioma 0.04, pituitary 0.04, 8.6ms\n",
            "image 384/405 /content/dataset/test/notumor/Te-no_0383.jpg: 224x224 notumor 0.83, meningioma 0.07, glioma 0.07, pituitary 0.04, 8.5ms\n",
            "image 385/405 /content/dataset/test/notumor/Te-no_0384.jpg: 224x224 notumor 0.86, meningioma 0.07, glioma 0.05, pituitary 0.03, 8.3ms\n",
            "image 386/405 /content/dataset/test/notumor/Te-no_0385.jpg: 224x224 notumor 0.85, meningioma 0.06, glioma 0.05, pituitary 0.04, 8.3ms\n",
            "image 387/405 /content/dataset/test/notumor/Te-no_0386.jpg: 224x224 notumor 0.78, glioma 0.09, meningioma 0.09, pituitary 0.04, 8.5ms\n",
            "image 388/405 /content/dataset/test/notumor/Te-no_0387.jpg: 224x224 notumor 0.82, glioma 0.09, meningioma 0.07, pituitary 0.02, 8.8ms\n",
            "image 389/405 /content/dataset/test/notumor/Te-no_0388.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.05, 9.2ms\n",
            "image 390/405 /content/dataset/test/notumor/Te-no_0389.jpg: 224x224 notumor 0.82, meningioma 0.08, glioma 0.06, pituitary 0.04, 8.5ms\n",
            "image 391/405 /content/dataset/test/notumor/Te-no_0390.jpg: 224x224 notumor 0.84, meningioma 0.06, glioma 0.05, pituitary 0.05, 8.5ms\n",
            "image 392/405 /content/dataset/test/notumor/Te-no_0391.jpg: 224x224 notumor 0.81, meningioma 0.08, pituitary 0.06, glioma 0.06, 8.8ms\n",
            "image 393/405 /content/dataset/test/notumor/Te-no_0392.jpg: 224x224 notumor 0.85, meningioma 0.07, glioma 0.06, pituitary 0.02, 9.6ms\n",
            "image 394/405 /content/dataset/test/notumor/Te-no_0393.jpg: 224x224 notumor 0.86, meningioma 0.06, glioma 0.05, pituitary 0.03, 9.5ms\n",
            "image 395/405 /content/dataset/test/notumor/Te-no_0394.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.04, 8.6ms\n",
            "image 396/405 /content/dataset/test/notumor/Te-no_0395.jpg: 224x224 notumor 0.81, meningioma 0.08, pituitary 0.06, glioma 0.05, 8.6ms\n",
            "image 397/405 /content/dataset/test/notumor/Te-no_0396.jpg: 224x224 notumor 0.84, meningioma 0.06, glioma 0.05, pituitary 0.05, 8.5ms\n",
            "image 398/405 /content/dataset/test/notumor/Te-no_0397.jpg: 224x224 notumor 0.86, meningioma 0.05, glioma 0.04, pituitary 0.04, 9.0ms\n",
            "image 399/405 /content/dataset/test/notumor/Te-no_0398.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.04, 8.7ms\n",
            "image 400/405 /content/dataset/test/notumor/Te-no_0399.jpg: 224x224 notumor 0.86, meningioma 0.05, pituitary 0.05, glioma 0.04, 9.0ms\n",
            "image 401/405 /content/dataset/test/notumor/Te-no_0400.jpg: 224x224 notumor 0.81, meningioma 0.07, glioma 0.06, pituitary 0.05, 8.9ms\n",
            "image 402/405 /content/dataset/test/notumor/Te-no_0401.jpg: 224x224 notumor 0.84, meningioma 0.07, glioma 0.05, pituitary 0.04, 8.7ms\n",
            "image 403/405 /content/dataset/test/notumor/Te-no_0402.jpg: 224x224 notumor 0.80, glioma 0.09, meningioma 0.08, pituitary 0.04, 8.5ms\n",
            "image 404/405 /content/dataset/test/notumor/Te-no_0403.jpg: 224x224 notumor 0.82, glioma 0.08, meningioma 0.08, pituitary 0.03, 8.4ms\n",
            "image 405/405 /content/dataset/test/notumor/Te-no_0404.jpg: 224x224 notumor 0.86, meningioma 0.06, glioma 0.05, pituitary 0.04, 8.7ms\n",
            "Speed: 0.3ms pre-process, 9.7ms inference, 0.0ms NMS per image at shape (1, 3, 224, 224)\n",
            "Results saved to \u001b[1mruns/predict-cls/exp3\u001b[0m\n",
            "+++++++++++++++++++++           Pituitary                ++++++++++++++++++++++++++++++++++\n",
            "\u001b[34m\u001b[1mclassify/predict: \u001b[0mweights=['runs/train-cls/exp/weights/best.pt'], source=/content/dataset/test/pituitary, data=data/coco128.yaml, imgsz=[224, 224], device=, view_img=False, save_txt=False, nosave=False, augment=False, visualize=False, update=False, project=runs/predict-cls, name=exp, exist_ok=False, half=False, dnn=False, vid_stride=1\n",
            "YOLOv5 🚀 v7.0-100-g4d28fec Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\n",
            "Fusing layers... \n",
            "Model summary: 215 layers, 25260100 parameters, 0 gradients, 68.3 GFLOPs\n",
            "image 1/300 /content/dataset/test/pituitary/Te-piTr_0000.jpg: 224x224 pituitary 0.52, meningioma 0.22, glioma 0.21, notumor 0.05, 11.3ms\n",
            "image 2/300 /content/dataset/test/pituitary/Te-piTr_0001.jpg: 224x224 pituitary 0.67, glioma 0.12, meningioma 0.12, notumor 0.09, 11.5ms\n",
            "image 3/300 /content/dataset/test/pituitary/Te-piTr_0002.jpg: 224x224 meningioma 0.69, pituitary 0.14, glioma 0.13, notumor 0.03, 11.5ms\n",
            "image 4/300 /content/dataset/test/pituitary/Te-piTr_0003.jpg: 224x224 pituitary 0.58, glioma 0.20, meningioma 0.16, notumor 0.06, 11.1ms\n",
            "image 5/300 /content/dataset/test/pituitary/Te-piTr_0004.jpg: 224x224 pituitary 0.56, glioma 0.19, meningioma 0.17, notumor 0.07, 12.9ms\n",
            "image 6/300 /content/dataset/test/pituitary/Te-piTr_0005.jpg: 224x224 pituitary 0.56, notumor 0.19, glioma 0.17, meningioma 0.07, 11.2ms\n",
            "image 7/300 /content/dataset/test/pituitary/Te-piTr_0006.jpg: 224x224 pituitary 0.46, glioma 0.38, meningioma 0.09, notumor 0.07, 13.1ms\n",
            "image 8/300 /content/dataset/test/pituitary/Te-piTr_0007.jpg: 224x224 pituitary 0.73, glioma 0.14, notumor 0.07, meningioma 0.06, 11.3ms\n",
            "image 9/300 /content/dataset/test/pituitary/Te-piTr_0008.jpg: 224x224 pituitary 0.52, glioma 0.21, notumor 0.15, meningioma 0.12, 11.0ms\n",
            "image 10/300 /content/dataset/test/pituitary/Te-piTr_0009.jpg: 224x224 glioma 0.39, pituitary 0.28, meningioma 0.22, notumor 0.11, 11.3ms\n",
            "image 11/300 /content/dataset/test/pituitary/Te-pi_0010.jpg: 224x224 pituitary 0.61, meningioma 0.23, glioma 0.11, notumor 0.05, 11.7ms\n",
            "image 12/300 /content/dataset/test/pituitary/Te-pi_0011.jpg: 224x224 pituitary 0.71, glioma 0.14, meningioma 0.07, notumor 0.07, 11.4ms\n",
            "image 13/300 /content/dataset/test/pituitary/Te-pi_0012.jpg: 224x224 pituitary 0.51, glioma 0.24, meningioma 0.21, notumor 0.05, 11.3ms\n",
            "image 14/300 /content/dataset/test/pituitary/Te-pi_0013.jpg: 224x224 glioma 0.40, meningioma 0.28, pituitary 0.27, notumor 0.04, 11.1ms\n",
            "image 15/300 /content/dataset/test/pituitary/Te-pi_0014.jpg: 224x224 pituitary 0.72, glioma 0.12, meningioma 0.09, notumor 0.07, 12.6ms\n",
