notebooks/train-yolov8-classification-on-custom-dataset.ipynb

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        "[![Roboflow Notebooks](https://media.roboflow.com/notebooks/template/bannertest2-2.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672932710194)](https://github.com/roboflow/notebooks)\n",
        "\n",
        "# How to Train YOLOv8 Classification on a Custom Dataset\n",
        "\n",
        "---\n",
        "\n",
        "[![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset)\n",
        "[![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/wuZtUMEiKWY)\n",
        "[![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics)\n",
        "\n",
        "Ultralytics YOLOv8 is the latest version of the YOLO (You Only Look Once) object detection and image segmentation model developed by Ultralytics. The YOLOv8 model is designed to be fast, accurate, and easy to use, making it an excellent choice for a wide range of object detection and image segmentation tasks. It can be trained on large datasets and is capable of running on a variety of hardware platforms, from CPUs to GPUs.\n",
        "\n",
        "## ⚠️ Disclaimer\n",
        "\n",
        "As of 18.01.2023, YOLOv8 Classification seems a tad underdeveloped. It is possible to train models, but their usability is questionable. Known problems include:\n",
        "- The model pre-trained on the Imagenet dataset operates on the id of classes not their names. Only after custom post-processing can you find out how the image was classified. \n",
        "- No detailed training data available. At this point, it is almost standard to save information such as confusion matrix or graphs of key metrics after a training session is completed. YOLOv8 offers this feature but for the moment only for Object Detection and Instance Segmentation.\n",
        "- In the case of the CLI, there is no saving of the prediction in text form. They are annotated on the image, which in practice makes it impossible to build any application using them.\n",
        "- With SDK, a difficult-to-interpret matrix is returned instead of a vector of probabilities. Only after custom post-processing can you find out how the image was classified. \n",
        "\n",
        "## Accompanying Blog Post\n",
        "\n",
        "We recommend that you follow along in this notebook while reading the blog post on how to train YOLOv8 Classification, concurrently.\n",
        "\n",
        "## Pro Tip: Use GPU Acceleration\n",
        "\n",
        "If you are running this notebook in Google Colab, navigate to `Edit` -> `Notebook settings` -> `Hardware accelerator`, set it to `GPU`, and then click `Save`. This will ensure your notebook uses a GPU, which will significantly speed up model training times.\n",
        "\n",
        "## Steps in this Tutorial\n",
        "\n",
        "In this tutorial, we are going to cover:\n",
        "\n",
        "- Before you start\n",
        "- Install YOLOv8\n",
        "- CLI Basics\n",
        "- Inference with Pre-trained COCO Model\n",
        "- Roboflow Universe\n",
        "- Preparing a custom dataset\n",
        "- Custom Training\n",
        "- Validate Custom Model\n",
        "- Inference with Custom Model\n",
        "\n",
        "**Let's begin!**"
      ]
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      "source": [
        "## Before you start\n",
        "\n",
        "Let's make sure that we have access to GPU. We can use `nvidia-smi` command to do that. In case of any problems navigate to `Edit` -> `Notebook settings` -> `Hardware accelerator`, set it to `GPU`, and then click `Save`."
      ]
    },
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      "metadata": {
        "colab": {
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          "text": [
            "Wed Jan 18 15:48:57 2023       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 460.32.03    Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   57C    P0    26W /  70W |      0MiB / 15109MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ],
      "source": [
        "!nvidia-smi"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CjpPg4mGKc1v",
        "outputId": "3db2ec21-12da-4bb0-9808-0cc468213e91"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "HOME = os.getcwd()\n",
        "print(HOME)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "3C3EO_2zNChu"
      },
      "source": [
        "## Install YOLOv8\n",
        "\n",
        "⚠️ YOLOv8 is still under heavy development. Breaking changes are being introduced almost weekly. We strive to make our YOLOv8 notebooks work with the latest version of the library. Last tests took place on **18.01.2023** with version **YOLOv8.0.9**.\n",
        "\n",
        "If you notice that our notebook behaves incorrectly - especially if you experience errors that prevent you from going through the tutorial - don't hesitate! Let us know and open an [issue](https://github.com/roboflow/notebooks/issues) on the Roboflow Notebooks repository.\n",
        "\n",
        "YOLOv8 can be installed in two ways - from the source and via pip. This is because it is the first iteration of YOLO to have an official package."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tdSMcABDNKW-",
        "outputId": "efd356f2-1195-49b5-9ea5-59f36fccaf0d"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Ultralytics YOLOv8.0.9 🚀 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "Setup complete ✅ (2 CPUs, 12.7 GB RAM, 23.5/166.8 GB disk)\n"
          ]
        }
      ],
      "source": [
        "# Pip install method (recommended)\n",
        "\n",
        "!pip install ultralytics\n",
        "\n",
        "from IPython import display\n",
        "display.clear_output()\n",
        "\n",
        "import ultralytics\n",
        "ultralytics.checks()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "iVvaIYEEPOty"
      },
      "outputs": [],
      "source": [
        "# Git clone method (for development)\n",
        "\n",
        "# %cd {HOME}\n",
        "# !git clone github.com/ultralytics/ultralytics\n",
        "# %cd {HOME}/ultralytics\n",
        "# !pip install -e .\n",
        "\n",
        "# from IPython import display\n",
        "# display.clear_output()\n",
        "\n",
        "# import ultralytics\n",
        "# ultralytics.checks()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VOEYrlBoP9-E"
      },
      "outputs": [],
      "source": [
        "from ultralytics import YOLO\n",
        "\n",
        "from IPython.display import display, Image"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "HnnZSm5OQfPQ"
      },
      "source": [
        "## CLI Basics "
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "K33S7zlkQku0"
      },
      "source": [
        "If you want to train, validate or run inference on models and don't need to make any modifications to the code, using YOLO command line interface is the easiest way to get started. Read more about CLI in [Ultralytics YOLO Docs](https://docs.ultralytics.com/usage/cli/).\n",
        "\n",
        "```\n",
        "yolo task=detect    mode=train    model=yolov8n.yaml      args...\n",
        "          classify       predict        yolov8n-cls.yaml  args...\n",
        "          segment        val            yolov8n-seg.yaml  args...\n",
        "                         export         yolov8n.pt        format=onnx  args...\n",
        "```"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "s5RGYA6sPgEd"
      },
      "source": [
        "## Inference with Pre-trained COCO Model"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "fT1qD4toTTw0"
      },
      "source": [
        "### 💻 CLI"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "ZaE1kLS8R4CV"
      },
      "source": [
        "`yolo mode=predict` runs YOLOv8 inference on a variety of sources, downloading models automatically from the latest YOLOv8 release, and saving results to `runs/predict`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
