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

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      "source": [
        "[![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!**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FyRdDYkqAKN4"
      },
      "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`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y8cDtxLIBHgQ",
        "outputId": "cba8c444-c498-405b-d4d1-88b6e60d5c55"
      },
      "outputs": [
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          "output_type": "stream",
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          "text": [
            "Thu Oct 10 20:40:28 2024       \n",
            "+---------------------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 535.104.05             Driver Version: 535.104.05   CUDA Version: 12.2     |\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   63C    P8              13W /  70W |      0MiB / 15360MiB |      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": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CjpPg4mGKc1v",
        "outputId": "8593cbfa-3847-4cf0-bfde-1e2b8887c6e5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "HOME = os.getcwd()\n",
        "print(HOME)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3C3EO_2zNChu"
      },
      "source": [
        "## Install YOLOv8\n",
        "\n",
        "We strive to make our YOLOv8 notebooks work with the latest version of the library. Last tests took place on **06.10.2024** with version **YOLOv8.3.7**.\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": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tdSMcABDNKW-",
        "outputId": "90201c82-7399-4d25-9c78-fae5db02f5ee"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ultralytics 8.3.7 🚀 Python-3.10.12 torch-2.4.1+cu121 CUDA:0 (Tesla T4, 15102MiB)\n",
            "Setup complete ✅ (2 CPUs, 12.7 GB RAM, 36.6/235.7 GB disk)\n"
          ]
        }
      ],
      "source": [
        "# Pip install method (recommended)\n",
        "\n",
        "!pip install ultralytics==8.2.103 -q\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": 5,
      "metadata": {
        "id": "VOEYrlBoP9-E"
      },
      "outputs": [],
      "source": [
        "from ultralytics import YOLO\n",
        "\n",
        "from IPython.display import display, Image"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HnnZSm5OQfPQ"
      },
      "source": [
        "## CLI Basics"
      ]
    },
    {
      "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",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s5RGYA6sPgEd"
      },
      "source": [
        "## Inference with Pre-trained COCO Model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fT1qD4toTTw0"
      },
      "source": [
        "### 💻 CLI"
      ]
    },
    {
      "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": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FDbMt_M6PiXb",
        "outputId": "916f62a1-82ac-4612-b752-d333c63c690d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
            "Downloading https://github.com/ultralytics/assets/releases/download/v8.2.0/yolov8n-cls.pt to 'yolov8n-cls.pt'...\n",
            "100% 5.31M/5.31M [00:00<00:00, 107MB/s]\n",
            "Ultralytics YOLOv8.2.103 🚀 Python-3.10.12 torch-2.4.1+cu121 CUDA:0 (Tesla T4, 15102MiB)\n",
            "YOLOv8n-cls summary (fused): 73 layers, 2,715,880 parameters, 0 gradients, 4.3 GFLOPs\n",
            "\n",
            "Downloading https://media.roboflow.com/notebooks/examples/dog.jpeg to 'dog.jpeg'...\n",
            "100% 104k/104k [00:00<00:00, 58.8MB/s]\n",
            "Downloading https://ultralytics.com/assets/Arial.ttf to '/root/.config/Ultralytics/Arial.ttf'...\n",
            "100% 755k/755k [00:00<00:00, 126MB/s]\n",
            "image 1/1 /content/dog.jpeg: 224x224 seat_belt 0.28, Walker_hound 0.24, beagle 0.15, basset 0.11, Labrador_retriever 0.04, 3.4ms\n",
            "Speed: 49.0ms preprocess, 3.4ms inference, 0.1ms postprocess per image at shape (1, 3, 224, 224)\n",
            "Results saved to \u001b[1mruns/classify/predict\u001b[0m\n",
            "💡 Learn more at https://docs.ultralytics.com/modes/predict\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'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 634
        },
        "id": "LyopYpK1TQrB",
        "outputId": "7418589f-2480-40ce-d1b0-0eebe6d19f37"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/jpeg": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "image/jpeg": {
              "height": 600
            }
          },
          "execution_count": 7
