TrainYOLOv7.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FsBGBjaBEgPl"
      },
      "source": [
        "# **How to Train YOLOv7 on a Custom Dataset**\n",
        "\n",
        "This tutorial is based on the [YOLOv7 repository](https://github.com/WongKinYiu/yolov7) by WongKinYiu. This notebook shows training on **your own custom objects**. Many thanks to WongKinYiu and AlexeyAB for putting this repository together.\n",
        "\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 YOLOv7](https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial/), concurrently.\n",
        "\n",
        "### **Steps Covered in this Tutorial**\n",
        "\n",
        "To train our detector we take the following steps:\n",
        "\n",
        "1. Install YOLOv7 dependencies\n",
        "2. Load custom dataset from Roboflow in YOLOv7 format\n",
        "3. Run YOLOv7 training\n",
        "4. Evaluate YOLOv7 performance\n",
        "5. Run YOLOv7 inference on Test Images\n",
        "6. Run YOLOv7 inference on Video\n",
        "7. Run YOLOv7 inference on Webcam\n",
        "\n",
        "\n",
        "### **Preparing a Custom Dataset**\n",
        "\n",
        "In this tutorial, we will utilize our own object detection dataset (Trash dataset) with some objects classified as trash while the other as not trash. **Follow the link for dataset** [Trash Dataset](https://roboflow.com/as-waste). Instructions on how to download dataset will be given subsequently.\n",
        "\n",
        "# **Want to Become a Computer Vision Expert?**\n",
        "💻 [ Get Started](https://augmentedstartups.info/YOLOv7GetStarted) with YOLOv7.  <br>\n",
        "⭐ Download other Projects at the [AI Vision Store](https://store.augmentedstartups.com)<br>\n",
        "☕ Enjoyed this Tutorial? - Support me by Buying Me a [Chai/Coffee](https://bit.ly/BuymeaCoffeeAS)\n",
        "\n",
        "\n",
        "# **About**\n",
        "\n",
        "[Augmented Startups](https://www.augmentedstartups.com) provides tutorials in AI Computer Vision and Augmented Reality. With over **100K subscribers** on our channel, we teach state-of-art models and build apps and projects that solve real-world problems. \n",
        "\n",
        "\n",
        "![picture](https://kajabi-storefronts-production.kajabi-cdn.com/kajabi-storefronts-production/sites/104576/images/Vc8nhFV6Rgmi402Wqm0Q_AugmentedStartupsSideROBOTICSNEW.png)\n",
        "\n",
        "[Roboflow](https://roboflow.com/as) enables teams to deploy custom computer vision models quickly and accurately. Convert data from to annotation format, assess dataset health, preprocess, augment, and more. It's free for your first 1000 source images.\n",
        "\n",
        "**Looking for a vision model available via API without hassle? Try Roboflow Train.**\n",
        "\n",
        "![Roboflow Wordmark](https://i.imgur.com/dcLNMhV.png)\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CZpGQmgIE4ru"
      },
      "source": [
        "# **1. Installing Dependencies**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LsaSUvj6FX98"
      },
      "source": [
        "# 1.1 Mounting Google Drive"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uQhvetA-L3Z-",
        "outputId": "b34131c2-12c7-46df-8cd0-d0b82d52c8ac"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "O-coGSPIFkO6"
      },
      "source": [
        "# 1.2 Installing our dependencies\n",
        "\n",
        "**Note**: While installing dependencies it will prompt to restart runtime, don't worry just restart it and only run the above **1.1 Mounting google drive** cell."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GNq_xvfwF65W"
      },
      "source": [
        "# **2. Getting Our Dataset**\n",
        "\n",
        "If you haven't followed the link to dataset given in description, here it is again [Number plate detection]\n",
        "\n",
        "- Follow the link and sign in to your Roboflow account. If you haven't signed up before, first sign up and then sign in\n",
        "- Once you are login, click the **Download this Dataset** tab in the top right corner\n",
        "- A dialogue box will open, select the YOLOv7 format, check the **Show download code** option and press continue.\n",
        "- A download code will appear "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pzNG2JFDMQ5q",
        "outputId": "3c0b2c6a-99cb-4a30-d56e-4d2b378fa380"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/gdrive/MyDrive/yolov7\n",
            "loading Roboflow workspace...\n",
            "loading Roboflow project...\n",
            "Downloading Dataset Version Zip in Trash-5 to yolov7pytorch: 100% [185762882 / 185762882] bytes\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Extracting Dataset Version Zip to Trash-5 in yolov7pytorch:: 100%|██████████| 12260/12260 [53:41<00:00,  3.81it/s]\n"
          ]
        }
      ],
      "source": [
        "%cd /content/gdrive/MyDrive/yolov7\n",
        "\n",
        "#### ROBOFLOW DATASET DOWNLOAD CODE #####\n",
        "\n",
        "from roboflow import Roboflow\n",
        "rf = Roboflow(api_key=\"HyPbrFgD1Ng45CBkFtrP\")\n",
        "project = rf.workspace(\"nam-nhat\").project(\"trash-dvdrr\")\n",
        "dataset = project.version(5).download(\"yolov7\")\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aYAA-B5fKLW6"
      },
      "source": [
        "# **3. Run YOLOv7 Training**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ieCqTaadHMwe"
      },
      "source": [
        "# 3.1 Getting our pretrained model, you can choose any model from below to fine-tune\n",
        "\n",
        "**Uncomment the model you want to finetune**\n",
        "\n",
        "There are five available model, uncomment the one which you want to train. For this we will be finetuning **yolov7.pt** model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BnoD0kiwdcim",