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        "colab": {
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        },
        "id": "FDbMt_M6PiXb",
        "outputId": "cd9f6a03-e8e4-4fc1-da07-21ce8dfcbc85"
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          "text": [
            "/content\n",
            "Downloading https://media.roboflow.com/notebooks/examples/dog.jpeg to dog.jpeg...\n",
            "100% 104k/104k [00:00<00:00, 46.5MB/s]\n",
            "Ultralytics YOLOv8.0.9 🚀 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8n-cls.pt to yolov8n-cls.pt...\n",
            "100% 5.28M/5.28M [00:02<00:00, 1.86MB/s]\n",
            "\n",
            "Fusing layers... \n",
            "YOLOv8n-cls summary: 73 layers, 2715880 parameters, 0 gradients, 4.3 GFLOPs\n",
            "Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...\n",
            "image 1/1 /content/dog.jpeg: 640x384 n01990800 0.00, n03207941 0.00, n02096437 0.00, n03461385 0.00, n03355925 0.00, 6.6ms\n",
            "Speed: 1.4ms pre-process, 6.6ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 640)\n",
            "Results saved to \u001b[1mruns/classify/predict\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "%cd {HOME}\n",
        "!yolo task=classify mode=predict model=yolov8n-cls.pt conf=0.25 source='https://media.roboflow.com/notebooks/examples/dog.jpeg'"
      ]
    },
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          "height": 634
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        "outputId": "ad48593f-1a11-470b-92d5-95296b084846"
      },
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        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 7,
          "metadata": {
            "image/jpeg": {
              "height": 600
            }
          },
          "output_type": "execute_result"
        }
      ],
      "source": [
        "%cd {HOME}\n",
        "Image(filename='runs/classify/predict/dog.jpeg', height=600)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "AFMBYQtMVL-B"
      },
      "source": [
        "### 🐍 Python SDK\n",
        "\n",
        "The simplest way of simply using YOLOv8 directly in a Python environment."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Rx9NWF-sVN6Y",
        "outputId": "a683aa53-45c9-482b-a763-be377961a212"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Found https://media.roboflow.com/notebooks/examples/dog.jpeg locally at dog.jpeg\n",
            "Ultralytics YOLOv8.0.9 🚀 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "Fusing layers... \n",
            "YOLOv8n-cls summary: 73 layers, 2715880 parameters, 0 gradients, 4.3 GFLOPs\n"
          ]
        }
      ],
      "source": [
        "model = YOLO(f'{HOME}/yolov8n-cls.pt')\n",
        "results = model.predict(source='https://media.roboflow.com/notebooks/examples/dog.jpeg', conf=0.25)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "u2Xtaekw3271"
      },
      "source": [
        "## Roboflow Universe\n",
        "\n",
        "Need data for your project? Before spending time on annotating, check out Roboflow Universe, a repository of more than 110,000 open-source datasets that you can use in your projects. You'll find datasets containing everything from annotated cracks in concrete to plant images with disease annotations.\n",
        "\n",
        "\n",
        "[![Roboflow Universe](https://media.roboflow.com/notebooks/template/uni-banner-frame.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672878480290)](https://universe.roboflow.com/)\n",
        "\n"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "6JHICVjZbVKn"
      },
      "source": [
        "## Preparing a custom dataset\n",
        "\n",
        "Building a custom dataset can be a painful process. It might take dozens or even hundreds of hours to collect images, label them, and export them in the proper format. Fortunately, Roboflow makes this process as straightforward and fast as possible. Let me show you how!\n",
        "\n",
        "### Step 1: Creating project\n",
        "\n",
        "Before you start, you need to create a Roboflow [account](https://app.roboflow.com/login). Once you do that, you can create a new project in the Roboflow [dashboard](https://app.roboflow.com/). Keep in mind to choose the right project type. In our case, Object Detection.\n",
        "\n",
        "<div align=\"center\">\n",
        "  <img\n",
        "    width=\"640\"\n",
        "    src=\"https://media.roboflow.com/preparing-custom-dataset-example/creating-project.gif?ik-sdk-version=javascript-1.4.3&updatedAt=1672929799852\"\n",
        "  >\n",
        "</div>\n",
        "\n",
        "### Step 2: Uploading images\n",
        "\n",
        "Next, add the data to your newly created project. You can do it via API or through our [web interface](https://docs.roboflow.com/adding-data/object-detection).\n",
        "\n",
        "If you drag and drop a directory with a dataset in a supported format, the Roboflow dashboard will automatically read the images and annotations together. \n",
        "\n",
        "<div align=\"center\">\n",
        "  <img\n",
        "    width=\"640\"\n",
        "    src=\"https://media.roboflow.com/preparing-custom-dataset-example/uploading-images.gif?ik-sdk-version=javascript-1.4.3&updatedAt=1672929808290\"\n",
        "  >\n",
        "</div>\n",
        "\n",
        "### Step 3: Labeling\n",
        "\n",
        "If you only have images, you can label them in [Roboflow Annotate](https://docs.roboflow.com/annotate).\n",
        "\n",
        "<div align=\"center\">\n",
        "  <img\n",
        "    width=\"640\"\n",
        "    src=\"https://user-images.githubusercontent.com/26109316/210901980-04861efd-dfc0-4a01-9373-13a36b5e1df4.gif\"\n",
        "  >\n",
        "</div>\n",
        "\n",
        "### Step 4: Generate new dataset version\n",
        "\n",
        "Now that we have our images and annotations added, we can Generate a Dataset Version. When Generating a Version, you may elect to add preprocessing and augmentations. This step is completely optional, however, it can allow you to significantly improve the robustness of your model.\n",
        "\n",
        "<div align=\"center\">\n",
        "  <img\n",
        "    width=\"640\"\n",
        "    src=\"https://media.roboflow.com/preparing-custom-dataset-example/generate-new-version.gif?ik-sdk-version=javascript-1.4.3&updatedAt=1673003597834\"\n",
        "  >\n",
        "</div>\n",
        "\n",
        "### Step 5: Exporting dataset\n",
        "\n",
        "Once the dataset version is generated, we have a hosted dataset we can load directly into our notebook for easy training. Click `Export` and select the `Folder Structure` dataset format.\n",
        "\n",
        "<div align=\"center\">\n",
        "  <img\n",
        "    width=\"640\"\n",
        "    src=\"https://media.roboflow.com/preparing-custom-dataset-example/export.gif?ik-sdk-version=javascript-1.4.3&updatedAt=1672943313709\"\n",
        "  >\n",
        "</div>\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BSd93ZJzZZKt",
        "outputId": "5efb3fe5-4b1e-46fd-92ee-825bbf968316"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/datasets\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.5/46.5 KB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m54.5/54.5 KB\u001b[0m \u001b[31m6.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m138.5/138.5 KB\u001b[0m \u001b[31m17.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m67.8/67.8 KB\u001b[0m \u001b[31m8.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for wget (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "sentry-sdk 1.13.0 requires urllib3>=1.26.11; python_version >= \"3.6\", but you have urllib3 1.26.6 which is incompatible.\u001b[0m\u001b[31m\n",
            "loading Roboflow workspace...\n",