        }
      ],
      "source": [
        "%cd {HOME}\n",
        "Image(filename='runs/classify/predict/dog.jpeg', height=600)"
      ]
    },
    {
      "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": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Rx9NWF-sVN6Y",
        "outputId": "d29fbef4-99ea-411c-d8a7-a390b0ce82de"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Found https://media.roboflow.com/notebooks/examples/dog.jpeg locally at dog.jpeg\n",
            "image 1/1 /content/dog.jpeg: 224x224 seat_belt 0.28, Walker_hound 0.24, beagle 0.15, basset 0.11, Labrador_retriever 0.04, 2.8ms\n",
            "Speed: 12.3ms preprocess, 2.8ms inference, 0.1ms postprocess per image at shape (1, 3, 224, 224)\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)"
      ]
    },
    {
      "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"
      ]
    },
    {
      "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": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BSd93ZJzZZKt",
        "outputId": "54989394-6a9c-4156-b714-3660cbfb4cd5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/datasets\n",
            "You are already logged into Roboflow. To make a different login,run roboflow.login(force=True).\n",
            "loading Roboflow workspace...\n",
            "loading Roboflow project...\n",
            "Exporting format folder in progress : 85.0%\n",
            "Version export complete for folder format\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading Dataset Version Zip in banana-ripeness-classification-1 to folder:: 100%|██████████| 163099/163099 [00:10<00:00, 15303.15it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n",
            "Extracting Dataset Version Zip to banana-ripeness-classification-1 in folder:: 100%|██████████| 9570/9570 [00:01<00:00, 6827.52it/s]\n"
          ]
        }
      ],
      "source": [
        "!mkdir -p {HOME}/datasets\n",
        "%cd {HOME}/datasets\n",
        "\n",
        "!pip install roboflow --quiet\n",
        "\n",
        "import roboflow\n",
        "\n",
        "roboflow.login()\n",
        "\n",
        "rf = roboflow.Roboflow()\n",
        "\n",
        "project = rf.workspace(\"model-examples\").project(\"banana-ripeness-classification-cdvrn\")\n",
        "dataset = project.version(1).download(\"folder\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!mv {dataset.location}/valid {dataset.location}/val"
      ],
      "metadata": {
        "id": "IFihFkSZGKlo"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YUjFBKKqXa-u"
      },
      "source": [
        "## Custom Training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "D2YkphuiaE7_"
      },
      "outputs": [],
      "source": [
        "%cd {HOME}\n",
        "\n",
        "!yolo task=classify mode=train model=yolov8n-cls.pt data={dataset.location} epochs=25 imgsz=128"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1MScstfHhArr",
        "outputId": "2659ad8c-ff88-4e24-ea18-2e546b25e65f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "total 1084\n",
            "drwxr-xr-x 3 root root   4096 Oct 10 21:03 .\n",
            "drwxr-xr-x 4 root root   4096 Oct 10 20:44 ..\n",
            "-rw-r--r-- 1 root root   1571 Oct 10 20:44 args.yaml\n",
            "-rw-r--r-- 1 root root 135923 Oct 10 21:03 confusion_matrix_normalized.png\n",
            "-rw-r--r-- 1 root root 129916 Oct 10 21:03 confusion_matrix.png\n",
            "-rw-r--r-- 1 root root 129202 Oct 10 21:03 events.out.tfevents.1728593078.676da1f0855c.1711.0\n",
            "-rw-r--r-- 1 root root   4992 Oct 10 21:03 results.csv\n",
            "-rw-r--r-- 1 root root 131016 Oct 10 21:03 results.png\n",
            "-rw-r--r-- 1 root root  44765 Oct 10 20:44 train_batch0.jpg\n",
            "-rw-r--r-- 1 root root  47672 Oct 10 20:44 train_batch1.jpg\n",
            "-rw-r--r-- 1 root root  45612 Oct 10 20:44 train_batch2.jpg\n",
            "-rw-r--r-- 1 root root  43534 Oct 10 20:56 train_batch7380.jpg\n",
            "-rw-r--r-- 1 root root  46483 Oct 10 20:56 train_batch7381.jpg\n",
            "-rw-r--r-- 1 root root  43186 Oct 10 20:56 train_batch7382.jpg\n",
            "-rw-r--r-- 1 root root  43657 Oct 10 21:03 val_batch0_labels.jpg\n",
            "-rw-r--r-- 1 root root  43657 Oct 10 21:03 val_batch0_pred.jpg\n",
            "-rw-r--r-- 1 root root  42995 Oct 10 21:03 val_batch1_labels.jpg\n",
            "-rw-r--r-- 1 root root  42995 Oct 10 21:03 val_batch1_pred.jpg\n",
            "-rw-r--r-- 1 root root  41501 Oct 10 21:03 val_batch2_labels.jpg\n",
            "-rw-r--r-- 1 root root  41501 Oct 10 21:03 val_batch2_pred.jpg\n",