            "image 16/300 /content/dataset/test/pituitary/Te-pi_0015.jpg: 224x224 pituitary 0.63, glioma 0.16, meningioma 0.15, notumor 0.06, 11.0ms\n",
            "image 17/300 /content/dataset/test/pituitary/Te-pi_0016.jpg: 224x224 pituitary 0.56, meningioma 0.19, glioma 0.19, notumor 0.06, 11.8ms\n",
            "image 18/300 /content/dataset/test/pituitary/Te-pi_0017.jpg: 224x224 pituitary 0.54, meningioma 0.19, glioma 0.18, notumor 0.08, 11.7ms\n",
            "image 19/300 /content/dataset/test/pituitary/Te-pi_0018.jpg: 224x224 meningioma 0.43, pituitary 0.29, glioma 0.21, notumor 0.07, 13.2ms\n",
            "image 20/300 /content/dataset/test/pituitary/Te-pi_0019.jpg: 224x224 glioma 0.49, meningioma 0.32, pituitary 0.17, notumor 0.03, 11.4ms\n",
            "image 21/300 /content/dataset/test/pituitary/Te-pi_0020.jpg: 224x224 pituitary 0.67, glioma 0.15, notumor 0.10, meningioma 0.09, 11.4ms\n",
            "image 22/300 /content/dataset/test/pituitary/Te-pi_0021.jpg: 224x224 pituitary 0.70, glioma 0.15, meningioma 0.08, notumor 0.06, 11.4ms\n",
            "image 23/300 /content/dataset/test/pituitary/Te-pi_0022.jpg: 224x224 pituitary 0.71, glioma 0.16, meningioma 0.08, notumor 0.05, 11.3ms\n",
            "image 24/300 /content/dataset/test/pituitary/Te-pi_0023.jpg: 224x224 pituitary 0.52, meningioma 0.32, glioma 0.11, notumor 0.05, 11.3ms\n",
            "image 25/300 /content/dataset/test/pituitary/Te-pi_0024.jpg: 224x224 pituitary 0.42, glioma 0.27, meningioma 0.26, notumor 0.05, 11.4ms\n",
            "image 26/300 /content/dataset/test/pituitary/Te-pi_0025.jpg: 224x224 meningioma 0.59, pituitary 0.23, glioma 0.14, notumor 0.04, 11.3ms\n",
            "image 27/300 /content/dataset/test/pituitary/Te-pi_0026.jpg: 224x224 pituitary 0.69, glioma 0.13, notumor 0.10, meningioma 0.09, 11.2ms\n",
            "image 28/300 /content/dataset/test/pituitary/Te-pi_0027.jpg: 224x224 pituitary 0.67, glioma 0.16, meningioma 0.11, notumor 0.06, 13.0ms\n",
            "image 29/300 /content/dataset/test/pituitary/Te-pi_0028.jpg: 224x224 pituitary 0.57, glioma 0.21, meningioma 0.16, notumor 0.06, 13.2ms\n",
            "image 30/300 /content/dataset/test/pituitary/Te-pi_0029.jpg: 224x224 meningioma 0.56, glioma 0.24, pituitary 0.15, notumor 0.05, 12.8ms\n",
            "image 31/300 /content/dataset/test/pituitary/Te-pi_0030.jpg: 224x224 pituitary 0.70, notumor 0.11, glioma 0.10, meningioma 0.09, 10.9ms\n",
            "image 32/300 /content/dataset/test/pituitary/Te-pi_0031.jpg: 224x224 meningioma 0.38, glioma 0.30, pituitary 0.29, notumor 0.03, 13.5ms\n",
            "image 33/300 /content/dataset/test/pituitary/Te-pi_0032.jpg: 224x224 pituitary 0.34, meningioma 0.28, glioma 0.26, notumor 0.13, 13.4ms\n",
            "image 34/300 /content/dataset/test/pituitary/Te-pi_0033.jpg: 224x224 pituitary 0.55, meningioma 0.24, glioma 0.16, notumor 0.04, 11.3ms\n",
            "image 35/300 /content/dataset/test/pituitary/Te-pi_0034.jpg: 224x224 pituitary 0.48, glioma 0.24, meningioma 0.21, notumor 0.07, 12.4ms\n",
            "image 36/300 /content/dataset/test/pituitary/Te-pi_0035.jpg: 224x224 pituitary 0.53, glioma 0.28, meningioma 0.14, notumor 0.05, 11.0ms\n",
            "image 37/300 /content/dataset/test/pituitary/Te-pi_0036.jpg: 224x224 pituitary 0.75, glioma 0.10, meningioma 0.08, notumor 0.07, 13.1ms\n",
            "image 38/300 /content/dataset/test/pituitary/Te-pi_0037.jpg: 224x224 pituitary 0.73, glioma 0.12, meningioma 0.08, notumor 0.07, 11.3ms\n",
            "image 39/300 /content/dataset/test/pituitary/Te-pi_0038.jpg: 224x224 pituitary 0.50, meningioma 0.27, glioma 0.18, notumor 0.05, 12.7ms\n",
            "image 40/300 /content/dataset/test/pituitary/Te-pi_0039.jpg: 224x224 pituitary 0.49, meningioma 0.24, glioma 0.22, notumor 0.05, 13.5ms\n",
            "image 41/300 /content/dataset/test/pituitary/Te-pi_0040.jpg: 224x224 pituitary 0.58, meningioma 0.19, glioma 0.16, notumor 0.06, 13.3ms\n",
            "image 42/300 /content/dataset/test/pituitary/Te-pi_0041.jpg: 224x224 pituitary 0.49, meningioma 0.25, glioma 0.20, notumor 0.06, 12.6ms\n",
            "image 43/300 /content/dataset/test/pituitary/Te-pi_0042.jpg: 224x224 pituitary 0.73, glioma 0.12, meningioma 0.09, notumor 0.06, 13.3ms\n",
            "image 44/300 /content/dataset/test/pituitary/Te-pi_0043.jpg: 224x224 pituitary 0.42, meningioma 0.27, glioma 0.25, notumor 0.06, 13.6ms\n",
            "image 45/300 /content/dataset/test/pituitary/Te-pi_0044.jpg: 224x224 pituitary 0.57, meningioma 0.21, glioma 0.17, notumor 0.05, 13.6ms\n",
            "image 46/300 /content/dataset/test/pituitary/Te-pi_0045.jpg: 224x224 pituitary 0.74, glioma 0.15, meningioma 0.06, notumor 0.04, 13.6ms\n",
            "image 47/300 /content/dataset/test/pituitary/Te-pi_0046.jpg: 224x224 pituitary 0.78, glioma 0.09, notumor 0.07, meningioma 0.06, 15.8ms\n",
            "image 48/300 /content/dataset/test/pituitary/Te-pi_0047.jpg: 224x224 pituitary 0.65, notumor 0.14, glioma 0.12, meningioma 0.09, 18.3ms\n",
            "image 49/300 /content/dataset/test/pituitary/Te-pi_0048.jpg: 224x224 pituitary 0.65, glioma 0.18, meningioma 0.10, notumor 0.07, 14.4ms\n",
            "image 50/300 /content/dataset/test/pituitary/Te-pi_0049.jpg: 224x224 pituitary 0.67, glioma 0.14, meningioma 0.10, notumor 0.08, 13.8ms\n",
            "image 51/300 /content/dataset/test/pituitary/Te-pi_0050.jpg: 224x224 pituitary 0.74, glioma 0.13, meningioma 0.07, notumor 0.07, 13.5ms\n",
            "image 52/300 /content/dataset/test/pituitary/Te-pi_0051.jpg: 224x224 pituitary 0.77, glioma 0.15, notumor 0.05, meningioma 0.03, 13.7ms\n",
            "image 53/300 /content/dataset/test/pituitary/Te-pi_0052.jpg: 224x224 pituitary 0.72, glioma 0.11, meningioma 0.10, notumor 0.08, 9.8ms\n",
            "image 54/300 /content/dataset/test/pituitary/Te-pi_0053.jpg: 224x224 pituitary 0.69, glioma 0.15, meningioma 0.08, notumor 0.08, 9.7ms\n",
            "image 55/300 /content/dataset/test/pituitary/Te-pi_0054.jpg: 224x224 pituitary 0.62, glioma 0.18, meningioma 0.16, notumor 0.05, 9.7ms\n",
            "image 56/300 /content/dataset/test/pituitary/Te-pi_0055.jpg: 224x224 pituitary 0.76, glioma 0.09, meningioma 0.08, notumor 0.06, 9.8ms\n",
            "image 57/300 /content/dataset/test/pituitary/Te-pi_0056.jpg: 224x224 pituitary 0.70, glioma 0.13, meningioma 0.09, notumor 0.08, 13.8ms\n",