        "outputId": "b7bc2b09-42c5-4836-baef-56808a31ad2a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/gdrive/MyDrive/yolov7\n"
          ]
        }
      ],
      "source": [
        "%cd /content/gdrive/MyDrive/yolov7"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1Mz-HigZM2xo",
        "outputId": "123833a5-038d-4854-f5d5-b704b3bb0504"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "--2022-07-20 19:36:37--  https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7.pt\n",
            "Resolving github.com (github.com)... 20.205.243.166\n",
            "Connecting to github.com (github.com)|20.205.243.166|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/511187726/b0243edf-9fb0-4337-95e1-42555f1b37cf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220720%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220720T193638Z&X-Amz-Expires=300&X-Amz-Signature=1af61e0a33f695dd0cc55b537352dd0c093540fbf7b53a0f2191eaf20b25dc66&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=511187726&response-content-disposition=attachment%3B%20filename%3Dyolov7.pt&response-content-type=application%2Foctet-stream [following]\n",
            "--2022-07-20 19:36:38--  https://objects.githubusercontent.com/github-production-release-asset-2e65be/511187726/b0243edf-9fb0-4337-95e1-42555f1b37cf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220720%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220720T193638Z&X-Amz-Expires=300&X-Amz-Signature=1af61e0a33f695dd0cc55b537352dd0c093540fbf7b53a0f2191eaf20b25dc66&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=511187726&response-content-disposition=attachment%3B%20filename%3Dyolov7.pt&response-content-type=application%2Foctet-stream\n",
            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.108.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.110.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 75587165 (72M) [application/octet-stream]\n",
            "Saving to: ‘/content/gdrive/MyDrive/yolov7/yolov7.pt.2’\n",
            "\n",
            "     0K .......... .......... .......... .......... ..........  0% 6.99M 10s\n",
            "    50K .......... .......... .......... .......... ..........  0% 82.9M 6s\n",
            "   100K .......... .......... .......... .......... ..........  0% 29.2M 5s\n",
            "   150K .......... .......... .......... .......... ..........  0% 45.2M 4s\n",
            "   200K .......... .......... .......... .......... ..........  0% 49.5M 3s\n",
            "   250K .......... .......... .......... .......... ..........  0% 38.3M 3s\n",
            "   300K .......... .......... .......... .......... ..........  0% 45.5M 3s\n",
            "   350K .......... .......... .......... .......... ..........  0% 38.2M 3s\n",
            "   400K .......... .......... .......... .......... ..........  0% 44.3M 3s\n",
            "   450K .......... .......... .......... .......... ..........  0% 53.9M 2s\n",
            "   500K .......... .......... .......... .......... ..........  0% 29.5M 2s\n",
            "   550K .......... .......... .......... .......... ..........  0% 56.3M 2s\n",
            "   600K .......... .......... .......... .......... ..........  0% 66.8M 2s\n",
            "   650K .......... .......... .......... .......... ..........  0% 64.6M 2s\n",
            "   700K .......... .......... .......... .......... ..........  1% 65.8M 2s\n",
            "   750K .......... .......... .......... .......... ..........  1% 56.1M 2s\n",
            "   800K .......... .......... .......... .......... ..........  1% 64.6M 2s\n",
            "   850K .......... .......... .......... .......... ..........  1% 64.5M 2s\n",
            "   900K .......... .......... .......... .......... ..........  1% 54.0M 2s\n",
            "   950K .......... .......... .......... .......... ..........  1% 49.4M 2s\n",
            "  1000K .......... .......... .......... .......... ..........  1% 33.0M 2s\n",
            "  1050K .......... .......... .......... .......... ..........  1% 66.3M 2s\n",
            "  1100K .......... .......... .......... .......... ..........  1% 65.7M 2s\n",
            "  1150K .......... .......... .......... .......... ..........  1% 52.7M 2s\n",
            "  1200K .......... .......... .......... .......... ..........  1% 65.5M 2s\n",
            "  1250K .......... .......... .......... .......... ..........  1% 67.0M 2s\n",
            "  1300K .......... .......... .......... .......... ..........  1% 65.8M 2s\n",
            "  1350K .......... .......... .......... .......... ..........  1% 49.2M 2s\n",
            "  1400K .......... .......... .......... .......... ..........  1% 62.8M 2s\n",
            "  1450K .......... .......... .......... .......... ..........  2% 64.2M 2s\n",
            "  1500K .......... .......... .......... .......... ..........  2% 34.7M 2s\n",
            "  1550K .......... .......... .......... .......... ..........  2% 48.9M 2s\n",
            "  1600K .......... .......... .......... .......... ..........  2% 67.0M 2s\n",
            "  1650K .......... .......... .......... .......... ..........  2% 66.1M 2s\n",
            "  1700K .......... .......... .......... .......... ..........  2% 61.6M 2s\n",
            "  1750K .......... .......... .......... .......... ..........  2% 54.5M 2s\n",
            "  1800K .......... .......... .......... .......... ..........  2% 65.7M 2s\n",
            "  1850K .......... .......... .......... .......... ..........  2% 60.0M 2s\n",
            "  1900K .......... .......... .......... .......... ..........  2% 48.4M 2s\n",
            "  1950K .......... .......... .......... .......... ..........  2% 43.4M 2s\n",
            "  2000K .......... .......... .......... .......... ..........  2% 59.9M 2s\n",
            "  2050K .......... .......... .......... .......... ..........  2% 16.2M 2s\n",
            "  2100K .......... .......... .......... .......... ..........  2% 63.6M 2s\n",