            "loading Roboflow project...\n",
            "Downloading Dataset Version Zip in Banana-Ripeness-Classification-4 to folder: 100% [231820806 / 231820806] bytes\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Extracting Dataset Version Zip to Banana-Ripeness-Classification-4 in folder:: 100%|██████████| 13495/13495 [00:03<00:00, 3375.64it/s]\n"
          ]
        }
      ],
      "source": [
        "!mkdir {HOME}/datasets\n",
        "%cd {HOME}/datasets\n",
        "\n",
        "!pip install roboflow --quiet\n",
        "\n",
        "from roboflow import Roboflow\n",
        "rf = Roboflow(api_key=\"YOUR_API_KEY\")\n",
        "project = rf.workspace(\"roboflow-universe-projects\").project(\"banana-ripeness-classification\")\n",
        "dataset = project.version(4).download(\"folder\")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "YUjFBKKqXa-u"
      },
      "source": [
        "## Custom Training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D2YkphuiaE7_",
        "outputId": "fa297e20-4441-4cd5-9c9c-b1b539ef461a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content\n",
            "Ultralytics YOLOv8.0.9 🚀 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\u001b[34m\u001b[1myolo/engine/trainer: \u001b[0mtask=classify, mode=train, model=yolov8n-cls.pt, data=/content/datasets/Banana-Ripeness-Classification-4, epochs=50, patience=50, batch=16, imgsz=128, save=True, cache=False, device=, workers=8, project=None, name=None, exist_ok=False, pretrained=False, optimizer=SGD, verbose=False, seed=0, deterministic=True, single_cls=False, image_weights=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, show=False, save_txt=False, save_conf=False, save_crop=False, hide_labels=False, hide_conf=False, vid_stride=1, line_thickness=3, visualize=False, augment=False, agnostic_nms=False, retina_masks=False, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=17, workspace=4, nms=False, lr0=0.1, lrf=0.01, momentum=0.937, weight_decay=5e-05, warmup_epochs=0.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, fl_gamma=0.0, label_smoothing=0.1, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, cfg=None, hydra={'output_subdir': None, 'run': {'dir': '.'}}, v5loader=False, save_dir=runs/classify/train\n",
            "Overriding model.yaml nc=1000 with nc=4\n",
            "\n",
            "                   from  n    params  module                                       arguments                     \n",
            "  0                  -1  1       464  ultralytics.nn.modules.Conv                  [3, 16, 3, 2]                 \n",
            "  1                  -1  1      4672  ultralytics.nn.modules.Conv                  [16, 32, 3, 2]                \n",
            "  2                  -1  1      7360  ultralytics.nn.modules.C2f                   [32, 32, 1, True]             \n",
            "  3                  -1  1     18560  ultralytics.nn.modules.Conv                  [32, 64, 3, 2]                \n",
            "  4                  -1  2     49664  ultralytics.nn.modules.C2f                   [64, 64, 2, True]             \n",
            "  5                  -1  1     73984  ultralytics.nn.modules.Conv                  [64, 128, 3, 2]               \n",
            "  6                  -1  2    197632  ultralytics.nn.modules.C2f                   [128, 128, 2, True]           \n",
            "  7                  -1  1    295424  ultralytics.nn.modules.Conv                  [128, 256, 3, 2]              \n",
            "  8                  -1  1    460288  ultralytics.nn.modules.C2f                   [256, 256, 1, True]           \n",
            "  9                  -1  1    335364  ultralytics.nn.modules.Classify              [256, 4]                      \n",
            "YOLOv8n-cls summary: 99 layers, 1443412 parameters, 1443412 gradients, 3.4 GFLOPs\n",
            "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.1) with parameter groups 26 weight(decay=0.0), 27 weight(decay=5e-05), 27 bias\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",
            "Image sizes 128 train, 128 val\n",
            "Using 2 dataloader workers\n",
            "Logging results to \u001b[1mruns/classify/train\u001b[0m\n",
            "Starting training for 50 epochs...\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "       1/50    0.0902G     0.2666          1        128: 100% 738/738 [00:47<00:00, 15.56it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.30it/s]\n",
            "                   all      0.724          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "       2/50     0.126G     0.1798          1        128: 100% 738/738 [00:43<00:00, 16.97it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.66it/s]\n",
            "                   all      0.835          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "       3/50     0.126G     0.1569          1        128: 100% 738/738 [00:43<00:00, 16.85it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.20it/s]\n",
            "                   all      0.865          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "       4/50     0.126G     0.1404          1        128: 100% 738/738 [00:43<00:00, 16.91it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.70it/s]\n",
            "                   all      0.891          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "       5/50     0.126G     0.1306          1        128: 100% 738/738 [00:44<00:00, 16.75it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.50it/s]\n",
            "                   all      0.891          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "       6/50     0.126G     0.1197          1        128: 100% 738/738 [00:42<00:00, 17.45it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.61it/s]\n",
            "                   all      0.904          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "       7/50     0.126G     0.1133          1        128: 100% 738/738 [00:42<00:00, 17.38it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.51it/s]\n",
            "                   all      0.909          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "       8/50     0.126G     0.1069          1        128: 100% 738/738 [00:42<00:00, 17.52it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.34it/s]\n",
            "                   all      0.923          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "       9/50     0.126G    0.09837          1        128: 100% 738/738 [00:42<00:00, 17.49it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.76it/s]\n",
            "                   all      0.938          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      10/50     0.126G    0.09356          1        128: 100% 738/738 [00:43<00:00, 16.86it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.49it/s]\n",
            "                   all      0.938          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      11/50     0.126G    0.08928          1        128: 100% 738/738 [00:41<00:00, 17.72it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.00it/s]\n",
            "                   all       0.92          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      12/50     0.126G    0.08648          1        128: 100% 738/738 [00:42<00:00, 17.41it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.74it/s]\n",
            "                   all      0.945          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      13/50     0.126G    0.08196          1        128: 100% 738/738 [00:41<00:00, 17.72it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.44it/s]\n",
            "                   all      0.929          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      14/50     0.126G    0.07926          1        128: 100% 738/738 [00:41<00:00, 17.84it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.50it/s]\n",