            "image 58/300 /content/dataset/test/pituitary/Te-pi_0057.jpg: 224x224 pituitary 0.78, glioma 0.12, notumor 0.05, meningioma 0.05, 9.8ms\n",
            "image 59/300 /content/dataset/test/pituitary/Te-pi_0058.jpg: 224x224 pituitary 0.56, meningioma 0.22, glioma 0.15, notumor 0.06, 9.7ms\n",
            "image 60/300 /content/dataset/test/pituitary/Te-pi_0059.jpg: 224x224 pituitary 0.65, glioma 0.19, meningioma 0.10, notumor 0.06, 9.7ms\n",
            "image 61/300 /content/dataset/test/pituitary/Te-pi_0060.jpg: 224x224 pituitary 0.68, glioma 0.18, meningioma 0.10, notumor 0.04, 9.8ms\n",
            "image 62/300 /content/dataset/test/pituitary/Te-pi_0061.jpg: 224x224 pituitary 0.74, glioma 0.11, meningioma 0.09, notumor 0.06, 10.0ms\n",
            "image 63/300 /content/dataset/test/pituitary/Te-pi_0062.jpg: 224x224 pituitary 0.63, glioma 0.21, meningioma 0.11, notumor 0.06, 9.7ms\n",
            "image 64/300 /content/dataset/test/pituitary/Te-pi_0063.jpg: 224x224 pituitary 0.74, notumor 0.10, glioma 0.09, meningioma 0.06, 9.7ms\n",
            "image 65/300 /content/dataset/test/pituitary/Te-pi_0064.jpg: 224x224 pituitary 0.62, meningioma 0.21, glioma 0.13, notumor 0.04, 9.7ms\n",
            "image 66/300 /content/dataset/test/pituitary/Te-pi_0065.jpg: 224x224 pituitary 0.73, glioma 0.14, meningioma 0.07, notumor 0.06, 9.7ms\n",
            "image 67/300 /content/dataset/test/pituitary/Te-pi_0066.jpg: 224x224 pituitary 0.72, glioma 0.12, meningioma 0.10, notumor 0.06, 9.8ms\n",
            "image 68/300 /content/dataset/test/pituitary/Te-pi_0067.jpg: 224x224 pituitary 0.71, glioma 0.13, meningioma 0.10, notumor 0.06, 9.7ms\n",
            "image 69/300 /content/dataset/test/pituitary/Te-pi_0068.jpg: 224x224 pituitary 0.56, meningioma 0.21, glioma 0.16, notumor 0.06, 12.2ms\n",
            "image 70/300 /content/dataset/test/pituitary/Te-pi_0069.jpg: 224x224 pituitary 0.58, meningioma 0.23, glioma 0.13, notumor 0.06, 9.8ms\n",
            "image 71/300 /content/dataset/test/pituitary/Te-pi_0070.jpg: 224x224 pituitary 0.64, glioma 0.16, meningioma 0.12, notumor 0.08, 10.5ms\n",
            "image 72/300 /content/dataset/test/pituitary/Te-pi_0071.jpg: 224x224 pituitary 0.50, meningioma 0.34, glioma 0.11, notumor 0.05, 9.7ms\n",
            "image 73/300 /content/dataset/test/pituitary/Te-pi_0072.jpg: 224x224 pituitary 0.53, meningioma 0.28, glioma 0.14, notumor 0.05, 10.0ms\n",
            "image 74/300 /content/dataset/test/pituitary/Te-pi_0073.jpg: 224x224 pituitary 0.69, glioma 0.16, meningioma 0.09, notumor 0.06, 9.7ms\n",
            "image 75/300 /content/dataset/test/pituitary/Te-pi_0074.jpg: 224x224 pituitary 0.64, glioma 0.14, meningioma 0.13, notumor 0.08, 9.9ms\n",
            "image 76/300 /content/dataset/test/pituitary/Te-pi_0075.jpg: 224x224 pituitary 0.43, glioma 0.30, meningioma 0.23, notumor 0.03, 9.6ms\n",
            "image 77/300 /content/dataset/test/pituitary/Te-pi_0076.jpg: 224x224 pituitary 0.72, glioma 0.14, notumor 0.07, meningioma 0.07, 9.8ms\n",
            "image 78/300 /content/dataset/test/pituitary/Te-pi_0077.jpg: 224x224 pituitary 0.65, glioma 0.15, notumor 0.11, meningioma 0.09, 9.7ms\n",
            "image 79/300 /content/dataset/test/pituitary/Te-pi_0078.jpg: 224x224 glioma 0.43, pituitary 0.27, meningioma 0.24, notumor 0.06, 9.6ms\n",
            "image 80/300 /content/dataset/test/pituitary/Te-pi_0079.jpg: 224x224 pituitary 0.40, glioma 0.34, meningioma 0.17, notumor 0.08, 9.7ms\n",
            "image 81/300 /content/dataset/test/pituitary/Te-pi_0080.jpg: 224x224 pituitary 0.63, glioma 0.20, meningioma 0.09, notumor 0.08, 10.9ms\n",
            "image 82/300 /content/dataset/test/pituitary/Te-pi_0081.jpg: 224x224 pituitary 0.69, glioma 0.14, meningioma 0.11, notumor 0.05, 9.6ms\n",
            "image 83/300 /content/dataset/test/pituitary/Te-pi_0082.jpg: 224x224 pituitary 0.70, glioma 0.13, notumor 0.10, meningioma 0.08, 9.7ms\n",
            "image 84/300 /content/dataset/test/pituitary/Te-pi_0083.jpg: 224x224 pituitary 0.67, glioma 0.15, meningioma 0.11, notumor 0.07, 9.8ms\n",
            "image 85/300 /content/dataset/test/pituitary/Te-pi_0084.jpg: 224x224 pituitary 0.68, glioma 0.14, meningioma 0.10, notumor 0.08, 9.6ms\n",
            "image 86/300 /content/dataset/test/pituitary/Te-pi_0085.jpg: 224x224 pituitary 0.73, glioma 0.11, meningioma 0.09, notumor 0.07, 12.5ms\n",
            "image 87/300 /content/dataset/test/pituitary/Te-pi_0086.jpg: 224x224 pituitary 0.63, meningioma 0.16, glioma 0.14, notumor 0.08, 9.8ms\n",
            "image 88/300 /content/dataset/test/pituitary/Te-pi_0087.jpg: 224x224 pituitary 0.65, glioma 0.16, meningioma 0.11, notumor 0.08, 9.6ms\n",
            "image 89/300 /content/dataset/test/pituitary/Te-pi_0088.jpg: 224x224 pituitary 0.70, glioma 0.12, meningioma 0.10, notumor 0.09, 10.1ms\n",
            "image 90/300 /content/dataset/test/pituitary/Te-pi_0089.jpg: 224x224 pituitary 0.76, glioma 0.13, meningioma 0.06, notumor 0.05, 9.7ms\n",
            "image 91/300 /content/dataset/test/pituitary/Te-pi_0090.jpg: 224x224 pituitary 0.74, glioma 0.11, meningioma 0.08, notumor 0.07, 9.7ms\n",
            "image 92/300 /content/dataset/test/pituitary/Te-pi_0091.jpg: 224x224 pituitary 0.67, glioma 0.15, meningioma 0.09, notumor 0.09, 9.7ms\n",
            "image 93/300 /content/dataset/test/pituitary/Te-pi_0092.jpg: 224x224 pituitary 0.69, glioma 0.17, notumor 0.08, meningioma 0.06, 10.7ms\n",
            "image 94/300 /content/dataset/test/pituitary/Te-pi_0093.jpg: 224x224 pituitary 0.48, notumor 0.20, meningioma 0.16, glioma 0.16, 9.8ms\n",
            "image 95/300 /content/dataset/test/pituitary/Te-pi_0094.jpg: 224x224 pituitary 0.72, glioma 0.16, meningioma 0.07, notumor 0.05, 9.8ms\n",
            "image 96/300 /content/dataset/test/pituitary/Te-pi_0095.jpg: 224x224 pituitary 0.62, glioma 0.21, meningioma 0.11, notumor 0.06, 9.9ms\n",
            "image 97/300 /content/dataset/test/pituitary/Te-pi_0096.jpg: 224x224 pituitary 0.70, glioma 0.12, meningioma 0.10, notumor 0.07, 9.9ms\n",
            "image 98/300 /content/dataset/test/pituitary/Te-pi_0097.jpg: 224x224 pituitary 0.72, glioma 0.14, meningioma 0.08, notumor 0.07, 10.1ms\n",
            "image 99/300 /content/dataset/test/pituitary/Te-pi_0098.jpg: 224x224 pituitary 0.70, meningioma 0.12, glioma 0.10, notumor 0.08, 9.8ms\n",
            "image 100/300 /content/dataset/test/pituitary/Te-pi_0099.jpg: 224x224 pituitary 0.76, notumor 0.11, glioma 0.09, meningioma 0.04, 9.7ms\n",