            "  2150K .......... .......... .......... .......... ..........  2% 57.0M 2s\n",
            "  2200K .......... .......... .......... .......... ..........  3% 63.3M 2s\n",
            "  2250K .......... .......... .......... .......... ..........  3% 60.6M 2s\n",
            "  2300K .......... .......... .......... .......... ..........  3% 63.1M 2s\n",
            "  2350K .......... .......... .......... .......... ..........  3% 49.5M 2s\n",
            "  2400K .......... .......... .......... .......... ..........  3%  305K 6s\n",
            "  2450K .......... .......... .......... .......... ..........  3% 26.6M 6s\n",
            "  2500K .......... .......... .......... .......... ..........  3% 36.8M 6s\n",
            "  2550K .......... .......... .......... .......... ..........  3% 21.0M 6s\n",
            "  2600K .......... .......... .......... .......... ..........  3% 53.0M 6s\n",
            "  2650K .......... .......... .......... .......... ..........  3% 57.8M 6s\n",
            "  2700K .......... .......... .......... .......... ..........  3% 50.3M 6s\n",
            "  2750K .......... .......... .......... .......... ..........  3% 50.3M 6s\n",
            "  2800K .......... .......... .......... .......... ..........  3% 60.7M 6s\n",
            "  2850K .......... .......... .......... .......... ..........  3% 56.7M 6s\n",
            "  2900K .......... .......... .......... .......... ..........  3% 48.2M 5s\n",
            "  2950K .......... .......... .......... .......... ..........  4% 46.8M 5s\n",
            "  3000K .......... .......... .......... .......... ..........  4% 49.3M 5s\n",
            "  3050K .......... .......... .......... .......... ..........  4% 30.7M 5s\n",
            "  3100K .......... .......... .......... .......... ..........  4% 61.6M 5s\n",
            "  3150K .......... .......... .......... .......... ..........  4% 46.1M 5s\n",
            "  3200K .......... .......... .......... .......... ..........  4% 55.4M 5s\n",
            "  3250K .......... .......... .......... .......... ..........  4% 54.6M 5s\n",
            "  3300K .......... .......... .......... .......... ..........  4% 55.0M 5s\n",
            "  3350K .......... .......... .......... .......... ..........  4% 49.1M 5s\n",
            "  3400K .......... .......... .......... .......... ..........  4% 56.3M 5s\n",
            "  3450K .......... .......... .......... .......... ..........  4% 54.2M 5s\n",
            "  3500K .......... .......... .......... .......... ..........  4% 50.4M 5s\n",
            "  3550K .......... .......... .......... .......... ..........  4% 28.3M 5s\n",
            "  3600K .......... .......... .......... .......... ..........  4% 62.3M 5s\n",
            "  3650K .......... .......... .......... .......... ..........  5% 64.5M 5s\n",
            "  3700K .......... .......... .......... .......... ..........  5% 63.4M 5s\n",
            "  3750K .......... .......... .......... .......... ..........  5% 50.2M 5s\n",
            "  3800K .......... .......... .......... .......... ..........  5% 34.5M 4s\n",
            "  3850K .......... .......... .......... .......... ..........  5% 64.4M 4s\n",
            "  3900K .......... .......... .......... .......... ..........  5% 65.5M 4s\n",
            "  3950K .......... .......... .......... .......... ..........  5% 54.3M 4s\n",
            "  4000K .......... .......... .......... .......... ..........  5% 57.2M 4s\n",
            "  4050K .......... .......... .......... .......... ..........  5%  225K 8s\n",
            "  4100K .......... .......... .......... .......... ..........  5% 21.5M 8s\n",
            "  4150K .......... .......... .......... .......... ..........  5% 50.3M 8s\n",
            "  4200K .......... .......... .......... .......... ..........  5% 57.7M 8s\n",
            "  4250K .......... .......... .......... .......... ..........  5% 64.4M 8s\n",
            "  4300K .......... .......... .......... .......... ..........  5% 77.6M 8s\n",
            "  4350K .......... .......... .......... .......... ..........  5% 55.5M 8s\n",
            "  4400K .......... .......... .......... .......... ..........  6% 54.7M 7s\n",
            "  4450K .......... .......... .......... .......... ..........  6% 81.0M 7s\n",
            "  4500K .......... .......... .......... .......... ..........  6% 77.8M 7s\n",
            "  4550K .......... .......... .......... .......... ..........  6% 81.2M 7s\n",
            "  4600K .......... .......... .......... .......... ..........  6% 37.7M 7s\n",
            "  4650K .......... .......... .......... .......... ..........  6% 74.4M 7s\n",
            "  4700K .......... .......... .......... .......... ..........  6% 79.0M 7s\n",
            "  4750K .......... .......... .......... .......... ..........  6% 79.2M 7s\n",
            "  4800K .......... .......... .......... .......... ..........  6% 49.8M 7s\n",
            "  4850K .......... .......... .......... .......... ..........  6% 48.2M 7s\n",
            "  4900K .......... .......... .......... .......... ..........  6% 10.9M 7s\n",
            "  4950K .......... .......... .......... .......... ..........  6% 32.8M 7s\n",
            "  5000K .......... .......... .......... .......... ..........  6% 29.6M 7s\n",
            "  5050K .......... .......... .......... .......... ..........  6% 35.9M 7s\n",
            "  5100K .......... .......... .......... .......... ..........  6% 23.5M 7s\n",
            "  5150K .......... .......... .......... .......... ..........  7% 38.7M 7s\n",
            "  5200K .......... .......... .......... .......... ..........  7% 25.0M 7s\n",
            "  5250K .......... .......... .......... .......... ..........  7% 33.9M 6s\n",
            "  5300K .......... .......... .......... .......... ..........  7% 36.1M 6s\n",