            "                   all      0.959          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      15/50     0.126G    0.07393          1        128: 100% 738/738 [00:43<00:00, 17.08it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.48it/s]\n",
            "                   all       0.95          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      16/50     0.126G     0.0767          1        128: 100% 738/738 [00:41<00:00, 17.70it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.44it/s]\n",
            "                   all      0.936          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      17/50     0.126G    0.07176          1        128: 100% 738/738 [00:41<00:00, 17.97it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.52it/s]\n",
            "                   all      0.947          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      18/50     0.126G    0.06997          1        128: 100% 738/738 [00:41<00:00, 17.86it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.63it/s]\n",
            "                   all      0.932          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      19/50     0.126G    0.06788          1        128: 100% 738/738 [00:41<00:00, 17.87it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.89it/s]\n",
            "                   all      0.947          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      20/50     0.126G    0.06925          1        128: 100% 738/738 [00:43<00:00, 17.09it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.99it/s]\n",
            "                   all      0.957          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      21/50     0.126G    0.06664          1        128: 100% 738/738 [00:41<00:00, 17.69it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.23it/s]\n",
            "                   all      0.952          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      22/50     0.126G    0.06465          1        128: 100% 738/738 [00:41<00:00, 17.73it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.28it/s]\n",
            "                   all      0.948          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      23/50     0.126G    0.06393          1        128: 100% 738/738 [00:41<00:00, 17.63it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.50it/s]\n",
            "                   all       0.95          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      24/50     0.126G    0.06251          1        128: 100% 738/738 [00:42<00:00, 17.56it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.32it/s]\n",
            "                   all      0.952          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      25/50     0.126G    0.06059          1        128: 100% 738/738 [00:43<00:00, 16.79it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.41it/s]\n",
            "                   all      0.963          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      26/50     0.126G    0.06135          1        128: 100% 738/738 [00:41<00:00, 17.57it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.44it/s]\n",
            "                   all      0.954          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      27/50     0.126G    0.05804          1        128: 100% 738/738 [00:41<00:00, 17.71it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.78it/s]\n",
            "                   all      0.956          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      28/50     0.126G    0.05705          1        128: 100% 738/738 [00:41<00:00, 17.67it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.57it/s]\n",
            "                   all      0.956          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      29/50     0.126G    0.05697          1        128: 100% 738/738 [00:42<00:00, 17.38it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.56it/s]\n",
            "                   all      0.954          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      30/50     0.126G    0.05595          1        128: 100% 738/738 [00:43<00:00, 16.94it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.84it/s]\n",
            "                   all      0.963          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      31/50     0.126G     0.0542          1        128: 100% 738/738 [00:41<00:00, 17.75it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.55it/s]\n",
            "                   all      0.968          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      32/50     0.126G    0.05249          1        128: 100% 738/738 [00:41<00:00, 17.78it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.66it/s]\n",
            "                   all      0.961          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      33/50     0.126G    0.05143          1        128: 100% 738/738 [00:41<00:00, 17.72it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.85it/s]\n",
            "                   all      0.963          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      34/50     0.126G    0.05172          1        128: 100% 738/738 [00:41<00:00, 17.73it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.28it/s]\n",
            "                   all      0.963          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      35/50     0.126G    0.04894          1        128: 100% 738/738 [00:43<00:00, 17.11it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.71it/s]\n",
            "                   all      0.968          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      36/50     0.126G    0.05071          1        128: 100% 738/738 [00:41<00:00, 17.74it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.62it/s]\n",
            "                   all       0.97          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      37/50     0.126G    0.04956          1        128: 100% 738/738 [00:41<00:00, 17.67it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.00it/s]\n",
            "                   all      0.964          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      38/50     0.126G    0.04767          1        128: 100% 738/738 [00:42<00:00, 17.43it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.58it/s]\n",
            "                   all      0.963          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      39/50     0.126G    0.04724          1        128: 100% 738/738 [00:42<00:00, 17.54it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.95it/s]\n",
            "                   all      0.964          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      40/50     0.126G    0.04532          1        128: 100% 738/738 [00:43<00:00, 16.98it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.47it/s]\n",
            "                   all      0.963          1\n",
            "Closing dataloader mosaic\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      41/50     0.126G    0.04546          1        128: 100% 738/738 [00:41<00:00, 17.78it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.11it/s]\n",
            "                   all      0.964          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      42/50     0.126G    0.04367          1        128: 100% 738/738 [00:41<00:00, 17.77it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.99it/s]\n",
            "                   all      0.968          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      43/50     0.126G    0.04352          1        128: 100% 738/738 [00:41<00:00, 17.74it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.50it/s]\n",
            "                   all       0.97          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      44/50     0.126G    0.04432          1        128: 100% 738/738 [00:41<00:00, 17.84it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.54it/s]\n",