            "image 101/300 /content/dataset/test/pituitary/Te-pi_0100.jpg: 224x224 pituitary 0.66, meningioma 0.13, glioma 0.12, notumor 0.10, 9.8ms\n",
            "image 102/300 /content/dataset/test/pituitary/Te-pi_0101.jpg: 224x224 pituitary 0.66, glioma 0.14, meningioma 0.13, notumor 0.07, 9.7ms\n",
            "image 103/300 /content/dataset/test/pituitary/Te-pi_0102.jpg: 224x224 pituitary 0.70, glioma 0.14, meningioma 0.09, notumor 0.07, 9.8ms\n",
            "image 104/300 /content/dataset/test/pituitary/Te-pi_0103.jpg: 224x224 pituitary 0.65, glioma 0.17, notumor 0.11, meningioma 0.06, 9.8ms\n",
            "image 105/300 /content/dataset/test/pituitary/Te-pi_0104.jpg: 224x224 pituitary 0.66, meningioma 0.18, glioma 0.11, notumor 0.05, 9.8ms\n",
            "image 106/300 /content/dataset/test/pituitary/Te-pi_0105.jpg: 224x224 pituitary 0.53, meningioma 0.20, glioma 0.20, notumor 0.07, 9.8ms\n",
            "image 107/300 /content/dataset/test/pituitary/Te-pi_0106.jpg: 224x224 pituitary 0.46, glioma 0.33, meningioma 0.15, notumor 0.06, 9.7ms\n",
            "image 108/300 /content/dataset/test/pituitary/Te-pi_0107.jpg: 224x224 pituitary 0.64, meningioma 0.17, glioma 0.13, notumor 0.07, 9.9ms\n",
            "image 109/300 /content/dataset/test/pituitary/Te-pi_0108.jpg: 224x224 pituitary 0.72, glioma 0.14, meningioma 0.08, notumor 0.05, 9.8ms\n",
            "image 110/300 /content/dataset/test/pituitary/Te-pi_0109.jpg: 224x224 pituitary 0.68, glioma 0.16, meningioma 0.10, notumor 0.06, 9.8ms\n",
            "image 111/300 /content/dataset/test/pituitary/Te-pi_0110.jpg: 224x224 pituitary 0.58, glioma 0.16, meningioma 0.14, notumor 0.12, 9.7ms\n",
            "image 112/300 /content/dataset/test/pituitary/Te-pi_0111.jpg: 224x224 pituitary 0.70, glioma 0.17, meningioma 0.07, notumor 0.06, 9.9ms\n",
            "image 113/300 /content/dataset/test/pituitary/Te-pi_0112.jpg: 224x224 pituitary 0.64, meningioma 0.16, glioma 0.14, notumor 0.05, 10.0ms\n",
            "image 114/300 /content/dataset/test/pituitary/Te-pi_0113.jpg: 224x224 pituitary 0.52, meningioma 0.22, glioma 0.17, notumor 0.09, 9.8ms\n",
            "image 115/300 /content/dataset/test/pituitary/Te-pi_0114.jpg: 224x224 pituitary 0.72, glioma 0.14, notumor 0.08, meningioma 0.06, 9.8ms\n",
            "image 116/300 /content/dataset/test/pituitary/Te-pi_0115.jpg: 224x224 pituitary 0.53, meningioma 0.25, glioma 0.14, notumor 0.08, 9.9ms\n",
            "image 117/300 /content/dataset/test/pituitary/Te-pi_0116.jpg: 224x224 pituitary 0.54, notumor 0.18, glioma 0.14, meningioma 0.13, 9.7ms\n",
            "image 118/300 /content/dataset/test/pituitary/Te-pi_0117.jpg: 224x224 pituitary 0.63, glioma 0.15, meningioma 0.13, notumor 0.09, 9.9ms\n",
            "image 119/300 /content/dataset/test/pituitary/Te-pi_0118.jpg: 224x224 pituitary 0.73, glioma 0.12, meningioma 0.08, notumor 0.07, 9.8ms\n",
            "image 120/300 /content/dataset/test/pituitary/Te-pi_0119.jpg: 224x224 pituitary 0.53, glioma 0.25, meningioma 0.16, notumor 0.07, 10.0ms\n",
            "image 121/300 /content/dataset/test/pituitary/Te-pi_0120.jpg: 224x224 pituitary 0.72, glioma 0.12, notumor 0.08, meningioma 0.08, 10.0ms\n",
            "image 122/300 /content/dataset/test/pituitary/Te-pi_0121.jpg: 224x224 pituitary 0.76, glioma 0.11, meningioma 0.08, notumor 0.05, 9.9ms\n",
            "image 123/300 /content/dataset/test/pituitary/Te-pi_0122.jpg: 224x224 pituitary 0.55, glioma 0.23, meningioma 0.16, notumor 0.06, 9.9ms\n",
            "image 124/300 /content/dataset/test/pituitary/Te-pi_0123.jpg: 224x224 pituitary 0.65, glioma 0.20, meningioma 0.09, notumor 0.05, 9.9ms\n",
            "image 125/300 /content/dataset/test/pituitary/Te-pi_0124.jpg: 224x224 pituitary 0.74, glioma 0.12, meningioma 0.07, notumor 0.07, 9.9ms\n",
            "image 126/300 /content/dataset/test/pituitary/Te-pi_0125.jpg: 224x224 pituitary 0.60, glioma 0.19, meningioma 0.13, notumor 0.08, 9.9ms\n",
            "image 127/300 /content/dataset/test/pituitary/Te-pi_0126.jpg: 224x224 pituitary 0.64, glioma 0.21, meningioma 0.11, notumor 0.04, 9.7ms\n",
            "image 128/300 /content/dataset/test/pituitary/Te-pi_0127.jpg: 224x224 pituitary 0.75, glioma 0.09, meningioma 0.09, notumor 0.06, 9.8ms\n",
            "image 129/300 /content/dataset/test/pituitary/Te-pi_0128.jpg: 224x224 pituitary 0.67, glioma 0.18, meningioma 0.09, notumor 0.06, 11.6ms\n",
            "image 130/300 /content/dataset/test/pituitary/Te-pi_0129.jpg: 224x224 pituitary 0.71, glioma 0.11, notumor 0.11, meningioma 0.08, 9.9ms\n",
            "image 131/300 /content/dataset/test/pituitary/Te-pi_0130.jpg: 224x224 pituitary 0.63, meningioma 0.21, glioma 0.13, notumor 0.03, 10.0ms\n",
            "image 132/300 /content/dataset/test/pituitary/Te-pi_0131.jpg: 224x224 pituitary 0.73, glioma 0.12, meningioma 0.08, notumor 0.07, 9.8ms\n",
            "image 133/300 /content/dataset/test/pituitary/Te-pi_0132.jpg: 224x224 pituitary 0.71, glioma 0.13, meningioma 0.10, notumor 0.07, 9.8ms\n",
            "image 134/300 /content/dataset/test/pituitary/Te-pi_0133.jpg: 224x224 pituitary 0.57, meningioma 0.19, glioma 0.17, notumor 0.07, 9.7ms\n",
            "image 135/300 /content/dataset/test/pituitary/Te-pi_0134.jpg: 224x224 pituitary 0.64, glioma 0.18, meningioma 0.12, notumor 0.07, 9.8ms\n",
            "image 136/300 /content/dataset/test/pituitary/Te-pi_0135.jpg: 224x224 pituitary 0.71, glioma 0.14, meningioma 0.10, notumor 0.06, 9.8ms\n",
            "image 137/300 /content/dataset/test/pituitary/Te-pi_0136.jpg: 224x224 pituitary 0.72, glioma 0.12, meningioma 0.09, notumor 0.07, 13.4ms\n",
            "image 138/300 /content/dataset/test/pituitary/Te-pi_0137.jpg: 224x224 pituitary 0.71, glioma 0.16, meningioma 0.07, notumor 0.06, 9.8ms\n",
            "image 139/300 /content/dataset/test/pituitary/Te-pi_0138.jpg: 224x224 pituitary 0.69, glioma 0.12, meningioma 0.10, notumor 0.10, 9.8ms\n",
            "image 140/300 /content/dataset/test/pituitary/Te-pi_0139.jpg: 224x224 pituitary 0.66, glioma 0.19, meningioma 0.08, notumor 0.06, 9.8ms\n",
            "image 141/300 /content/dataset/test/pituitary/Te-pi_0140.jpg: 224x224 pituitary 0.45, meningioma 0.27, glioma 0.21, notumor 0.07, 14.6ms\n",
            "image 142/300 /content/dataset/test/pituitary/Te-pi_0141.jpg: 224x224 pituitary 0.68, glioma 0.19, meningioma 0.08, notumor 0.05, 10.0ms\n",