            "  5350K .......... .......... .......... .......... ..........  7% 32.7M 6s\n",
            "  5400K .......... .......... .......... .......... ..........  7% 53.8M 6s\n",
            "  5450K .......... .......... .......... .......... ..........  7% 99.1M 6s\n",
            "  5500K .......... .......... .......... .......... ..........  7% 72.5M 6s\n",
            "  5550K .......... .......... .......... .......... ..........  7% 79.3M 6s\n",
            "  5600K .......... .......... .......... .......... ..........  7% 32.2M 6s\n",
            "  5650K .......... .......... .......... .......... ..........  7% 63.1M 6s\n",
            "  5700K .......... .......... .......... .......... ..........  7% 59.4M 6s\n",
            "  5750K .......... .......... .......... .......... ..........  7% 70.4M 6s\n",
            "  5800K .......... .......... .......... .......... ..........  7% 56.7M 6s\n",
            "  5850K .......... .......... .......... .......... ..........  7% 65.6M 6s\n",
            "  5900K .......... .......... .......... .......... ..........  8% 55.5M 6s\n",
            "  5950K .......... .......... .......... .......... ..........  8% 64.9M 6s\n",
            "  6000K .......... .......... .......... .......... ..........  8% 50.3M 6s\n",
            "  6050K .......... .......... .......... .......... ..........  8% 73.0M 6s\n",
            "  6100K .......... .......... .......... .......... ..........  8% 70.5M 6s\n",
            "  6150K .......... .......... .......... .......... ..........  8% 34.9M 6s\n",
            "  6200K .......... .......... .......... .......... ..........  8% 69.7M 6s\n",
            "  6250K .......... .......... .......... .......... ..........  8% 70.6M 6s\n",
            "  6300K .......... .......... .......... .......... ..........  8% 75.3M 6s\n",
            "  6350K .......... .......... .......... .......... ..........  8% 90.7M 5s\n",
            "  6400K .......... .......... .......... .......... ..........  8% 70.9M 5s\n",
            "  6450K .......... .......... .......... .......... ..........  8% 98.1M 5s\n",
            "  6500K .......... .......... .......... .......... ..........  8% 96.4M 5s\n",
            "  6550K .......... .......... .......... .......... ..........  8% 70.1M 5s\n",
            "  6600K .......... .......... .......... .......... ..........  9% 66.7M 5s\n",
            "  6650K .......... .......... .......... .......... ..........  9% 37.2M 5s\n",
            "  6700K .......... .......... .......... .......... ..........  9% 88.0M 5s\n",
            "  6750K .......... .......... .......... .......... ..........  9% 61.5M 5s\n",
            "  6800K .......... .......... .......... .......... ..........  9% 61.4M 5s\n",
            "  6850K .......... .......... .......... .......... ..........  9% 68.6M 5s\n",
            "  6900K .......... .......... .......... .......... ..........  9% 81.7M 5s\n",
            "  6950K .......... .......... .......... .......... ..........  9% 84.6M 5s\n",
            "  7000K .......... .......... .......... .......... ..........  9% 57.7M 5s\n",
            "  7050K .......... .......... .......... .......... ..........  9% 69.5M 5s\n",
            "  7100K .......... .......... .......... .......... ..........  9% 73.0M 5s\n",
            "  7150K .......... .......... .......... .......... ..........  9% 44.3M 5s\n",
            "  7200K .......... .......... .......... .......... ..........  9% 70.3M 5s\n",
            "  7250K .......... .......... .......... .......... ..........  9% 89.7M 5s\n",
            "  7300K .......... .......... .......... .......... ..........  9% 97.4M 5s\n",
            "  7350K .......... .......... .......... .......... .......... 10% 95.6M 5s\n",
            "  7400K .......... .......... .......... .......... .......... 10% 85.6M 5s\n",
            "  7450K .......... .......... .......... .......... .......... 10% 80.6M 5s\n",
            "  7500K .......... .......... .......... .......... .......... 10% 80.2M 5s\n",
            "  7550K .......... .......... .......... .......... .......... 10% 70.5M 5s\n",
            "  7600K .......... .......... .......... .......... .......... 10% 67.8M 5s\n",
            "  7650K .......... .......... .......... .......... .......... 10% 65.2M 5s\n",
            "  7700K .......... .......... .......... .......... .......... 10% 38.1M 5s\n",
            "  7750K .......... .......... .......... .......... .......... 10% 84.6M 5s\n",
            "  7800K .......... .......... .......... .......... .......... 10% 84.5M 5s\n",
            "  7850K .......... .......... .......... .......... .......... 10% 93.9M 5s\n",
            "  7900K .......... .......... .......... .......... .......... 10% 96.4M 4s\n",
            "  7950K .......... .......... .......... .......... .......... 10% 93.7M 4s\n",
            "  8000K .......... .......... .......... .......... .......... 10% 82.8M 4s\n",
            "  8050K .......... .......... .......... .......... .......... 10% 65.5M 4s\n",
            "  8100K .......... .......... .......... .......... .......... 11% 95.0M 4s\n",
            "  8150K .......... .......... .......... .......... .......... 11%  294K 6s\n",
            "  8200K .......... .......... .......... .......... .......... 11% 28.4M 6s\n",
            "  8250K .......... .......... .......... .......... .......... 11% 75.3M 6s\n",
            "  8300K .......... .......... .......... .......... .......... 11% 69.9M 6s\n",
            "  8350K .......... .......... .......... .......... .......... 11% 70.9M 6s\n",
            "  8400K .......... .......... .......... .......... .......... 11% 56.9M 6s\n",
            "  8450K .......... .......... .......... .......... .......... 11% 69.5M 6s\n",
            "  8500K .......... .......... .......... .......... .......... 11% 77.0M 6s\n",