            "                   all      0.966          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      45/50     0.126G    0.04444          1        128: 100% 738/738 [00:43<00:00, 17.09it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.33it/s]\n",
            "                   all      0.964          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      46/50     0.126G    0.03952          1        128: 100% 738/738 [00:41<00:00, 17.68it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 11.47it/s]\n",
            "                   all      0.966          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      47/50     0.126G    0.04112          1        128: 100% 738/738 [00:41<00:00, 17.73it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.46it/s]\n",
            "                   all       0.97          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      48/50     0.126G    0.03955          1        128: 100% 738/738 [00:41<00:00, 17.87it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.87it/s]\n",
            "                   all      0.973          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      49/50     0.126G    0.03835          1        128: 100% 738/738 [00:41<00:00, 17.67it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 12.41it/s]\n",
            "                   all       0.97          1\n",
            "\n",
            "      Epoch    GPU_mem       loss  Instances       Size\n",
            "      50/50     0.126G    0.03907          1        128: 100% 738/738 [00:43<00:00, 16.96it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 9/9 [00:00<00:00, 10.45it/s]\n",
            "                   all      0.972          1\n",
            "\n",
            "50 epochs completed in 0.604 hours.\n",
            "Optimizer stripped from runs/classify/train/weights/last.pt, 3.0MB\n",
            "Optimizer stripped from runs/classify/train/weights/best.pt, 3.0MB\n",
            "Results saved to \u001b[1mruns/classify/train\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "%cd {HOME}\n",
        "\n",
        "!yolo task=classify mode=train model=yolov8n-cls.pt data={dataset.location} epochs=50 imgsz=128"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1MScstfHhArr",
        "outputId": "3ab863b0-7f92-48b3-e1f5-6a6b212828a3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "total 1768\n",
            "drwxr-xr-x 3 root root    4096 Jan 18 15:59 .\n",
            "drwxr-xr-x 4 root root    4096 Jan 18 15:58 ..\n",
            "-rw-r--r-- 1 root root    1366 Jan 18 15:58 args.yaml\n",
            "-rw-r--r-- 1 root root 1779440 Jan 18 16:35 events.out.tfevents.1674057540.4c563cd85f17.2913.0\n",
            "-rw-r--r-- 1 root root    9792 Jan 18 16:35 results.csv\n",
            "drwxr-xr-x 2 root root    4096 Jan 18 15:59 weights\n"
          ]
        }
      ],
      "source": [
        "!ls -la {HOME}/runs/classify/train/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U_ZOpnH9scaU",
        "outputId": "8d1ef406-7dc2-4b71-fbf6-a0b957596ee1"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                  epoch,             train/loss,  metrics/accuracy_top1,  metrics/accuracy_top5,               val/loss,                 lr/pg0,                 lr/pg1,                 lr/pg2\n",
            "                      0,                0.26657,                 0.7242,                      1,                0.69499,                    0.1,                    0.1,                    0.1\n",
            "                      1,                0.17981,                0.83452,                      1,                0.41385,                    0.1,                    0.1,                    0.1\n",
            "                      2,                0.15695,                0.86477,                      1,                0.39399,                0.09802,                0.09802,                0.09802\n",
            "                      3,                0.14038,                0.89146,                      1,                0.32446,                0.09604,                0.09604,                0.09604\n",
            "                      4,                0.13061,                0.89146,                      1,                0.31535,                0.09406,                0.09406,                0.09406\n",
            "                      5,                0.11974,                0.90391,                      1,                0.22824,                0.09208,                0.09208,                0.09208\n",
            "                      6,                0.11335,                0.90925,                      1,                 0.2659,                 0.0901,                 0.0901,                 0.0901\n",
            "                      7,                0.10687,                0.92349,                      1,                0.23045,                0.08812,                0.08812,                0.08812\n",
            "                      8,                0.09837,                0.93772,                      1,                0.20348,                0.08614,                0.08614,                0.08614\n"
          ]
        }
      ],
      "source": [
        "!cat {HOME}/runs/classify/train/results.csv | head -10"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "6ODk1VTlevxn"
      },
      "source": [
        "## Validate Custom Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YpyuwrNlXc1P",
        "outputId": "31ff74f6-a518-44ee-b885-5761a8d98f2a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content\n",
            "Ultralytics YOLOv8.0.9 🚀 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "Fusing layers... \n",
            "YOLOv8n-cls summary: 73 layers, 1440004 parameters, 0 gradients, 3.3 GFLOPs\n",
            "\u001b[34m\u001b[1malbumentations: \u001b[0mRandomResizedCrop(p=1.0, height=640, width=640, 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",
            "               classes   top1_acc   top5_acc: 100% 36/36 [00:08<00:00,  4.47it/s]\n",
            "                   all      0.726          1\n",
            "Speed: 0.4ms pre-process, 2.6ms inference, 0.0ms loss, 0.0ms post-process per image\n"
          ]
        }
      ],
      "source": [
        "%cd {HOME}\n",
        "\n",
        "!yolo task=classify mode=val model={HOME}/runs/classify/train/weights/best.pt data={dataset.location}"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "i4eASbcWkQBq"
      },
      "source": [
        "## Inference with Custom Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wjc1ctZykYuf",
        "outputId": "13d04608-36a5-48ce-922a-6ba07b63bf21"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content\n",
            "Ultralytics YOLOv8.0.9 🚀 Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n",
            "Fusing layers... \n",
            "YOLOv8n-cls summary: 73 layers, 1440004 parameters, 0 gradients, 3.3 GFLOPs\n",
            "image 1/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e18cfd23-1d0a-11ec-87d5-d8c4975e38aa_jpg.rf.175dccdf3479ad6a73213197efe00527.jpg: 128x128 overripe 0.40, ripe 0.23, rotten 0.18, unripe 0.18, 5.0ms\n",
            "image 2/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e1a4d2b8-1d0a-11ec-af1f-d8c4975e38aa_jpg.rf.49b2874813b9606a2e643b694212cfc1.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.18, unripe 0.18, 3.2ms\n",
            "image 3/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e1ae5b43-1d0a-11ec-80fd-d8c4975e38aa_jpg.rf.e3757cdfe9a0f7a6a659b6e6858e3a2a.jpg: 128x128 overripe 0.43, ripe 0.21, rotten 0.18, unripe 0.18, 3.2ms\n",
            "image 4/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e1de067f-1d0a-11ec-bae6-d8c4975e38aa_jpg.rf.1ab7aa2244f9fe003f316216283f5844.jpg: 128x128 overripe 0.42, ripe 0.21, rotten 0.18, unripe 0.18, 3.2ms\n",