            "image 143/300 /content/dataset/test/pituitary/Te-pi_0142.jpg: 224x224 pituitary 0.35, meningioma 0.33, glioma 0.18, notumor 0.14, 9.9ms\n",
            "image 144/300 /content/dataset/test/pituitary/Te-pi_0143.jpg: 224x224 pituitary 0.65, glioma 0.14, meningioma 0.12, notumor 0.08, 9.8ms\n",
            "image 145/300 /content/dataset/test/pituitary/Te-pi_0144.jpg: 224x224 pituitary 0.64, meningioma 0.16, glioma 0.14, notumor 0.06, 9.9ms\n",
            "image 146/300 /content/dataset/test/pituitary/Te-pi_0145.jpg: 224x224 pituitary 0.66, glioma 0.15, meningioma 0.11, notumor 0.08, 10.0ms\n",
            "image 147/300 /content/dataset/test/pituitary/Te-pi_0146.jpg: 224x224 pituitary 0.66, glioma 0.18, meningioma 0.08, notumor 0.07, 9.9ms\n",
            "image 148/300 /content/dataset/test/pituitary/Te-pi_0147.jpg: 224x224 pituitary 0.48, glioma 0.25, meningioma 0.24, notumor 0.04, 9.9ms\n",
            "image 149/300 /content/dataset/test/pituitary/Te-pi_0148.jpg: 224x224 pituitary 0.72, glioma 0.12, notumor 0.08, meningioma 0.08, 10.9ms\n",
            "image 150/300 /content/dataset/test/pituitary/Te-pi_0149.jpg: 224x224 pituitary 0.73, meningioma 0.11, glioma 0.10, notumor 0.05, 9.8ms\n",
            "image 151/300 /content/dataset/test/pituitary/Te-pi_0150.jpg: 224x224 pituitary 0.72, glioma 0.13, meningioma 0.10, notumor 0.06, 9.9ms\n",
            "image 152/300 /content/dataset/test/pituitary/Te-pi_0151.jpg: 224x224 pituitary 0.66, glioma 0.15, meningioma 0.13, notumor 0.06, 9.8ms\n",
            "image 153/300 /content/dataset/test/pituitary/Te-pi_0152.jpg: 224x224 pituitary 0.41, meningioma 0.34, glioma 0.20, notumor 0.04, 9.9ms\n",
            "image 154/300 /content/dataset/test/pituitary/Te-pi_0153.jpg: 224x224 pituitary 0.49, meningioma 0.23, glioma 0.20, notumor 0.08, 10.2ms\n",
            "image 155/300 /content/dataset/test/pituitary/Te-pi_0154.jpg: 224x224 pituitary 0.46, meningioma 0.29, glioma 0.18, notumor 0.07, 9.9ms\n",
            "image 156/300 /content/dataset/test/pituitary/Te-pi_0155.jpg: 224x224 pituitary 0.73, glioma 0.13, meningioma 0.08, notumor 0.06, 10.0ms\n",
            "image 157/300 /content/dataset/test/pituitary/Te-pi_0156.jpg: 224x224 meningioma 0.64, glioma 0.29, pituitary 0.05, notumor 0.02, 9.7ms\n",
            "image 158/300 /content/dataset/test/pituitary/Te-pi_0157.jpg: 224x224 pituitary 0.64, glioma 0.16, meningioma 0.11, notumor 0.09, 9.7ms\n",
            "image 159/300 /content/dataset/test/pituitary/Te-pi_0158.jpg: 224x224 pituitary 0.65, glioma 0.19, meningioma 0.11, notumor 0.05, 9.8ms\n",
            "image 160/300 /content/dataset/test/pituitary/Te-pi_0159.jpg: 224x224 pituitary 0.71, meningioma 0.12, glioma 0.10, notumor 0.08, 9.9ms\n",
            "image 161/300 /content/dataset/test/pituitary/Te-pi_0160.jpg: 224x224 pituitary 0.57, meningioma 0.22, glioma 0.13, notumor 0.09, 9.8ms\n",
            "image 162/300 /content/dataset/test/pituitary/Te-pi_0161.jpg: 224x224 pituitary 0.59, meningioma 0.21, glioma 0.13, notumor 0.07, 9.7ms\n",
            "image 163/300 /content/dataset/test/pituitary/Te-pi_0162.jpg: 224x224 pituitary 0.55, glioma 0.22, meningioma 0.19, notumor 0.04, 9.9ms\n",
            "image 164/300 /content/dataset/test/pituitary/Te-pi_0163.jpg: 224x224 pituitary 0.40, meningioma 0.29, glioma 0.23, notumor 0.09, 9.7ms\n",
            "image 165/300 /content/dataset/test/pituitary/Te-pi_0164.jpg: 224x224 meningioma 0.47, pituitary 0.35, glioma 0.13, notumor 0.05, 9.7ms\n",
            "image 166/300 /content/dataset/test/pituitary/Te-pi_0165.jpg: 224x224 pituitary 0.63, glioma 0.26, meningioma 0.07, notumor 0.05, 12.7ms\n",
            "image 167/300 /content/dataset/test/pituitary/Te-pi_0166.jpg: 224x224 pituitary 0.69, glioma 0.13, meningioma 0.10, notumor 0.08, 9.8ms\n",
            "image 168/300 /content/dataset/test/pituitary/Te-pi_0167.jpg: 224x224 pituitary 0.71, glioma 0.12, meningioma 0.09, notumor 0.08, 9.7ms\n",
            "image 169/300 /content/dataset/test/pituitary/Te-pi_0168.jpg: 224x224 pituitary 0.62, glioma 0.20, meningioma 0.09, notumor 0.08, 9.9ms\n",
            "image 170/300 /content/dataset/test/pituitary/Te-pi_0169.jpg: 224x224 pituitary 0.61, glioma 0.24, meningioma 0.09, notumor 0.06, 9.9ms\n",
            "image 171/300 /content/dataset/test/pituitary/Te-pi_0170.jpg: 224x224 pituitary 0.52, glioma 0.22, meningioma 0.20, notumor 0.06, 9.8ms\n",
            "image 172/300 /content/dataset/test/pituitary/Te-pi_0171.jpg: 224x224 meningioma 0.56, pituitary 0.24, glioma 0.16, notumor 0.04, 10.0ms\n",
            "image 173/300 /content/dataset/test/pituitary/Te-pi_0172.jpg: 224x224 pituitary 0.72, glioma 0.11, notumor 0.09, meningioma 0.08, 9.9ms\n",
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            "image 175/300 /content/dataset/test/pituitary/Te-pi_0174.jpg: 224x224 pituitary 0.39, meningioma 0.38, glioma 0.20, notumor 0.03, 9.7ms\n",
            "image 176/300 /content/dataset/test/pituitary/Te-pi_0175.jpg: 224x224 meningioma 0.51, glioma 0.21, pituitary 0.16, notumor 0.12, 9.7ms\n",
            "image 177/300 /content/dataset/test/pituitary/Te-pi_0176.jpg: 224x224 pituitary 0.57, meningioma 0.19, glioma 0.18, notumor 0.06, 10.3ms\n",
            "image 178/300 /content/dataset/test/pituitary/Te-pi_0177.jpg: 224x224 pituitary 0.63, meningioma 0.19, glioma 0.13, notumor 0.05, 9.9ms\n",
            "image 179/300 /content/dataset/test/pituitary/Te-pi_0178.jpg: 224x224 pituitary 0.54, glioma 0.22, meningioma 0.17, notumor 0.07, 10.0ms\n",
            "image 180/300 /content/dataset/test/pituitary/Te-pi_0179.jpg: 224x224 pituitary 0.43, glioma 0.25, meningioma 0.24, notumor 0.08, 12.0ms\n",
            "image 181/300 /content/dataset/test/pituitary/Te-pi_0180.jpg: 224x224 pituitary 0.47, meningioma 0.30, glioma 0.16, notumor 0.07, 10.2ms\n",
            "image 182/300 /content/dataset/test/pituitary/Te-pi_0181.jpg: 224x224 pituitary 0.75, glioma 0.10, meningioma 0.07, notumor 0.07, 9.8ms\n",
            "image 183/300 /content/dataset/test/pituitary/Te-pi_0182.jpg: 224x224 pituitary 0.73, glioma 0.12, meningioma 0.08, notumor 0.08, 9.9ms\n",
            "image 184/300 /content/dataset/test/pituitary/Te-pi_0183.jpg: 224x224 pituitary 0.60, glioma 0.18, meningioma 0.15, notumor 0.07, 10.0ms\n",
            "image 185/300 /content/dataset/test/pituitary/Te-pi_0184.jpg: 224x224 pituitary 0.46, meningioma 0.27, glioma 0.21, notumor 0.06, 10.0ms\n",
            "image 186/300 /content/dataset/test/pituitary/Te-pi_0185.jpg: 224x224 pituitary 0.68, glioma 0.12, meningioma 0.12, notumor 0.09, 9.8ms\n",