            "drwxr-xr-x 2 root root   4096 Oct 10 20:45 weights\n"
          ]
        }
      ],
      "source": [
        "!ls -la {HOME}/runs/classify/train/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U_ZOpnH9scaU",
        "outputId": "ea43dbd0-f018-4a87-b595-7a11ec8f0d2c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                  epoch,             train/loss,  metrics/accuracy_top1,  metrics/accuracy_top5,               val/loss,                 lr/pg0,                 lr/pg1,                 lr/pg2\n",
            "                      1,                0.85584,                0.95459,                      1,                 1.1213,             0.00023752,             0.00023752,             0.00023752\n",
            "                      2,                0.31146,                0.96082,                      1,                  1.102,             0.00045669,             0.00045669,             0.00045669\n",
            "                      3,                 0.2424,                0.96082,                      1,                 1.0905,             0.00065701,             0.00065701,             0.00065701\n",
            "                      4,                0.21304,                0.96972,                      1,                 1.0869,             0.00062918,             0.00062918,             0.00062918\n",
            "                      5,                0.17518,                 0.9715,                      1,                 1.0755,              0.0006009,              0.0006009,              0.0006009\n",
            "                      6,                0.16782,                0.97863,                      1,                 1.0766,             0.00057263,             0.00057263,             0.00057263\n",
            "                      7,                0.14313,                0.97685,                      1,                 1.0712,             0.00054435,             0.00054435,             0.00054435\n",
            "                      8,                 0.1344,                0.97418,                      1,                 1.0766,             0.00051608,             0.00051608,             0.00051608\n",
            "                      9,                0.12723,                0.98308,                      1,                 1.0718,              0.0004878,              0.0004878,              0.0004878\n"
          ]
        }
      ],
      "source": [
        "!cat {HOME}/runs/classify/train/results.csv | head -10"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6ODk1VTlevxn"
      },
      "source": [
        "## Validate Custom Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YpyuwrNlXc1P",
        "outputId": "b715e34e-37a7-477a-85ab-3558203a627e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
            "Ultralytics YOLOv8.2.103 🚀 Python-3.10.12 torch-2.4.1+cu121 CUDA:0 (Tesla T4, 15102MiB)\n",
            "YOLOv8n-cls summary (fused): 73 layers, 1,442,566 parameters, 0 gradients, 3.3 GFLOPs\n",
            "\u001b[34m\u001b[1mtrain:\u001b[0m /content/datasets/banana-ripeness-classification-1/train... found 7862 images in 6 classes ✅ \n",
            "\u001b[34m\u001b[1mval:\u001b[0m /content/datasets/banana-ripeness-classification-1/val... found 1123 images in 6 classes ✅ \n",
            "\u001b[34m\u001b[1mtest:\u001b[0m /content/datasets/banana-ripeness-classification-1/test... found 562 images in 6 classes ✅ \n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning /content/datasets/banana-ripeness-classification-1/val... 1123 images, 0 corrupt: 100% 1123/1123 [00:00<?, ?it/s]\n",
            "               classes   top1_acc   top5_acc: 100% 71/71 [00:03<00:00, 22.94it/s]\n",
            "                   all      0.984          1\n",
            "Speed: 0.0ms preprocess, 0.6ms inference, 0.0ms loss, 0.0ms postprocess per image\n",
            "Results saved to \u001b[1mruns/classify/val\u001b[0m\n",
            "💡 Learn more at https://docs.ultralytics.com/modes/val\n"
          ]
        }
      ],
      "source": [
        "%cd {HOME}\n",
        "\n",
        "!yolo task=classify mode=val model={HOME}/runs/classify/train/weights/best.pt data={dataset.location}"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i4eASbcWkQBq"
      },
      "source": [
        "## Inference with Custom Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wjc1ctZykYuf",
        "outputId": "a59ed1f6-99cb-4419-e8d8-eb5f9b77ea9d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
            "Ultralytics YOLOv8.2.103 🚀 Python-3.10.12 torch-2.4.1+cu121 CUDA:0 (Tesla T4, 15102MiB)\n",