            "image 5/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e1fd0281-1d0a-11ec-801c-d8c4975e38aa_jpg.rf.cdfd103ba1477ff7acd004cf2f6cdef3.jpg: 128x128 overripe 0.42, ripe 0.22, rotten 0.18, unripe 0.18, 3.2ms\n",
            "image 6/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e204290c-1d0a-11ec-8719-d8c4975e38aa_jpg.rf.66504f7c1b12b267c49208a2cd4ee57e.jpg: 128x128 overripe 0.42, ripe 0.22, rotten 0.18, unripe 0.18, 3.1ms\n",
            "image 7/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e21275f0-1d0a-11ec-8c2f-d8c4975e38aa_jpg.rf.9353241561589afe3de6c16a5740d29b.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.18, unripe 0.17, 3.2ms\n",
            "image 8/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e21e6205-1d0a-11ec-bd57-d8c4975e38aa_jpg.rf.fe3c37639d3e65e2dd51812b7554b9f0.jpg: 128x128 overripe 0.46, rotten 0.18, ripe 0.18, unripe 0.18, 4.9ms\n",
            "image 9/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e2958c9d-1d0a-11ec-afe5-d8c4975e38aa_jpg.rf.d7dbcbbf0e1f981a4d27d4d06a427b06.jpg: 128x128 overripe 0.46, ripe 0.19, rotten 0.18, unripe 0.18, 3.6ms\n",
            "image 10/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e2d848d4-1d0a-11ec-bd61-d8c4975e38aa_jpg.rf.36f4a094634118b0d416ac22e773f08b.jpg: 128x128 overripe 0.48, rotten 0.17, ripe 0.17, unripe 0.17, 3.2ms\n",
            "image 11/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e2edbc4e-1d0a-11ec-bdbf-d8c4975e38aa_jpg.rf.6ff3f455acff4918e9d76e7f1f2ead10.jpg: 128x128 overripe 0.48, rotten 0.17, ripe 0.17, unripe 0.17, 3.2ms\n",
            "image 12/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e313dec4-1d0a-11ec-90ca-d8c4975e38aa_jpg.rf.032be875f5d10ee55e0a401d34bcfd42.jpg: 128x128 overripe 0.48, ripe 0.17, rotten 0.17, unripe 0.17, 3.3ms\n",
            "image 13/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e3248de5-1d0a-11ec-870e-d8c4975e38aa_jpg.rf.29f241fd189e276ede742543b5ebf98f.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.18, unripe 0.18, 3.4ms\n",
            "image 14/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e34d1292-1d0a-11ec-aa20-d8c4975e38aa_jpg.rf.18d182afc131b4722b28016d7f28b02f.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.18, unripe 0.18, 3.2ms\n",
            "image 15/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e38d6cb2-1d0a-11ec-86b7-d8c4975e38aa_jpg.rf.799a4555e34d6d5b5acc27337d84f4f0.jpg: 128x128 overripe 0.48, rotten 0.17, ripe 0.17, unripe 0.17, 3.2ms\n",
            "image 16/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e38fceeb-1d0a-11ec-8ec3-d8c4975e38aa_jpg.rf.e061bc37d62b1f4f7f58dcf95d66724b.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.2ms\n",
            "image 17/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e3a7a47c-1d0a-11ec-a3d6-d8c4975e38aa_jpg.rf.63f8256cdc23dd77bce67d18ee4e3956.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.17, unripe 0.17, 3.2ms\n",
            "image 18/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e412e57f-1d0a-11ec-a6ae-d8c4975e38aa_jpg.rf.92fa06380f5ff58906752e536e961497.jpg: 128x128 overripe 0.48, rotten 0.17, ripe 0.17, unripe 0.17, 3.2ms\n",
            "image 19/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e4390815-1d0a-11ec-b2c1-d8c4975e38aa_jpg.rf.d261ef498ced39069f3ba4b34020bef7.jpg: 128x128 overripe 0.48, rotten 0.18, ripe 0.17, unripe 0.17, 3.4ms\n",
            "image 20/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e468b364-1d0a-11ec-951a-d8c4975e38aa_jpg.rf.048dd735b0cdaf7a92b642f5c901cf6b.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.2ms\n",
            "image 21/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e4854d39-1d0a-11ec-9766-d8c4975e38aa_jpg.rf.79fb3005483bddb4b746969e1636b4ab.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.2ms\n",
            "image 22/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e4b033d5-1d0a-11ec-800d-d8c4975e38aa_jpg.rf.ebd64901aacd92379a919c1091d8809b.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.17, unripe 0.17, 3.5ms\n",
            "image 23/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e4b295f7-1d0a-11ec-8b9e-d8c4975e38aa_jpg.rf.39536025ec31c16325cecc1369174cb6.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.3ms\n",
            "image 24/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e4c80973-1d0a-11ec-8f6c-d8c4975e38aa_jpg.rf.c72d4258a71fa271ddc9cc9696ea49d5.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.9ms\n",
            "image 25/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e50ac89f-1d0a-11ec-b750-d8c4975e38aa_jpg.rf.dafaacfa8e2fcf260bf79d0560bbaf69.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.3ms\n",
            "image 26/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e51912ab-1d0a-11ec-8eb2-d8c4975e38aa_jpg.rf.872624bd5113d69f0c009161879893f1.jpg: 128x128 overripe 0.46, rotten 0.18, ripe 0.18, unripe 0.18, 3.3ms\n",
            "image 27/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e52e870e-1d0a-11ec-80be-d8c4975e38aa_jpg.rf.6e0a060f37478c2b2c2eceaac35dcd1e.jpg: 128x128 overripe 0.46, rotten 0.18, unripe 0.18, ripe 0.18, 3.3ms\n",
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            "image 38/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-mold-e65d3a4a-1d0a-11ec-96cf-d8c4975e38aa_jpg.rf.2f0171a63244cdbedf5da16f55d5f915.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 4.2ms\n",
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            "image 41/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-74d28e6f-2653-11ec-a1c3-d8c4975e38aa_jpg.rf.c494b2c758d1430121a55d0607fd5f29.jpg: 128x128 overripe 0.44, ripe 0.20, rotten 0.18, unripe 0.18, 3.3ms\n",
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            "image 43/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-75618eec-2653-11ec-9915-d8c4975e38aa_jpg.rf.abdef39134c7eed892593fd725c86681.jpg: 128x128 overripe 0.44, ripe 0.19, rotten 0.19, unripe 0.18, 3.6ms\n",
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            "image 46/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-75e70707-2653-11ec-bd18-d8c4975e38aa_jpg.rf.29bb5e3e93929628959f8b2a17375ff8.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.18, unripe 0.18, 3.2ms\n",
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            "image 48/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-76ed3418-2653-11ec-8f9b-d8c4975e38aa_jpg.rf.3761401e77076ca710eb2ec4efcf24a0.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.17, unripe 0.17, 3.2ms\n",
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            "image 50/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7bfb286f-2653-11ec-92cf-d8c4975e38aa_jpg.rf.43437d547db041a6a21a9a47be68ee52.jpg: 128x128 overripe 0.48, rotten 0.18, ripe 0.17, unripe 0.17, 3.2ms\n",
            "image 51/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7c3cdfd8-2653-11ec-942a-d8c4975e38aa_jpg.rf.29336873f2bb8c3b088545b75c853dc2.jpg: 128x128 overripe 0.48, rotten 0.18, ripe 0.17, unripe 0.17, 3.8ms\n",
            "image 52/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7c798691-2653-11ec-8890-d8c4975e38aa_jpg.rf.5bb952fb3a0d04bb610db0026536e3a5.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.2ms\n",
            "image 53/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7cb53e92-2653-11ec-96e3-d8c4975e38aa_jpg.rf.3091774e0742cef3ac095d7978ab2f21.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.2ms\n",
            "image 54/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7d234200-2653-11ec-a391-d8c4975e38aa_jpg.rf.e47bf1a73d280f2e9044fc6ed3754d01.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.17, unripe 0.17, 3.2ms\n",
            "image 55/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7d242aae-2653-11ec-bac1-d8c4975e38aa_jpg.rf.03b9e1ec85a7e5b9fc5fd2402c686429.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.3ms\n",