            "  8550K .......... .......... .......... .......... .......... 11% 73.4M 5s\n",
            "  8600K .......... .......... .......... .......... .......... 11% 79.9M 5s\n",
            "  8650K .......... .......... .......... .......... .......... 11% 72.6M 5s\n",
            "  8700K .......... .......... .......... .......... .......... 11% 43.1M 5s\n",
            "  8750K .......... .......... .......... .......... .......... 11% 76.4M 5s\n",
            "  8800K .......... .......... .......... .......... .......... 11% 64.3M 5s\n",
            "  8850K .......... .......... .......... .......... .......... 12% 77.4M 5s\n",
            "  8900K .......... .......... .......... .......... .......... 12% 84.1M 5s\n",
            "  8950K .......... .......... .......... .......... .......... 12% 87.2M 5s\n",
            "  9000K .......... .......... .......... .......... .......... 12% 51.2M 5s\n",
            "  9050K .......... .......... .......... .......... .......... 12% 56.1M 5s\n",
            "  9100K .......... .......... .......... .......... .......... 12% 90.0M 5s\n",
            "  9150K .......... .......... .......... .......... .......... 12% 73.2M 5s\n",
            "  9200K .......... .......... .......... .......... .......... 12% 40.8M 5s\n",
            "  9250K .......... .......... .......... .......... .......... 12% 64.5M 5s\n",
            "  9300K .......... .......... .......... .......... .......... 12% 80.8M 5s\n",
            "  9350K .......... .......... .......... .......... .......... 12% 43.6M 5s\n",
            "  9400K .......... .......... .......... .......... .......... 12% 44.3M 5s\n",
            "  9450K .......... .......... .......... .......... .......... 12% 63.0M 5s\n",
            "  9500K .......... .......... .......... .......... .......... 12% 57.2M 5s\n",
            "  9550K .......... .......... .......... .......... .......... 13% 45.5M 5s\n",
            "  9600K .......... .......... .......... .......... .......... 13% 29.9M 5s\n",
            "  9650K .......... .......... .......... .......... .......... 13% 56.5M 5s\n",
            "  9700K .......... .......... .......... .......... .......... 13% 55.8M 5s\n",
            "  9750K .......... .......... .......... .......... .......... 13% 28.3M 5s\n",
            "  9800K .......... .......... .......... .......... .......... 13% 44.5M 5s\n",
            "  9850K .......... .......... .......... .......... .......... 13% 64.0M 5s\n",
            "  9900K .......... .......... .......... .......... .......... 13% 68.6M 5s\n",
            "  9950K .......... .......... .......... .......... .......... 13% 52.2M 5s\n",
            " 10000K .......... .......... .......... .......... .......... 13% 64.3M 5s\n",
            " 10050K .......... .......... .......... .......... .......... 13% 37.0M 5s\n",
            " 10100K .......... .......... .......... .......... .......... 13% 27.8M 5s\n",
            " 10150K .......... .......... .......... .......... .......... 13% 83.2M 5s\n",
            " 10200K .......... .......... .......... .......... .......... 13% 42.3M 5s\n",
            " 10250K .......... .......... .......... .......... .......... 13% 14.5M 5s\n",
            " 10300K .......... .......... .......... .......... .......... 14% 75.9M 5s\n",
            " 10350K .......... .......... .......... .......... .......... 14% 83.6M 5s\n",
            " 10400K .......... .......... .......... .......... .......... 14% 67.1M 5s\n",
            " 10450K .......... .......... .......... .......... .......... 14% 70.4M 5s\n",
            " 10500K .......... .......... .......... .......... .......... 14% 74.8M 5s\n",
            " 10550K .......... .......... .......... .......... .......... 14% 74.5M 5s\n",
            " 10600K .......... .......... .......... .......... .......... 14% 72.1M 5s\n",
            " 10650K .......... .......... .......... .......... .......... 14% 66.7M 4s\n",
            " 10700K .......... .......... .......... .......... .......... 14% 73.6M 4s\n",
            " 10750K .......... .......... .......... .......... .......... 14% 36.9M 4s\n",
            " 10800K .......... .......... .......... .......... .......... 14% 72.3M 4s\n",
            " 10850K .......... .......... .......... .......... .......... 14% 72.3M 4s\n",
            " 10900K .......... .......... .......... .......... .......... 14% 93.5M 4s\n",
            " 10950K .......... .......... .......... .......... .......... 14% 97.3M 4s\n",
            " 11000K .......... .......... .......... .......... .......... 14% 85.3M 4s\n",
            " 11050K .......... .......... .......... .......... .......... 15% 58.6M 4s\n",
            " 11100K .......... .......... .......... .......... .......... 15% 80.1M 4s\n",
            " 11150K .......... .......... .......... .......... .......... 15% 74.8M 4s\n",
            " 11200K .......... .......... .......... .......... .......... 15% 70.5M 4s\n",
            " 11250K .......... .......... .......... .......... .......... 15% 77.9M 4s\n",
            " 11300K .......... .......... .......... .......... .......... 15% 39.3M 4s\n",
            " 11350K .......... .......... .......... .......... .......... 15% 78.4M 4s\n",
            " 11400K .......... .......... .......... .......... .......... 15% 73.4M 4s\n",
            " 11450K .......... .......... .......... .......... .......... 15% 91.9M 4s\n",
            " 11500K .......... .......... .......... .......... .......... 15% 94.5M 4s\n",
            " 11550K .......... .......... .......... .......... .......... 15% 72.8M 4s\n",
            " 11600K .......... .......... .......... .......... .......... 15% 60.1M 4s\n",
            " 11650K .......... .......... .......... .......... .......... 15% 75.7M 4s\n",
            " 11700K .......... .......... .......... .......... .......... 15% 95.2M 4s\n",