            "YOLOv8n-cls summary (fused): 73 layers, 1,442,566 parameters, 0 gradients, 3.3 GFLOPs\n",
            "\n",
            "image 1/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e18cfd23-1d0a-11ec-87d5-d8c4975e38aa_jpg.rf.1a0276e2d603d802083699af211f0b06.jpg: 128x128 overripe 1.00, ripe 0.00, freshripe 0.00, rotten 0.00, unripe 0.00, 4.4ms\n",
            "image 2/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e1a4d2b8-1d0a-11ec-af1f-d8c4975e38aa_jpg.rf.4d8a39dabf1e8bd8d97300e70b145dd4.jpg: 128x128 overripe 0.99, ripe 0.01, rotten 0.00, unripe 0.00, freshripe 0.00, 3.7ms\n",
            "image 3/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e1ae5b43-1d0a-11ec-80fd-d8c4975e38aa_jpg.rf.d15eb4491552d35986197a5c1c6b9b49.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, unripe 0.00, freshripe 0.00, 3.0ms\n",
            "image 4/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e1de067f-1d0a-11ec-bae6-d8c4975e38aa_jpg.rf.ca09a900c12caac066305647e1ebf357.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, unripe 0.00, freshripe 0.00, 2.4ms\n",
            "image 5/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e1fd0281-1d0a-11ec-801c-d8c4975e38aa_jpg.rf.b043bbc555526d5e5ac980ab27c3a4be.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, unripe 0.00, freshripe 0.00, 2.5ms\n",
            "image 6/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e204290c-1d0a-11ec-8719-d8c4975e38aa_jpg.rf.9fcf3fa60c9d460bdb20f3c725e9f56c.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, unripe 0.00, freshripe 0.00, 2.5ms\n",
            "image 7/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e21275f0-1d0a-11ec-8c2f-d8c4975e38aa_jpg.rf.8d48bdc149a5956a9f08b17c4e917a76.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, freshunripe 0.00, 2.5ms\n",
            "image 8/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e21e6205-1d0a-11ec-bd57-d8c4975e38aa_jpg.rf.9792b45e168c72e3b94db5565c7e243a.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, unripe 0.00, 2.6ms\n",
            "image 9/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e2958c9d-1d0a-11ec-afe5-d8c4975e38aa_jpg.rf.aff97148c5666b9e649bd90c98a69f2b.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, unripe 0.00, 2.9ms\n",
            "image 10/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e2d848d4-1d0a-11ec-bd61-d8c4975e38aa_jpg.rf.6845fd315f036daf2552b788a0d6a794.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, 4.6ms\n",
            "image 11/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e2edbc4e-1d0a-11ec-bdbf-d8c4975e38aa_jpg.rf.0893b60564fbd3280fbcc8ab8e5fc739.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, 3.4ms\n",
            "image 12/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e313dec4-1d0a-11ec-90ca-d8c4975e38aa_jpg.rf.b2e231935985799b15a3f68448fb0903.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, freshunripe 0.00, 2.7ms\n",
            "image 13/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e3248de5-1d0a-11ec-870e-d8c4975e38aa_jpg.rf.59d74a2b4f8cf0c6e39668516f13d284.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshripe 0.00, freshunripe 0.00, 2.7ms\n",
            "image 14/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e34d1292-1d0a-11ec-aa20-d8c4975e38aa_jpg.rf.61786ed37a6f1adf953dd3efe53a0cd6.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, unripe 0.00, 2.6ms\n",
            "image 15/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e38d6cb2-1d0a-11ec-86b7-d8c4975e38aa_jpg.rf.25cc9fc633e14dabdc259dcec5359f34.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, unripe 0.00, 2.4ms\n",
            "image 16/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e38fceeb-1d0a-11ec-8ec3-d8c4975e38aa_jpg.rf.a5a1030800093d36abfda9ddbee8d1cd.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshripe 0.00, unripe 0.00, 3.5ms\n",
            "image 17/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e3a7a47c-1d0a-11ec-a3d6-d8c4975e38aa_jpg.rf.0c7da65aedb4e351aed690059d744122.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, freshunripe 0.00, 2.4ms\n",
            "image 18/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e412e57f-1d0a-11ec-a6ae-d8c4975e38aa_jpg.rf.b8a9afb71842c187a537c01d80820478.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, unripe 0.00, freshunripe 0.00, 2.4ms\n",
            "image 19/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e4390815-1d0a-11ec-b2c1-d8c4975e38aa_jpg.rf.86d083596765d98c6d0d6a74bd4b3013.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, unripe 0.00, 2.4ms\n",