            "image 56/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7d27a70a-2653-11ec-8116-d8c4975e38aa_jpg.rf.5af038c5ca5f970452df775dbd3fb712.jpg: 128x128 overripe 0.48, rotten 0.18, ripe 0.17, unripe 0.17, 3.3ms\n",
            "image 57/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7de91908-2653-11ec-ae8f-d8c4975e38aa_jpg.rf.b24e7bff45e3099c00683d5deefdd095.jpg: 128x128 overripe 0.46, rotten 0.19, ripe 0.18, unripe 0.18, 3.2ms\n",
            "image 58/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7e12d34e-2653-11ec-a53b-d8c4975e38aa_jpg.rf.357365393f189cdba11ff29735feb78e.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.17, 5.4ms\n",
            "image 59/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7e14f045-2653-11ec-8ab5-d8c4975e38aa_jpg.rf.8ff6bd42049845a152b519c4c3efa17a.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.3ms\n",
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            "image 61/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7e2ff028-2653-11ec-8d2b-d8c4975e38aa_jpg.rf.018044b041132db164501892f226d91d.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.3ms\n",
            "image 62/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7e3fd1f4-2653-11ec-a42a-d8c4975e38aa_jpg.rf.ff6c329869a78392cf1fe543afbb1c8b.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.18, unripe 0.18, 4.0ms\n",
            "image 63/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7e96b91e-2653-11ec-a217-d8c4975e38aa_jpg.rf.cda2157e424f78408f49295af97a0caa.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.2ms\n",
            "image 64/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7ee0fa95-2653-11ec-b657-d8c4975e38aa_jpg.rf.e75cf60d58c57dd08400bbbdd5547ab5.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.2ms\n",
            "image 65/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7eea9ccc-2653-11ec-be97-d8c4975e38aa_jpg.rf.6ed2cd18fb9a338712c8dc497a55817a.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.3ms\n",
            "image 66/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7efee22f-2653-11ec-bbd4-d8c4975e38aa_jpg.rf.e41066b26c8f4ef4b68c7bd00b840a10.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.2ms\n",
            "image 67/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7f03a6a9-2653-11ec-8b4e-d8c4975e38aa_jpg.rf.6f7ae39553379224bde2f82fcaa4afd7.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.17, 3.2ms\n",
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            "image 71/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-7f85b72f-2653-11ec-b982-d8c4975e38aa_jpg.rf.d5264063585145514d60d0d025d0415c.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.2ms\n",
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            "image 85/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9bf0bbae-1d0a-11ec-b453-d8c4975e38aa_jpg.rf.e2ec0a4fe8de7cb3c43e7ae8275f3be0.jpg: 128x128 overripe 0.39, ripe 0.24, rotten 0.19, unripe 0.18, 3.5ms\n",
            "image 86/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9bf31dc7-1d0a-11ec-a774-d8c4975e38aa_jpg.rf.28494baf3c4eda00a5a7da3c6505db5d.jpg: 128x128 overripe 0.45, ripe 0.19, rotten 0.18, unripe 0.18, 3.5ms\n",
            "image 87/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9c147c05-1d0a-11ec-96f3-d8c4975e38aa_jpg.rf.bf5019eb3a0c8f03701e09a11444d259.jpg: 128x128 overripe 0.32, ripe 0.30, unripe 0.19, rotten 0.19, 3.3ms\n",
            "image 88/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9c1ba285-1d0a-11ec-ab55-d8c4975e38aa_jpg.rf.2a73527bc0e6e71fa0fe66b4437540ab.jpg: 128x128 ripe 0.44, overripe 0.20, unripe 0.18, rotten 0.18, 3.4ms\n",
            "image 89/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9c527416-1d0a-11ec-a08c-d8c4975e38aa_jpg.rf.c157c31fc1f0d13c69a2c9bfe9515da1.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.18, unripe 0.18, 3.2ms\n",
            "image 90/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9c573862-1d0a-11ec-8428-d8c4975e38aa_jpg.rf.5bf6ba0cf35b0905a9e487cf10dd71dc.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.17, unripe 0.17, 3.7ms\n",
            "image 91/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9c7af8d1-1d0a-11ec-9322-d8c4975e38aa_jpg.rf.5ad4b48ee41287bd027273add79e7bd4.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.17, unripe 0.17, 3.4ms\n",
            "image 92/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9cc2796e-1d0a-11ec-9270-d8c4975e38aa_jpg.rf.916607117bd1c8dbfcd0858fac034b97.jpg: 128x128 overripe 0.47, ripe 0.18, rotten 0.18, unripe 0.18, 3.6ms\n",
            "image 93/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9ce1756c-1d0a-11ec-9f60-d8c4975e38aa_jpg.rf.74ee6770ff59942b59b840eb193a3a32.jpg: 128x128 overripe 0.46, rotten 0.18, ripe 0.18, unripe 0.18, 3.4ms\n",
            "image 94/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9d6e14dd-1d0a-11ec-8368-d8c4975e38aa_jpg.rf.583349d07640207cfe2728b501ac8239.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.7ms\n",
            "image 95/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9d91d4f6-1d0a-11ec-b3c9-d8c4975e38aa_jpg.rf.b95f689d1589af5e474e17029d23b6a9.jpg: 128x128 overripe 0.45, rotten 0.19, ripe 0.18, unripe 0.18, 3.6ms\n",
            "image 96/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9e7b687b-1d0a-11ec-9c19-d8c4975e38aa_jpg.rf.e9e693a37c0bf9e60b15b647ed7cd83a.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.17, unripe 0.17, 4.8ms\n",
            "image 97/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9fc45211-1d0a-11ec-bad0-d8c4975e38aa_jpg.rf.485aaadf8613ff77e5e3bb52647da9a2.jpg: 128x128 overripe 0.46, rotten 0.18, unripe 0.18, ripe 0.18, 3.5ms\n",
            "image 98/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9fcddbe9-1d0a-11ec-8f83-d8c4975e38aa_jpg.rf.1ed4fea177ee408faddc6cabb0334364.jpg: 128x128 overripe 0.48, rotten 0.17, ripe 0.17, unripe 0.17, 3.9ms\n",
            "image 99/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9fe81252-1d0a-11ec-b36b-d8c4975e38aa_jpg.rf.03ddfa0399054ddfb8bbba9fd8292b62.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.5ms\n",
            "image 100/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-9ff19af1-1d0a-11ec-acfe-d8c4975e38aa_jpg.rf.58099fcfb112638c704c7430f2063ed2.jpg: 128x128 overripe 0.43, rotten 0.21, ripe 0.18, unripe 0.18, 3.6ms\n",
            "image 101/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a023a989-1d0a-11ec-be78-d8c4975e38aa_jpg.rf.2b39c8b9fcb48ac939640d35b606da51.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.6ms\n",
            "image 102/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a03b7f3f-1d0a-11ec-8f72-d8c4975e38aa_jpg.rf.912e73b0ee3b4040bcc49c9429bff6d7.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.6ms\n",
            "image 103/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a0a92104-1d0a-11ec-9f07-d8c4975e38aa_jpg.rf.8f39ab858b48ebbde0e8c289667b3b14.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.17, unripe 0.17, 4.9ms\n",
            "image 104/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a0c81d03-1d0a-11ec-83dc-d8c4975e38aa_jpg.rf.0fbd42942f192a46edfa594668ac992e.jpg: 128x128 overripe 0.48, rotten 0.17, ripe 0.17, unripe 0.17, 3.9ms\n",
            "image 105/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a0d407c7-1d0a-11ec-a919-d8c4975e38aa_jpg.rf.7337505393886a9680e9ff011bd8dc8b.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.5ms\n",
            "image 106/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a1251129-1d0a-11ec-91de-d8c4975e38aa_jpg.rf.38673067cdfcf1541e1789393ca5c240.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 5.3ms\n",
            "image 107/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a12775a1-1d0a-11ec-9e43-d8c4975e38aa_jpg.rf.09117709ac63e8fa0c4e04c10eb4bf1e.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.7ms\n",