            " 11750K .......... .......... .......... .......... .......... 15% 81.5M 4s\n",
            " 11800K .......... .......... .......... .......... .......... 16% 32.1M 4s\n",
            " 11850K .......... .......... .......... .......... .......... 16% 63.4M 4s\n",
            " 11900K .......... .......... .......... .......... .......... 16% 80.5M 4s\n",
            " 11950K .......... .......... .......... .......... .......... 16%  313K 5s\n",
            " 12000K .......... .......... .......... .......... .......... 16% 76.5M 5s\n",
            " 12050K .......... .......... .......... .......... .......... 16% 80.4M 5s\n",
            " 12100K .......... .......... .......... .......... .......... 16% 67.1M 5s\n",
            " 12150K .......... .......... .......... .......... .......... 16% 96.7M 5s\n",
            " 12200K .......... .......... .......... .......... .......... 16% 69.8M 5s\n",
            " 12250K .......... .......... .......... .......... .......... 16%  207K 6s\n",
            " 12300K .......... .......... .......... .......... .......... 16% 28.6M 6s\n",
            " 12350K .......... .......... .......... .......... .......... 16% 42.9M 6s\n",
            " 12400K .......... .......... .......... .......... .......... 16% 66.5M 6s\n",
            " 12450K .......... .......... .......... .......... .......... 16% 62.3M 6s\n",
            " 12500K .......... .......... .......... .......... .......... 17% 38.3M 6s\n",
            " 12550K .......... .......... .......... .......... .......... 17% 47.5M 6s\n",
            " 12600K .......... .......... .......... .......... .......... 17% 36.4M 6s\n",
            " 12650K .......... .......... .......... .......... .......... 17% 56.7M 6s\n",
            " 12700K .......... .......... .......... .......... .......... 17% 49.1M 6s\n",
            " 12750K .......... .......... .......... .......... .......... 17% 56.5M 6s\n",
            " 12800K .......... .......... .......... .......... .......... 17% 31.8M 6s\n",
            " 12850K .......... .......... .......... .......... .......... 17% 54.0M 6s\n",
            " 12900K .......... .......... .......... .......... .......... 17% 59.3M 6s\n",
            " 12950K .......... .......... .......... .......... .......... 17% 61.6M 6s\n",
            " 13000K .......... .......... .......... .......... .......... 17% 54.7M 6s\n",
            " 13050K .......... .......... .......... .......... .......... 17% 66.1M 6s\n",
            " 13100K .......... .......... .......... .......... .......... 17% 58.9M 6s\n",
            " 13150K .......... .......... .......... .......... .......... 17% 62.6M 6s\n",
            " 13200K .......... .......... .......... .......... .......... 17% 47.7M 5s\n",
            " 13250K .......... .......... .......... .......... .......... 18% 48.0M 5s\n",
            " 13300K .......... .......... .......... .......... .......... 18% 63.8M 5s\n",
            " 13350K .......... .......... .......... .......... .......... 18% 28.9M 5s\n",
            " 13400K .......... .......... .......... .......... .......... 18% 51.5M 5s\n",
            " 13450K .......... .......... .......... .......... .......... 18% 58.1M 5s\n",
            " 13500K .......... .......... .......... .......... .......... 18% 56.5M 5s\n",
            " 13550K .......... .......... .......... .......... .......... 18% 61.2M 5s\n",
            " 13600K .......... .......... .......... .......... .......... 18% 48.5M 5s\n",
            " 13650K .......... .......... .......... .......... .......... 18% 60.2M 5s\n",
            " 13700K .......... .......... .......... .......... .......... 18% 62.9M 5s\n",
            " 13750K .......... .......... .......... .......... .......... 18% 63.3M 5s\n",
            " 13800K .......... .......... .......... .......... .......... 18% 55.9M 5s\n",
            " 13850K .......... .......... .......... .......... .......... 18% 32.1M 5s\n",
            " 13900K .......... .......... .......... .......... .......... 18% 64.5M 5s\n",
            " 13950K .......... .......... .......... .......... .......... 18% 65.0M 5s\n",
            " 14000K .......... .......... .......... .......... .......... 19% 54.9M 5s\n",
            " 14050K .......... .......... .......... .......... .......... 19% 62.3M 5s\n",
            " 14100K .......... .......... .......... .......... .......... 19% 57.4M 5s\n",
            " 14150K .......... .......... .......... .......... .......... 19% 58.2M 5s\n",
            " 14200K .......... .......... .......... .......... .......... 19% 52.9M 5s\n",
            " 14250K .......... .......... .......... .......... .......... 19% 63.5M 5s\n",
            " 14300K .......... .......... .......... .......... .......... 19% 54.0M 5s\n",
            " 14350K .......... .......... .......... .......... .......... 19% 30.8M 5s\n",
            " 14400K .......... .......... .......... .......... .......... 19% 43.8M 5s\n",
            " 14450K .......... .......... .......... .......... .......... 19% 51.3M 5s\n",
            " 14500K .......... .......... .......... .......... .......... 19% 63.4M 5s\n",
            " 14550K .......... .......... .......... .......... .......... 19% 61.5M 5s\n",
            " 14600K .......... .......... .......... .......... .......... 19% 54.2M 5s\n",
            " 14650K .......... .......... .......... .......... .......... 19% 62.7M 5s\n",
            " 14700K .......... .......... .......... .......... .......... 19% 63.4M 5s\n",
            " 14750K .......... .......... .......... .......... .......... 20% 64.6M 5s\n",
            " 14800K .......... .......... .......... .......... .......... 20% 50.7M 5s\n",
            " 14850K .......... .......... .......... .......... .......... 20% 30.6M 5s\n",
            " 14900K .......... .......... .......... .......... .......... 20% 50.1M 5s\n",