            "image 20/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e468b364-1d0a-11ec-951a-d8c4975e38aa_jpg.rf.e752b39bc734403595ad53c5f90d5357.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, unripe 0.00, 2.5ms\n",
            "image 21/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e4854d39-1d0a-11ec-9766-d8c4975e38aa_jpg.rf.c8cc4fb9389a24ad73fc441cc75df1c7.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, freshunripe 0.00, 2.4ms\n",
            "image 22/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e4b033d5-1d0a-11ec-800d-d8c4975e38aa_jpg.rf.202c66834aaf11072a51b86ef9cc1c2a.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, freshunripe 0.00, 2.3ms\n",
            "image 23/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e4b295f7-1d0a-11ec-8b9e-d8c4975e38aa_jpg.rf.ed5c7e31d4691e6a504261d890eaf55d.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 2.5ms\n",
            "image 24/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e4c80973-1d0a-11ec-8f6c-d8c4975e38aa_jpg.rf.8db105af2ec84a0d2ba7cb90a6be2517.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 3.9ms\n",
            "image 25/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e50ac89f-1d0a-11ec-b750-d8c4975e38aa_jpg.rf.c72565116d648455288620a403f077f0.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 2.4ms\n",
            "image 26/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e51912ab-1d0a-11ec-8eb2-d8c4975e38aa_jpg.rf.2372a1c67041d8109abe7abd2a966891.jpg: 128x128 overripe 0.96, rotten 0.04, ripe 0.00, freshripe 0.00, freshunripe 0.00, 2.4ms\n",
            "image 27/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e52e870e-1d0a-11ec-80be-d8c4975e38aa_jpg.rf.b7e3a37728323bac802d7c8d05463759.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshripe 0.00, freshunripe 0.00, 2.4ms\n",
            "image 28/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e5334cbb-1d0a-11ec-9eec-d8c4975e38aa_jpg.rf.5d053b0465f1822887eadd275b9a7d91.jpg: 128x128 overripe 1.00, rotten 0.00, freshunripe 0.00, ripe 0.00, freshripe 0.00, 2.5ms\n",
            "image 29/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e543f983-1d0a-11ec-bbdb-d8c4975e38aa_jpg.rf.327d754168a37cc52d7e686d315b00a5.jpg: 128x128 overripe 0.98, rotten 0.02, ripe 0.00, freshripe 0.00, freshunripe 0.00, 2.4ms\n",
            "image 30/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e56a1c19-1d0a-11ec-9d4b-d8c4975e38aa_jpg.rf.62c3e944d2c440333b8ffdd3e00647f5.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 2.8ms\n",
            "image 31/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e5976800-1d0a-11ec-a564-d8c4975e38aa_jpg.rf.412c47a075874d6bc7e1758e2940c2a5.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 2.6ms\n",
            "image 32/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e5c4b03e-1d0a-11ec-b334-d8c4975e38aa_jpg.rf.02aad37ae8fb124995bc7b0883a0297f.jpg: 128x128 overripe 1.00, ripe 0.00, freshunripe 0.00, rotten 0.00, freshripe 0.00, 2.5ms\n",
            "image 33/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e5d7bf45-1d0a-11ec-81e5-d8c4975e38aa_jpg.rf.eef351797c2702f833f37e8c6eb13140.jpg: 128x128 overripe 1.00, rotten 0.00, freshripe 0.00, freshunripe 0.00, ripe 0.00, 2.6ms\n",
            "image 34/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e5ead07c-1d0a-11ec-8277-d8c4975e38aa_jpg.rf.ec88498ddeac191e16cdf7c0b8bc60b9.jpg: 128x128 overripe 1.00, ripe 0.00, freshripe 0.00, rotten 0.00, freshunripe 0.00, 3.0ms\n",
            "image 35/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e61f3fe3-1d0a-11ec-b881-d8c4975e38aa_jpg.rf.90e9819c006be1fe3ec20abca5f3ef36.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshripe 0.00, freshunripe 0.00, 3.1ms\n",
            "image 36/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e647c494-1d0a-11ec-b111-d8c4975e38aa_jpg.rf.409899a8a9bf83ac112174b10d135873.jpg: 128x128 overripe 1.00, rotten 0.00, freshripe 0.00, ripe 0.00, freshunripe 0.00, 2.8ms\n",
            "image 37/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e64c8b36-1d0a-11ec-94ff-d8c4975e38aa_jpg.rf.4e951a20cc238fdf2925aa3e119f8205.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 2.9ms\n",
            "image 38/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e65d3a4a-1d0a-11ec-96cf-d8c4975e38aa_jpg.rf.8f5f3d98038655f9fdde52284deecba2.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshripe 0.00, freshunripe 0.00, 2.8ms\n",
            "image 39/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-mold-e68ce469-1d0a-11ec-b447-d8c4975e38aa_jpg.rf.4177caaafd763437f9aaff5c56e2cf4d.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, 2.6ms\n",