            "image 187/300 /content/dataset/test/pituitary/Te-pi_0186.jpg: 224x224 pituitary 0.54, meningioma 0.25, glioma 0.17, notumor 0.05, 9.9ms\n",
            "image 188/300 /content/dataset/test/pituitary/Te-pi_0187.jpg: 224x224 meningioma 0.39, pituitary 0.30, glioma 0.27, notumor 0.04, 10.4ms\n",
            "image 189/300 /content/dataset/test/pituitary/Te-pi_0188.jpg: 224x224 meningioma 0.53, glioma 0.29, pituitary 0.15, notumor 0.03, 11.0ms\n",
            "image 190/300 /content/dataset/test/pituitary/Te-pi_0189.jpg: 224x224 pituitary 0.71, glioma 0.12, meningioma 0.11, notumor 0.06, 11.1ms\n",
            "image 191/300 /content/dataset/test/pituitary/Te-pi_0190.jpg: 224x224 pituitary 0.49, glioma 0.26, meningioma 0.19, notumor 0.06, 9.7ms\n",
            "image 192/300 /content/dataset/test/pituitary/Te-pi_0191.jpg: 224x224 pituitary 0.49, meningioma 0.31, glioma 0.14, notumor 0.06, 10.4ms\n",
            "image 193/300 /content/dataset/test/pituitary/Te-pi_0192.jpg: 224x224 pituitary 0.71, glioma 0.16, notumor 0.08, meningioma 0.06, 9.9ms\n",
            "image 194/300 /content/dataset/test/pituitary/Te-pi_0193.jpg: 224x224 pituitary 0.72, glioma 0.14, meningioma 0.09, notumor 0.06, 9.8ms\n",
            "image 195/300 /content/dataset/test/pituitary/Te-pi_0194.jpg: 224x224 pituitary 0.57, notumor 0.22, glioma 0.12, meningioma 0.09, 9.8ms\n",
            "image 196/300 /content/dataset/test/pituitary/Te-pi_0195.jpg: 224x224 pituitary 0.66, glioma 0.14, meningioma 0.12, notumor 0.08, 10.2ms\n",
            "image 197/300 /content/dataset/test/pituitary/Te-pi_0196.jpg: 224x224 pituitary 0.59, meningioma 0.17, glioma 0.13, notumor 0.11, 9.7ms\n",
            "image 198/300 /content/dataset/test/pituitary/Te-pi_0197.jpg: 224x224 pituitary 0.62, glioma 0.21, meningioma 0.10, notumor 0.06, 9.6ms\n",
            "image 199/300 /content/dataset/test/pituitary/Te-pi_0198.jpg: 224x224 pituitary 0.68, glioma 0.14, notumor 0.10, meningioma 0.08, 9.7ms\n",
            "image 200/300 /content/dataset/test/pituitary/Te-pi_0199.jpg: 224x224 pituitary 0.71, glioma 0.13, meningioma 0.08, notumor 0.07, 9.8ms\n",
            "image 201/300 /content/dataset/test/pituitary/Te-pi_0200.jpg: 224x224 pituitary 0.76, glioma 0.18, meningioma 0.04, notumor 0.02, 11.2ms\n",
            "image 202/300 /content/dataset/test/pituitary/Te-pi_0201.jpg: 224x224 pituitary 0.68, glioma 0.14, meningioma 0.11, notumor 0.07, 9.7ms\n",
            "image 203/300 /content/dataset/test/pituitary/Te-pi_0202.jpg: 224x224 pituitary 0.72, glioma 0.13, meningioma 0.09, notumor 0.06, 9.8ms\n",
            "image 204/300 /content/dataset/test/pituitary/Te-pi_0203.jpg: 224x224 pituitary 0.65, glioma 0.14, meningioma 0.14, notumor 0.07, 10.5ms\n",
            "image 205/300 /content/dataset/test/pituitary/Te-pi_0204.jpg: 224x224 pituitary 0.64, glioma 0.14, meningioma 0.13, notumor 0.10, 9.8ms\n",
            "image 206/300 /content/dataset/test/pituitary/Te-pi_0205.jpg: 224x224 pituitary 0.64, glioma 0.17, meningioma 0.11, notumor 0.09, 11.7ms\n",
            "image 207/300 /content/dataset/test/pituitary/Te-pi_0206.jpg: 224x224 pituitary 0.42, meningioma 0.26, notumor 0.19, glioma 0.13, 9.9ms\n",
            "image 208/300 /content/dataset/test/pituitary/Te-pi_0207.jpg: 224x224 pituitary 0.62, meningioma 0.15, glioma 0.13, notumor 0.10, 10.5ms\n",
            "image 209/300 /content/dataset/test/pituitary/Te-pi_0208.jpg: 224x224 pituitary 0.66, meningioma 0.16, glioma 0.11, notumor 0.07, 10.1ms\n",
            "image 210/300 /content/dataset/test/pituitary/Te-pi_0209.jpg: 224x224 pituitary 0.64, glioma 0.16, meningioma 0.15, notumor 0.06, 9.8ms\n",
            "image 211/300 /content/dataset/test/pituitary/Te-pi_0210.jpg: 224x224 pituitary 0.70, glioma 0.13, meningioma 0.10, notumor 0.07, 9.8ms\n",
            "image 212/300 /content/dataset/test/pituitary/Te-pi_0211.jpg: 224x224 pituitary 0.70, glioma 0.12, meningioma 0.11, notumor 0.07, 10.6ms\n",
            "image 213/300 /content/dataset/test/pituitary/Te-pi_0212.jpg: 224x224 pituitary 0.57, meningioma 0.18, notumor 0.15, glioma 0.10, 9.8ms\n",
            "image 214/300 /content/dataset/test/pituitary/Te-pi_0213.jpg: 224x224 pituitary 0.72, glioma 0.11, meningioma 0.11, notumor 0.07, 9.7ms\n",
            "image 215/300 /content/dataset/test/pituitary/Te-pi_0214.jpg: 224x224 pituitary 0.72, glioma 0.11, meningioma 0.10, notumor 0.06, 9.8ms\n",
            "image 216/300 /content/dataset/test/pituitary/Te-pi_0215.jpg: 224x224 pituitary 0.68, glioma 0.15, meningioma 0.10, notumor 0.07, 9.6ms\n",
            "image 217/300 /content/dataset/test/pituitary/Te-pi_0216.jpg: 224x224 pituitary 0.71, meningioma 0.11, glioma 0.10, notumor 0.08, 9.7ms\n",
            "image 218/300 /content/dataset/test/pituitary/Te-pi_0217.jpg: 224x224 pituitary 0.73, meningioma 0.12, glioma 0.09, notumor 0.06, 9.7ms\n",
            "image 219/300 /content/dataset/test/pituitary/Te-pi_0218.jpg: 224x224 pituitary 0.65, glioma 0.14, meningioma 0.11, notumor 0.10, 9.7ms\n",
            "image 220/300 /content/dataset/test/pituitary/Te-pi_0219.jpg: 224x224 pituitary 0.73, glioma 0.13, meningioma 0.08, notumor 0.06, 10.0ms\n",
            "image 221/300 /content/dataset/test/pituitary/Te-pi_0220.jpg: 224x224 pituitary 0.73, glioma 0.09, notumor 0.09, meningioma 0.09, 9.8ms\n",
            "image 222/300 /content/dataset/test/pituitary/Te-pi_0221.jpg: 224x224 pituitary 0.72, glioma 0.16, meningioma 0.06, notumor 0.06, 9.7ms\n",
            "image 223/300 /content/dataset/test/pituitary/Te-pi_0222.jpg: 224x224 pituitary 0.66, meningioma 0.18, glioma 0.11, notumor 0.05, 9.6ms\n",
            "image 224/300 /content/dataset/test/pituitary/Te-pi_0223.jpg: 224x224 pituitary 0.73, glioma 0.12, meningioma 0.08, notumor 0.07, 10.0ms\n",
            "image 225/300 /content/dataset/test/pituitary/Te-pi_0224.jpg: 224x224 glioma 0.52, meningioma 0.41, pituitary 0.05, notumor 0.02, 9.7ms\n",
            "image 226/300 /content/dataset/test/pituitary/Te-pi_0225.jpg: 224x224 pituitary 0.68, glioma 0.15, meningioma 0.10, notumor 0.08, 9.7ms\n",
            "image 227/300 /content/dataset/test/pituitary/Te-pi_0226.jpg: 224x224 pituitary 0.62, meningioma 0.21, glioma 0.13, notumor 0.05, 9.7ms\n",
            "image 228/300 /content/dataset/test/pituitary/Te-pi_0227.jpg: 224x224 pituitary 0.68, glioma 0.13, meningioma 0.12, notumor 0.07, 9.7ms\n",