            " 14950K .......... .......... .......... .......... .......... 20% 53.7M 5s\n",
            " 15000K .......... .......... .......... .......... .......... 20% 50.5M 5s\n",
            " 15050K .......... .......... .......... .......... .......... 20% 62.5M 5s\n",
            " 15100K .......... .......... .......... .......... .......... 20% 64.6M 5s\n",
            " 15150K .......... .......... .......... .......... .......... 20% 64.8M 5s\n",
            " 15200K .......... .......... .......... .......... .......... 20% 55.9M 5s\n",
            " 15250K .......... .......... .......... .......... .......... 20% 62.9M 5s\n",
            " 15300K .......... .......... .......... .......... .......... 20% 63.0M 5s\n",
            " 15350K .......... .......... .......... .......... .......... 20% 53.5M 5s\n",
            " 15400K .......... .......... .......... .......... .......... 20% 24.6M 5s\n",
            " 15450K .......... .......... .......... .......... .......... 20% 55.5M 5s\n",
            " 15500K .......... .......... .......... .......... .......... 21% 69.8M 5s\n",
            " 15550K .......... .......... .......... .......... .......... 21% 63.8M 5s\n",
            " 15600K .......... .......... .......... .......... .......... 21% 57.9M 5s\n",
            " 15650K .......... .......... .......... .......... .......... 21% 71.6M 5s\n",
            " 15700K .......... .......... .......... .......... .......... 21% 58.6M 5s\n",
            " 15750K .......... .......... .......... .......... .......... 21% 61.0M 5s\n",
            " 15800K .......... .......... .......... .......... .......... 21% 57.5M 5s\n",
            " 15850K .......... .......... .......... .......... .......... 21% 68.9M 5s\n",
            " 15900K .......... .......... .......... .......... .......... 21% 33.0M 5s\n",
            " 15950K .......... .......... .......... .......... .......... 21% 62.9M 5s\n",
            " 16000K .......... .......... .......... .......... .......... 21%  328K 5s\n",
            " 16050K .......... .......... .......... .......... .......... 21% 52.0M 5s\n",
            " 16100K .......... .......... .......... .......... .......... 21% 68.4M 5s\n",
            " 16150K .......... .......... .......... .......... .......... 21% 91.3M 5s\n",
            " 16200K .......... .......... .......... .......... .......... 22% 78.7M 5s\n",
            " 16250K .......... .......... .......... .......... .......... 22% 90.7M 5s\n",
            " 16300K .......... .......... .......... .......... .......... 22% 93.0M 5s\n",
            " 16350K .......... .......... .......... .......... .......... 22%  217K 6s\n",
            " 16400K .......... .......... .......... .......... .......... 22% 25.3M 6s\n",
            " 16450K .......... .......... .......... .......... .......... 22% 59.6M 6s\n",
            " 16500K .......... .......... .......... .......... .......... 22% 63.8M 6s\n",
            " 16550K .......... .......... .......... .......... .......... 22% 50.5M 6s\n",
            " 16600K .......... .......... .......... .......... .......... 22% 49.4M 6s\n",
            " 16650K .......... .......... .......... .......... .......... 22% 82.4M 6s\n",
            " 16700K .......... .......... .......... .......... .......... 22% 77.1M 6s\n",
            " 16750K .......... .......... .......... .......... .......... 22% 48.8M 6s\n",
            " 16800K .......... .......... .......... .......... .......... 22% 55.1M 6s\n",
            " 16850K .......... .......... .......... .......... .......... 22% 54.7M 6s\n",
            " 16900K .......... .......... .......... .......... .......... 22% 31.9M 6s\n",
            " 16950K .......... .......... .......... .......... .......... 23% 67.6M 6s\n",
            " 17000K .......... .......... .......... .......... .......... 23% 53.3M 6s\n",
            " 17050K .......... .......... .......... .......... .......... 23% 58.5M 5s\n",
            " 17100K .......... .......... .......... .......... .......... 23% 68.6M 5s\n",
            " 17150K .......... .......... .......... .......... .......... 23% 68.4M 5s\n",
            " 17200K .......... .......... .......... .......... .......... 23% 56.0M 5s\n",
            " 17250K .......... .......... .......... .......... .......... 23% 54.6M 5s\n",
            " 17300K .......... .......... .......... .......... .......... 23% 78.2M 5s\n",
            " 17350K .......... .......... .......... .......... .......... 23% 75.8M 5s\n",
            " 17400K .......... .......... .......... .......... .......... 23% 56.3M 5s\n",
            " 17450K .......... .......... .......... .......... .......... 23% 31.8M 5s\n",
            " 17500K .......... .......... .......... .......... .......... 23% 65.1M 5s\n",
            " 17550K .......... .......... .......... .......... .......... 23% 67.2M 5s\n",
            " 17600K .......... .......... .......... .......... .......... 23% 56.7M 5s\n",
            " 17650K .......... .......... .......... .......... .......... 23% 64.6M 5s\n",
            " 17700K .......... .......... .......... .......... .......... 24% 76.2M 5s\n",
            " 17750K .......... .......... .......... .......... .......... 24% 83.4M 5s\n",
            " 17800K .......... .......... .......... .......... .......... 24% 56.4M 5s\n",
            " 17850K .......... .......... .......... .......... .......... 24% 79.7M 5s\n",
            " 17900K .......... .......... .......... .......... .......... 24% 66.6M 5s\n",
            " 17950K .......... .......... .......... .......... .......... 24% 39.4M 5s\n",
            " 18000K .......... .......... .......... .......... .......... 24% 72.6M 5s\n",
            " 18050K .......... .......... .......... .......... .......... 24% 89.7M 5s\n",
            " 18100K .......... .......... .......... .......... .......... 24% 49.3M 5s\n",