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            "image 47/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-76d2fc64-2653-11ec-92cc-d8c4975e38aa_jpg.rf.e42e357649f59fb5608cf15615c84635.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, unripe 0.00, freshunripe 0.00, 5.9ms\n",
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            "image 52/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7c798691-2653-11ec-8890-d8c4975e38aa_jpg.rf.2166dc16522e42b718e5dfe6632135e1.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 4.3ms\n",
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            "image 55/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7d242aae-2653-11ec-bac1-d8c4975e38aa_jpg.rf.7f686dc9a84cf93cc8e3994451257191.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, 4.8ms\n",
            "image 56/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7d27a70a-2653-11ec-8116-d8c4975e38aa_jpg.rf.b7f7fce78d938dc5d82847b6def587f7.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, 3.8ms\n",
            "image 57/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7de91908-2653-11ec-ae8f-d8c4975e38aa_jpg.rf.9a34e4f511d00f3f567fc3bd97e46b34.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, 5.1ms\n",
            "image 58/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7e12d34e-2653-11ec-a53b-d8c4975e38aa_jpg.rf.76330b1d40c85c3df9c0e974cd9265f5.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, unripe 0.00, 3.9ms\n",
            "image 59/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7e14f045-2653-11ec-8ab5-d8c4975e38aa_jpg.rf.8fd6c51ee51357982e261b3ea47389ff.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, unripe 0.00, freshunripe 0.00, 3.6ms\n",
            "image 60/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7e1f43ce-2653-11ec-84b6-d8c4975e38aa_jpg.rf.81f2e99ecd6b81008030bcc6fc5aa613.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, unripe 0.00, 6.9ms\n",
            "image 61/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7e2ff028-2653-11ec-8d2b-d8c4975e38aa_jpg.rf.8393aba501708eb9d01210d03a96da01.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, unripe 0.00, 4.8ms\n",
            "image 62/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7e3fd1f4-2653-11ec-a42a-d8c4975e38aa_jpg.rf.42b5a0366389df4976598c071fca0e1f.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, unripe 0.00, 3.6ms\n",
            "image 63/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7e96b91e-2653-11ec-a217-d8c4975e38aa_jpg.rf.2732554a78736b35013f4e80ea2c98c7.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, 3.4ms\n",
            "image 64/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7ee0fa95-2653-11ec-b657-d8c4975e38aa_jpg.rf.9907ecfc2a694555cbeb36ce0b72a093.jpg: 128x128 overripe 1.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, ripe 0.00, 3.4ms\n",
            "image 65/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7eea9ccc-2653-11ec-be97-d8c4975e38aa_jpg.rf.5170c57200e06d962584dfa276ad99ca.jpg: 128x128 overripe 0.98, rotten 0.02, ripe 0.00, freshunripe 0.00, freshripe 0.00, 2.9ms\n",
            "image 66/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7efee22f-2653-11ec-bbd4-d8c4975e38aa_jpg.rf.773ea21ed919b4fd1289081a50c54bf6.jpg: 128x128 overripe 1.00, ripe 0.00, freshunripe 0.00, rotten 0.00, freshripe 0.00, 3.1ms\n",
            "image 67/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7f03a6a9-2653-11ec-8b4e-d8c4975e38aa_jpg.rf.6190d9d27e85f4b22073c8c8062e7190.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshripe 0.00, freshunripe 0.00, 4.1ms\n",
            "image 68/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7f5d1d04-2653-11ec-8b8f-d8c4975e38aa_jpg.rf.f9f387b9959f835296be069ab2bfd415.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 3.8ms\n",
            "image 69/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7f6f6f29-2653-11ec-9d96-d8c4975e38aa_jpg.rf.85f201162777772aa8fa213078eb2f19.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 3.4ms\n",
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            "image 71/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-7f85b72f-2653-11ec-b982-d8c4975e38aa_jpg.rf.e53cffa5f2dea59c4d9c3c2980f46ca9.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 3.5ms\n",
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            "image 73/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-800695c4-2653-11ec-a5c4-d8c4975e38aa_jpg.rf.289fa62f14706158f2f9a265b8a6776c.jpg: 128x128 overripe 0.99, rotten 0.01, ripe 0.00, freshunripe 0.00, unripe 0.00, 3.5ms\n",