            "image 108/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a159809e-1d0a-11ec-a7d6-d8c4975e38aa_jpg.rf.08562f2eeddb0b45572cd5bc593fc3c1.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.6ms\n",
            "image 109/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a173b851-1d0a-11ec-a271-d8c4975e38aa_jpg.rf.4ec5b4287d6dd194563b8ae166818791.jpg: 128x128 overripe 0.47, rotten 0.18, ripe 0.18, unripe 0.18, 3.5ms\n",
            "image 110/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a18df166-1d0a-11ec-b3d9-d8c4975e38aa_jpg.rf.341bd3fbab1e50767bd5d8ee0caa3c3e.jpg: 128x128 overripe 0.45, rotten 0.20, unripe 0.18, ripe 0.18, 7.1ms\n",
            "image 111/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a192b469-1d0a-11ec-8e92-d8c4975e38aa_jpg.rf.f496d3da695c7c35cc2232c6399b52bd.jpg: 128x128 overripe 0.47, rotten 0.18, unripe 0.18, ripe 0.18, 3.8ms\n",
            "image 112/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a1aa89e1-1d0a-11ec-a231-d8c4975e38aa_jpg.rf.e3f09e08b1e7138ef31add1bed24f389.jpg: 128x128 overripe 0.47, rotten 0.18, unripe 0.18, ripe 0.18, 3.7ms\n",
            "image 113/113 /content/datasets/Banana-Ripeness-Classification-4/test/overripe/musa-acuminata-overripe-a1bd9b24-1d0a-11ec-bf58-d8c4975e38aa_jpg.rf.98f8d5585071b7c4ec0f778a7d90e9dc.jpg: 128x128 overripe 0.47, rotten 0.18, unripe 0.18, ripe 0.18, 3.7ms\n",
            "Speed: 0.1ms pre-process, 3.5ms inference, 0.1ms postprocess per image at shape (1, 3, 640, 640)\n",
            "Results saved to \u001b[1mruns/classify/predict2\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "%cd {HOME}\n",
        "!yolo task=classify mode=predict model={HOME}/runs/classify/train/weights/best.pt conf=0.25 source={dataset.location}/test/overripe"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "jbVjEtPAkz3j",
        "outputId": "90279548-d1a9-4b50-c1db-a04d5282871e"
      },
      "outputs": [
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "image/jpeg": {
              "width": 600
            }
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "image/jpeg": {
              "width": 600
            }
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "image/jpeg": {
              "width": 600
            }
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        }
      ],
      "source": [
        "import glob\n",
        "from IPython.display import Image, display\n",
        "\n",
        "for image_path in glob.glob(f'{HOME}/runs/classify/predict/*.jpg')[:3]:\n",
        "      display(Image(filename=image_path, width=600))\n",
        "      print(\"\\n\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Save and Deploy model\n",
        "\n",
        "Once you have finished training your YOLOv8 model, you’ll have a set of trained weights ready for use. These weights will be in the `/runs/classify/train/weights/best.pt` folder of your project. You can upload and your model weights to Roboflow Deploy for autolabeling, autoscaling inference, and using later.\n",
        "\n",
        "The `.deploy()` function in the [Roboflow pip package](https://docs.roboflow.com/python) supports uploading YOLOv8 weights.\n",
        "\n",
        "Run this cell to save your model weights:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "project.version(dataset.version).deploy(model_type=\"yolov8-cls\", model_path=f\"{HOME}/runs/classify/train/\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Deploy Your Model to the Edge\n",
        "\n",
        "![Roboflow Inference banner](https://blog.roboflow.com/content/images/2023/08/banner.png)\n",
        "\n",
        "In addition to using the Roboflow hosted API for deployment, you can use [Roboflow Inference](https://inference.roboflow.com), an open source inference solution that has powered millions of API calls in production environments. Inference works with CPU and GPU, giving you immediate access to a range of devices, from the NVIDIA Jetson to TRT-compatible devices to ARM CPU devices.\n",
        "\n",
        "With Roboflow Inference, you can self-host and deploy your model on-device. You can deploy applications using the [Inference Docker containers](https://inference.roboflow.com/quickstart/docker/) or the pip package.\n",
        "\n",
        "For example, to install Inference on a device with an NVIDIA GPU, we can use:\n",
        "\n",
        "```\n",
        "docker pull roboflow/roboflow-inference-server-gpu\n",
        "```\n",
        "\n",
        "Then we can run inference via HTTP:\n",
        "\n",
        "```python\n",
        "import requests\n",
        "\n",
        "workspace_id = \"\"\n",
        "model_id = \"\"\n",
        "image_url = \"\"\n",
        "confidence = 0.75\n",
        "api_key = \"\"\n",
        "\n",
        "infer_payload = {\n",
        "    \"image\": {\n",
        "        \"type\": \"url\",\n",
        "        \"value\": image_url,\n",
        "    },\n",
        "    \"confidence\": confidence,\n",
        "    \"iou_threshold\": iou_thresh,\n",
        "    \"api_key\": api_key,\n",
        "}\n",
        "res = requests.post(\n",
        "    f\"http://localhost:9001/{workspace_id}/{model_id}\",\n",
        "    json=infer_object_detection_payload,\n",
        ")\n",
        "\n",
        "predictions = res.json()\n",
        "```\n",
        "\n",
        "Above, set your Roboflow workspace ID, model ID, and API key.\n",
        "\n",
        "- [Find your workspace and model ID](https://docs.roboflow.com/api-reference/workspace-and-project-ids?ref=blog.roboflow.com)\n",
        "- [Find your API key](https://docs.roboflow.com/api-reference/authentication?ref=blog.roboflow.com#retrieve-an-api-key)\n",
        "\n",
        "Also, set the URL of an image on which you want to run inference. This can be a local file.\n",
        "\n",
        "_To use your YOLOv8 model commercially with Inference, you will need a Roboflow Enterprise license, through which you gain a pass-through license for using YOLOv8. An enterprise license also grants you access to features like advanced device management, multi-model containers, auto-batch inference, and more._"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "ovQgOj_xSNDg"
      },
      "source": [
        "## 🏆 Congratulations\n",
        "\n",
        "### Learning Resources\n",
        "\n",
        "Roboflow has produced many resources that you may find interesting as you advance your knowledge of computer vision:\n",
        "\n",
        "- [Roboflow Notebooks](https://github.com/roboflow/notebooks): A repository of over 20 notebooks that walk through how to train custom models with a range of model types, from YOLOv7 to SegFormer.\n",
        "- [Roboflow YouTube](https://www.youtube.com/c/Roboflow): Our library of videos featuring deep dives into the latest in computer vision, detailed tutorials that accompany our notebooks, and more.\n",
        "- [Roboflow Discuss](https://discuss.roboflow.com/): Have a question about how to do something on Roboflow? Ask your question on our discussion forum.\n",
        "- [Roboflow Models](https://roboflow.com): Learn about state-of-the-art models and their performance. Find links and tutorials to guide your learning.\n",
        "\n",
        "### Convert data formats\n",
        "\n",
        "Roboflow provides free utilities to convert data between dozens of popular computer vision formats. Check out [Roboflow Formats](https://roboflow.com/formats) to find tutorials on how to convert data between formats in a few clicks.\n",
        "\n",
        "### Connect computer vision to your project logic\n",
        "\n",
        "[Roboflow Templates](https://roboflow.com/templates) is a public gallery of code snippets that you can use to connect computer vision to your project logic. Code snippets range from sending emails after inference to measuring object distance between detections."
      ]
    }
  ],
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    "language_info": {
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}