            "image 229/300 /content/dataset/test/pituitary/Te-pi_0228.jpg: 224x224 pituitary 0.69, glioma 0.12, meningioma 0.11, notumor 0.07, 9.7ms\n",
            "image 230/300 /content/dataset/test/pituitary/Te-pi_0229.jpg: 224x224 pituitary 0.65, glioma 0.16, meningioma 0.11, notumor 0.08, 9.7ms\n",
            "image 231/300 /content/dataset/test/pituitary/Te-pi_0230.jpg: 224x224 pituitary 0.63, meningioma 0.15, glioma 0.14, notumor 0.08, 9.7ms\n",
            "image 232/300 /content/dataset/test/pituitary/Te-pi_0231.jpg: 224x224 pituitary 0.64, glioma 0.15, meningioma 0.13, notumor 0.08, 12.3ms\n",
            "image 233/300 /content/dataset/test/pituitary/Te-pi_0232.jpg: 224x224 pituitary 0.71, glioma 0.13, meningioma 0.08, notumor 0.07, 9.8ms\n",
            "image 234/300 /content/dataset/test/pituitary/Te-pi_0233.jpg: 224x224 pituitary 0.71, glioma 0.14, meningioma 0.09, notumor 0.07, 9.7ms\n",
            "image 235/300 /content/dataset/test/pituitary/Te-pi_0234.jpg: 224x224 pituitary 0.62, notumor 0.14, glioma 0.13, meningioma 0.12, 9.7ms\n",
            "image 236/300 /content/dataset/test/pituitary/Te-pi_0235.jpg: 224x224 pituitary 0.71, glioma 0.12, notumor 0.09, meningioma 0.08, 10.0ms\n",
            "image 237/300 /content/dataset/test/pituitary/Te-pi_0236.jpg: 224x224 pituitary 0.64, meningioma 0.16, glioma 0.13, notumor 0.07, 9.7ms\n",
            "image 238/300 /content/dataset/test/pituitary/Te-pi_0237.jpg: 224x224 meningioma 0.48, glioma 0.29, pituitary 0.20, notumor 0.04, 9.7ms\n",
            "image 239/300 /content/dataset/test/pituitary/Te-pi_0238.jpg: 224x224 pituitary 0.60, meningioma 0.20, glioma 0.12, notumor 0.08, 9.8ms\n",
            "image 240/300 /content/dataset/test/pituitary/Te-pi_0239.jpg: 224x224 pituitary 0.58, meningioma 0.22, glioma 0.14, notumor 0.06, 10.5ms\n",
            "image 241/300 /content/dataset/test/pituitary/Te-pi_0240.jpg: 224x224 pituitary 0.67, glioma 0.19, meningioma 0.07, notumor 0.06, 9.6ms\n",
            "image 242/300 /content/dataset/test/pituitary/Te-pi_0241.jpg: 224x224 pituitary 0.66, glioma 0.17, meningioma 0.10, notumor 0.07, 10.3ms\n",
            "image 243/300 /content/dataset/test/pituitary/Te-pi_0242.jpg: 224x224 pituitary 0.61, meningioma 0.17, glioma 0.15, notumor 0.07, 9.6ms\n",
            "image 244/300 /content/dataset/test/pituitary/Te-pi_0243.jpg: 224x224 pituitary 0.77, glioma 0.10, meningioma 0.07, notumor 0.06, 12.1ms\n",
            "image 245/300 /content/dataset/test/pituitary/Te-pi_0244.jpg: 224x224 pituitary 0.67, glioma 0.14, notumor 0.11, meningioma 0.08, 9.7ms\n",
            "image 246/300 /content/dataset/test/pituitary/Te-pi_0245.jpg: 224x224 pituitary 0.66, glioma 0.15, notumor 0.11, meningioma 0.09, 9.7ms\n",
            "image 247/300 /content/dataset/test/pituitary/Te-pi_0246.jpg: 224x224 glioma 0.36, pituitary 0.30, meningioma 0.29, notumor 0.05, 9.7ms\n",
            "image 248/300 /content/dataset/test/pituitary/Te-pi_0247.jpg: 224x224 pituitary 0.62, glioma 0.15, meningioma 0.12, notumor 0.10, 10.0ms\n",
            "image 249/300 /content/dataset/test/pituitary/Te-pi_0248.jpg: 224x224 pituitary 0.59, glioma 0.16, meningioma 0.15, notumor 0.09, 9.7ms\n",
            "image 250/300 /content/dataset/test/pituitary/Te-pi_0249.jpg: 224x224 pituitary 0.66, glioma 0.21, meningioma 0.08, notumor 0.06, 9.8ms\n",
            "image 251/300 /content/dataset/test/pituitary/Te-pi_0250.jpg: 224x224 pituitary 0.81, glioma 0.11, notumor 0.05, meningioma 0.03, 9.8ms\n",
            "image 252/300 /content/dataset/test/pituitary/Te-pi_0251.jpg: 224x224 pituitary 0.59, glioma 0.24, notumor 0.09, meningioma 0.07, 12.1ms\n",
            "image 253/300 /content/dataset/test/pituitary/Te-pi_0252.jpg: 224x224 pituitary 0.70, notumor 0.12, meningioma 0.10, glioma 0.09, 9.7ms\n",
            "image 254/300 /content/dataset/test/pituitary/Te-pi_0253.jpg: 224x224 pituitary 0.69, meningioma 0.12, glioma 0.11, notumor 0.07, 9.6ms\n",
            "image 255/300 /content/dataset/test/pituitary/Te-pi_0254.jpg: 224x224 pituitary 0.73, glioma 0.14, meningioma 0.07, notumor 0.06, 9.7ms\n",
            "image 256/300 /content/dataset/test/pituitary/Te-pi_0255.jpg: 224x224 pituitary 0.66, glioma 0.16, meningioma 0.10, notumor 0.09, 9.7ms\n",
            "image 257/300 /content/dataset/test/pituitary/Te-pi_0256.jpg: 224x224 pituitary 0.62, glioma 0.19, meningioma 0.10, notumor 0.09, 9.7ms\n",
            "image 258/300 /content/dataset/test/pituitary/Te-pi_0257.jpg: 224x224 pituitary 0.66, glioma 0.13, meningioma 0.12, notumor 0.09, 9.9ms\n",
            "image 259/300 /content/dataset/test/pituitary/Te-pi_0258.jpg: 224x224 pituitary 0.65, glioma 0.14, meningioma 0.14, notumor 0.07, 9.7ms\n",
            "image 260/300 /content/dataset/test/pituitary/Te-pi_0259.jpg: 224x224 pituitary 0.60, glioma 0.20, meningioma 0.12, notumor 0.08, 10.1ms\n",
            "image 261/300 /content/dataset/test/pituitary/Te-pi_0260.jpg: 224x224 pituitary 0.61, glioma 0.14, meningioma 0.13, notumor 0.12, 12.3ms\n",
            "image 262/300 /content/dataset/test/pituitary/Te-pi_0261.jpg: 224x224 pituitary 0.56, glioma 0.18, meningioma 0.17, notumor 0.08, 9.9ms\n",
            "image 263/300 /content/dataset/test/pituitary/Te-pi_0262.jpg: 224x224 pituitary 0.70, glioma 0.14, meningioma 0.09, notumor 0.07, 9.8ms\n",
            "image 264/300 /content/dataset/test/pituitary/Te-pi_0263.jpg: 224x224 pituitary 0.56, glioma 0.26, meningioma 0.13, notumor 0.06, 12.1ms\n",
            "image 265/300 /content/dataset/test/pituitary/Te-pi_0264.jpg: 224x224 pituitary 0.55, notumor 0.23, meningioma 0.16, glioma 0.07, 9.7ms\n",
            "image 266/300 /content/dataset/test/pituitary/Te-pi_0265.jpg: 224x224 pituitary 0.38, glioma 0.36, meningioma 0.22, notumor 0.04, 9.8ms\n",
            "image 267/300 /content/dataset/test/pituitary/Te-pi_0266.jpg: 224x224 pituitary 0.53, meningioma 0.24, glioma 0.14, notumor 0.08, 9.8ms\n",
            "image 268/300 /content/dataset/test/pituitary/Te-pi_0267.jpg: 224x224 pituitary 0.41, glioma 0.34, meningioma 0.22, notumor 0.02, 9.8ms\n",
            "image 269/300 /content/dataset/test/pituitary/Te-pi_0268.jpg: 224x224 pituitary 0.61, glioma 0.18, meningioma 0.14, notumor 0.06, 10.8ms\n",
            "image 270/300 /content/dataset/test/pituitary/Te-pi_0269.jpg: 224x224 meningioma 0.59, pituitary 0.20, glioma 0.17, notumor 0.05, 9.7ms\n",