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            "image 96/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-9e7b687b-1d0a-11ec-9c19-d8c4975e38aa_jpg.rf.e04cd197b74cea395fa50bf31fe41a70.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 3.6ms\n",
            "image 97/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-9fc45211-1d0a-11ec-bad0-d8c4975e38aa_jpg.rf.8bd60668ee9d8bd1d7a86cd779989bd1.jpg: 128x128 overripe 1.00, ripe 0.00, freshripe 0.00, freshunripe 0.00, rotten 0.00, 3.8ms\n",
            "image 98/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-9fcddbe9-1d0a-11ec-8f83-d8c4975e38aa_jpg.rf.dc5ab4105df39fe3c98e8be5865581be.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, 3.5ms\n",
            "image 99/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-9fe81252-1d0a-11ec-b36b-d8c4975e38aa_jpg.rf.9ebfd3c98af532fb0f3e1cde5c6f6156.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, 3.2ms\n",
            "image 100/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-9ff19af1-1d0a-11ec-acfe-d8c4975e38aa_jpg.rf.7ce6833573f437320a55fb98eb438b25.jpg: 128x128 rotten 0.94, overripe 0.06, freshripe 0.00, ripe 0.00, freshunripe 0.00, 3.3ms\n",
            "image 101/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a023a989-1d0a-11ec-be78-d8c4975e38aa_jpg.rf.91694f4e6d5dd55954affcdc07c5453b.jpg: 128x128 overripe 1.00, rotten 0.00, freshunripe 0.00, ripe 0.00, unripe 0.00, 3.3ms\n",
            "image 102/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a03b7f3f-1d0a-11ec-8f72-d8c4975e38aa_jpg.rf.50e1906e1b12fed7cc708c1ab4714b35.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, unripe 0.00, 3.1ms\n",
            "image 103/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a0a92104-1d0a-11ec-9f07-d8c4975e38aa_jpg.rf.3574bc2724c1319f31a5ad958de98b6b.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshripe 0.00, freshunripe 0.00, 3.1ms\n",
            "image 104/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a0c81d03-1d0a-11ec-83dc-d8c4975e38aa_jpg.rf.6cc1f742b7c934d6ddefee1adedac0d1.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshripe 0.00, unripe 0.00, 3.1ms\n",
            "image 105/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a0d407c7-1d0a-11ec-a919-d8c4975e38aa_jpg.rf.5b5b4ea400096303545e066b74f602df.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, unripe 0.00, 3.1ms\n",
            "image 106/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a1251129-1d0a-11ec-91de-d8c4975e38aa_jpg.rf.b02436fd8197f6cbd84195c374aa64f7.jpg: 128x128 overripe 1.00, rotten 0.00, freshunripe 0.00, freshripe 0.00, ripe 0.00, 3.3ms\n",
            "image 107/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a12775a1-1d0a-11ec-9e43-d8c4975e38aa_jpg.rf.cf068db614cc5411b717fcad035a0601.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshripe 0.00, freshunripe 0.00, 3.3ms\n",
            "image 108/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a159809e-1d0a-11ec-a7d6-d8c4975e38aa_jpg.rf.7f2de586d2ce84fb20a2d4755c5aa937.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, freshunripe 0.00, 4.1ms\n",
            "image 109/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a173b851-1d0a-11ec-a271-d8c4975e38aa_jpg.rf.bc9ab1ae948b3c891f6d8f60213d7baf.jpg: 128x128 overripe 1.00, ripe 0.00, rotten 0.00, freshripe 0.00, freshunripe 0.00, 3.1ms\n",
            "image 110/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a18df166-1d0a-11ec-b3d9-d8c4975e38aa_jpg.rf.8681947fb9086a1f7ecd316c779299ed.jpg: 128x128 overripe 1.00, freshripe 0.00, rotten 0.00, freshunripe 0.00, ripe 0.00, 3.2ms\n",
            "image 111/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a192b469-1d0a-11ec-8e92-d8c4975e38aa_jpg.rf.cc7affcd7a9649250871e577db41c283.jpg: 128x128 overripe 1.00, rotten 0.00, freshripe 0.00, freshunripe 0.00, ripe 0.00, 3.3ms\n",
            "image 112/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a1aa89e1-1d0a-11ec-a231-d8c4975e38aa_jpg.rf.c1437b34427cc7e3b55698c78ab2f323.jpg: 128x128 overripe 1.00, rotten 0.00, ripe 0.00, freshunripe 0.00, freshripe 0.00, 4.4ms\n",
            "image 113/113 /content/datasets/banana-ripeness-classification-1/test/overripe/musa-acuminata-overripe-a1bd9b24-1d0a-11ec-bf58-d8c4975e38aa_jpg.rf.da536580f934052163886363cb547617.jpg: 128x128 overripe 1.00, rotten 0.00, freshripe 0.00, ripe 0.00, freshunripe 0.00, 4.5ms\n",
            "Speed: 3.3ms preprocess, 3.4ms inference, 0.0ms postprocess per image at shape (1, 3, 128, 128)\n",
            "Results saved to \u001b[1mruns/classify/predict2\u001b[0m\n",
            "💡 Learn more at https://docs.ultralytics.com/modes/predict\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": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "jbVjEtPAkz3j",
        "outputId": "7eaf061e-c77e-4c53-f1a4-8cc34535a6a0"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/jpeg": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "image/jpeg": {
              "width": 600
            }
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/jpeg": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "image/jpeg": {
              "width": 600
            }
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/jpeg": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "image/jpeg": {
              "width": 600
            }
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "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/predict2/*.jpg')[:3]:\n",
        "    display(Image(filename=image_path, width=600))\n",
        "    print(\"\\n\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VT8na7xmARua"
      },
      "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": 22,
      "metadata": {
        "id": "1njYhfdWARua",
        "outputId": "f251e08a-bdf9-4890-ab42-1671d6687278",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dependency ultralytics==8.0.196 is required but found version=8.3.7, to fix: `pip install ultralytics==8.0.196`\n",
            "Would you like to continue with the wrong version of ultralytics? y/n: y\n",
            "View the status of your deployment at: https://app.roboflow.com/model-examples/banana-ripeness-classification-cdvrn/1\n",
            "Share your model with the world at: https://universe.roboflow.com/model-examples/banana-ripeness-classification-cdvrn/model/1\n"
          ]
        }
      ],
      "source": [
        "project.version(dataset.version).deploy(model_type=\"yolov8-cls\", model_path=f\"{HOME}/runs/classify/train/\")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Follow the links above to check if the upload succeeded. It may take a couple of minutes until the model is visible to the `roboflow` SDK."
      ],
      "metadata": {
        "id": "er_oLNSrRRQ9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Run inference on your model on a persistant, auto-scaling, cloud API\n",
        "\n",
        "# Load model\n",
        "model = project.version(dataset.version).model\n",
        "assert model, \"Model deployment is still loading\"\n",
        "\n",
        "# Choose a random test image\n",
        "import os, random, glob\n",
        "test_set_loc = dataset.location + \"/test/images/\"\n",
        "random_test_image = random.choice(glob.glob(f\"{dataset.location}/test/**/*.jpg\"))\n",
        "print(\"running inference on \" + random_test_image)\n",
        "\n",
        "pred = model.predict(random_test_image).json()\n",
        "pred"
      ],
      "metadata": {
        "id": "xiq9pDVwRerQ",
        "outputId": "4eebe6d4-473a-4dc4-f0a2-2476b147ced4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "running inference on /content/datasets/banana-ripeness-classification-1/test/rotten/musa-acuminata-banana-a4d2539a-394a-11ec-b89e-d8c4975e38aa_jpg.rf.5619acd86fab49bfc9f79bff1a4bc8df.jpg\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'predictions': [{'inference_id': '73e211ac-ffa8-4f4e-8fca-62d0e97074ec',\n",
              "   'time': 0.006123511999703624,\n",
              "   'image': {'width': 416, 'height': 416},\n",
              "   'predictions': [{'class': 'unripe', 'class_id': 5, 'confidence': 0.2281},\n",
              "    {'class': 'rotten', 'class_id': 4, 'confidence': 0.213},\n",
              "    {'class': 'ripe', 'class_id': 3, 'confidence': 0.1415},\n",
              "    {'class': 'freshunripe', 'class_id': 1, 'confidence': 0.1402},\n",
              "    {'class': 'overripe', 'class_id': 2, 'confidence': 0.1396},\n",
              "    {'class': 'freshripe', 'class_id': 0, 'confidence': 0.1377}],\n",
              "   'top': 'unripe',\n",
              "   'confidence': 0.2281,\n",
              "   'image_path': '/content/datasets/banana-ripeness-classification-1/test/rotten/musa-acuminata-banana-a4d2539a-394a-11ec-b89e-d8c4975e38aa_jpg.rf.5619acd86fab49bfc9f79bff1a4bc8df.jpg',\n",
              "   'prediction_type': 'ClassificationModel'}],\n",
              " 'image': (416, 416)}"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lkXRYOYzARua"
      },
      "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._"
      ]
    },
    {
      "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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