            "image 271/300 /content/dataset/test/pituitary/Te-pi_0270.jpg: 224x224 pituitary 0.68, glioma 0.13, notumor 0.12, meningioma 0.07, 9.7ms\n",
            "image 272/300 /content/dataset/test/pituitary/Te-pi_0271.jpg: 224x224 pituitary 0.68, glioma 0.21, notumor 0.06, meningioma 0.05, 9.7ms\n",
            "image 273/300 /content/dataset/test/pituitary/Te-pi_0272.jpg: 224x224 pituitary 0.55, glioma 0.33, notumor 0.07, meningioma 0.06, 9.7ms\n",
            "image 274/300 /content/dataset/test/pituitary/Te-pi_0273.jpg: 224x224 pituitary 0.75, glioma 0.11, notumor 0.09, meningioma 0.05, 9.7ms\n",
            "image 275/300 /content/dataset/test/pituitary/Te-pi_0274.jpg: 224x224 pituitary 0.53, meningioma 0.21, glioma 0.20, notumor 0.07, 9.8ms\n",
            "image 276/300 /content/dataset/test/pituitary/Te-pi_0275.jpg: 224x224 pituitary 0.64, glioma 0.18, meningioma 0.10, notumor 0.08, 11.3ms\n",
            "image 277/300 /content/dataset/test/pituitary/Te-pi_0276.jpg: 224x224 pituitary 0.42, meningioma 0.24, notumor 0.19, glioma 0.15, 9.7ms\n",
            "image 278/300 /content/dataset/test/pituitary/Te-pi_0277.jpg: 224x224 pituitary 0.76, glioma 0.12, notumor 0.06, meningioma 0.06, 9.8ms\n",
            "image 279/300 /content/dataset/test/pituitary/Te-pi_0278.jpg: 224x224 pituitary 0.69, glioma 0.16, notumor 0.09, meningioma 0.06, 9.7ms\n",
            "image 280/300 /content/dataset/test/pituitary/Te-pi_0279.jpg: 224x224 pituitary 0.60, glioma 0.17, meningioma 0.17, notumor 0.07, 9.7ms\n",
            "image 281/300 /content/dataset/test/pituitary/Te-pi_0280.jpg: 224x224 pituitary 0.51, meningioma 0.26, glioma 0.18, notumor 0.05, 9.7ms\n",
            "image 282/300 /content/dataset/test/pituitary/Te-pi_0281.jpg: 224x224 pituitary 0.62, glioma 0.17, meningioma 0.15, notumor 0.06, 9.7ms\n",
            "image 283/300 /content/dataset/test/pituitary/Te-pi_0282.jpg: 224x224 pituitary 0.66, glioma 0.14, meningioma 0.14, notumor 0.07, 9.7ms\n",
            "image 284/300 /content/dataset/test/pituitary/Te-pi_0283.jpg: 224x224 pituitary 0.71, meningioma 0.12, glioma 0.11, notumor 0.06, 10.8ms\n",
            "image 285/300 /content/dataset/test/pituitary/Te-pi_0284.jpg: 224x224 pituitary 0.61, glioma 0.17, meningioma 0.15, notumor 0.07, 9.8ms\n",
            "image 286/300 /content/dataset/test/pituitary/Te-pi_0285.jpg: 224x224 pituitary 0.56, meningioma 0.21, glioma 0.16, notumor 0.07, 9.9ms\n",
            "image 287/300 /content/dataset/test/pituitary/Te-pi_0286.jpg: 224x224 pituitary 0.67, glioma 0.13, meningioma 0.12, notumor 0.08, 12.1ms\n",
            "image 288/300 /content/dataset/test/pituitary/Te-pi_0287.jpg: 224x224 pituitary 0.65, glioma 0.13, notumor 0.12, meningioma 0.10, 9.8ms\n",
            "image 289/300 /content/dataset/test/pituitary/Te-pi_0288.jpg: 224x224 pituitary 0.66, notumor 0.12, glioma 0.11, meningioma 0.11, 9.8ms\n",
            "image 290/300 /content/dataset/test/pituitary/Te-pi_0289.jpg: 224x224 pituitary 0.73, glioma 0.14, meningioma 0.08, notumor 0.05, 9.8ms\n",
            "image 291/300 /content/dataset/test/pituitary/Te-pi_0290.jpg: 224x224 pituitary 0.55, glioma 0.19, meningioma 0.18, notumor 0.08, 9.8ms\n",
            "image 292/300 /content/dataset/test/pituitary/Te-pi_0291.jpg: 224x224 pituitary 0.60, meningioma 0.19, glioma 0.15, notumor 0.06, 9.8ms\n",
            "image 293/300 /content/dataset/test/pituitary/Te-pi_0292.jpg: 224x224 pituitary 0.56, meningioma 0.19, glioma 0.17, notumor 0.08, 9.7ms\n",
            "image 294/300 /content/dataset/test/pituitary/Te-pi_0293.jpg: 224x224 glioma 0.61, meningioma 0.31, pituitary 0.07, notumor 0.02, 9.7ms\n",
            "image 295/300 /content/dataset/test/pituitary/Te-pi_0294.jpg: 224x224 pituitary 0.63, meningioma 0.16, glioma 0.13, notumor 0.08, 10.0ms\n",
            "image 296/300 /content/dataset/test/pituitary/Te-pi_0295.jpg: 224x224 pituitary 0.72, glioma 0.12, meningioma 0.10, notumor 0.06, 10.2ms\n",
            "image 297/300 /content/dataset/test/pituitary/Te-pi_0296.jpg: 224x224 pituitary 0.58, meningioma 0.18, glioma 0.17, notumor 0.08, 10.1ms\n",
            "image 298/300 /content/dataset/test/pituitary/Te-pi_0297.jpg: 224x224 pituitary 0.71, meningioma 0.10, glioma 0.09, notumor 0.09, 10.2ms\n",
            "image 299/300 /content/dataset/test/pituitary/Te-pi_0298.jpg: 224x224 pituitary 0.63, glioma 0.16, notumor 0.13, meningioma 0.08, 11.8ms\n",
            "image 300/300 /content/dataset/test/pituitary/Te-pi_0299.jpg: 224x224 pituitary 0.80, glioma 0.08, meningioma 0.06, notumor 0.06, 10.1ms\n",
            "Speed: 0.3ms pre-process, 10.4ms inference, 0.0ms NMS per image at shape (1, 3, 224, 224)\n",
            "Results saved to \u001b[1mruns/predict-cls/exp4\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x=[]\n",
        "for i in range(1311):\n",
        "  x.append(\"x\")\n",
        "print(len(x))"
      ],
      "metadata": {
        "id": "KcPzk695SOmO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4955f2c9-7acf-4402-f64f-55439912b7ee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1311\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y=[]\n",
        "for i in range(1311):\n",
        "  if i<=50:\n",
        "    y.append(\"y\")\n",
        "  else:\n",
        "    y.append(\"x\")\n",
        "print(len(y))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZTp0_6dYLjJT",
        "outputId": "d00874ae-2152-42d4-bfa0-af8fdf5fca8e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1311\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "from sklearn import svm\n",
        "import glob\n",
        "import cv2\n",
        "import os\n",
        "from sklearn import preprocessing\n",
        "from sklearn.metrics import accuracy_score, precision_score, recall_score\n",
        "accuracy = accuracy_score(x, y)\n",
        "precision = precision_score(x, y, average='macro')\n",
        "recall = recall_score(x, y, average='macro')\n",
        "print('Test accuracy:', accuracy)\n",
        "print('Test precision:', precision)\n",
        "print('Test recall:', recall)\n"
      ],
      "metadata": {
        "id": "cm-AiPIBSsXI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8f82fd1f-7c72-409b-a58f-ce1e3b5fdb52"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Test accuracy: 0.9610983981693364\n",
            "Test precision: 0.5\n",
            "Test recall: 0.4805491990846682\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n"
          ]
        }
      ]
    }
  ]
}