            " 18150K .......... .......... .......... .......... .......... 24% 71.8M 5s\n",
            " 18200K .......... .......... .......... .......... .......... 24% 61.3M 5s\n",
            " 18250K .......... .......... .......... .......... .......... 24% 61.3M 5s\n",
            " 18300K .......... .......... .......... .......... .......... 24% 56.5M 5s\n",
            " 18350K .......... .......... .......... .......... .......... 24% 67.8M 5s\n",
            " 18400K .......... .......... .......... .......... .......... 24% 61.2M 5s\n",
            " 18450K .......... .......... .......... .......... .......... 25% 40.6M 5s\n",
            " 18500K .......... .......... .......... .......... .......... 25% 58.8M 5s\n",
            " 18550K .......... .......... .......... .......... .......... 25% 64.7M 5s\n",
            " 18600K .......... .......... .......... .......... .......... 25% 55.9M 5s\n",
            " 18650K .......... .......... .......... .......... .......... 25% 65.7M 5s\n",
            " 18700K .......... .......... .......... .......... .......... 25% 66.7M 5s\n",
            " 18750K .......... .......... .......... .......... .......... 25% 51.4M 5s\n",
            " 18800K .......... .......... .......... .......... .......... 25% 56.5M 5s\n",
            " 18850K .......... .......... .......... .......... .......... 25% 65.3M 5s\n",
            " 18900K .......... .......... .......... .......... .......... 25% 78.7M 5s\n",
            " 18950K .......... .......... .......... .......... .......... 25% 92.4M 5s\n",
            " 19000K .......... .......... .......... .......... .......... 25% 30.8M 5s\n",
            " 19050K .......... .......... .......... .......... .......... 25% 90.3M 5s\n",
            " 19100K .......... .......... .......... .......... .......... 25% 69.0M 5s\n",
            " 19150K .......... .......... .......... .......... .......... 26% 75.8M 5s\n",
            " 19200K .......... .......... .......... .......... .......... 26% 76.9M 5s\n",
            " 19250K .......... .......... .......... .......... .......... 26% 91.4M 5s\n",
            " 19300K .......... .......... .......... .......... .......... 26% 88.0M 5s\n",
            " 19350K .......... .......... .......... .......... .......... 26% 83.5M 5s\n",
            " 19400K .......... .......... .......... .......... .......... 26% 63.6M 5s\n",
            " 19450K .......... .......... .......... .......... .......... 26% 71.9M 5s\n",
            " 19500K .......... .......... .......... .......... .......... 26% 42.9M 5s\n",
            " 19550K .......... .......... .......... .......... .......... 26% 60.8M 5s\n",
            " 19600K .......... .......... .......... .......... .......... 26% 53.2M 5s\n",
            " 19650K .......... .......... .......... .......... .......... 26% 59.2M 5s\n",
            " 19700K .......... .......... .......... .......... .......... 26% 61.5M 5s\n",
            " 19750K .......... .......... .......... .......... .......... 26% 91.4M 5s\n",
            " 19800K .......... .......... .......... .......... .......... 26% 78.0M 5s\n",
            " 19850K .......... .......... .......... .......... .......... 26% 72.5M 5s\n",
            " 19900K .......... .......... .......... .......... .......... 27% 71.4M 5s\n",
            " 19950K .......... .......... .......... .......... .......... 27% 90.9M 5s\n",
            " 20000K .......... .......... .......... .......... .......... 27% 36.4M 5s\n",
            " 20050K .......... .......... .......... .......... .......... 27% 72.9M 5s\n",
            " 20100K .......... .......... .......... .......... .......... 27%  309K 5s\n",
            " 20150K .......... .......... .......... .......... .......... 27% 49.8M 5s\n",
            " 20200K .......... .......... .......... .......... .......... 27% 70.4M 5s\n",
            " 20250K .......... .......... .......... .......... .......... 27%  224K 6s\n",
            " 20300K .......... .......... .......... .......... .......... 27% 80.6M 5s\n",
            " 20350K .......... .......... .......... .......... .......... 27% 89.3M 5s\n",
            " 20400K .......... .......... .......... .......... .......... 27% 79.8M 5s\n",
            " 20450K .......... .......... .......... .......... .......... 27%  214K 6s\n",
            " 20500K .......... .......... .......... .......... .......... 27% 31.9M 6s\n",
            " 20550K .......... .......... .......... .......... .......... 27% 61.0M 6s\n",
            " 20600K .......... .......... .......... .......... .......... 27% 56.4M 6s\n",
            " 20650K .......... .......... .......... .......... .......... 28% 50.4M 6s\n",
            " 20700K .......... .......... .......... .......... .......... 28% 51.9M 6s\n",
            " 20750K .......... .......... .......... .......... .......... 28% 73.1M 6s\n",
            " 20800K .......... .......... .......... .......... .......... 28% 77.4M 6s\n",
            " 20850K .......... .......... .......... .......... .......... 28% 93.1M 6s\n",
            " 20900K .......... .......... .......... .......... .......... 28% 57.0M 6s\n",
            " 20950K .......... .......... .......... .......... .......... 28% 72.7M 6s\n",
            " 21000K .......... .......... .......... .......... .......... 28% 41.1M 6s\n",
            " 21050K .......... .......... .......... .......... .......... 28% 78.5M 6s\n",
            " 21100K .......... .......... .......... .......... .......... 28%  102M 6s\n",
            " 21150K .......... .......... .......... .......... .......... 28% 74.7M 6s\n",
            " 21200K .......... .......... .......... .......... .......... 28% 79.0M 6s\n",
            " 21250K .......... .......... .......... .......... .......... 28% 89.8M 6s\n",
            " 21300K .......... .......... .......... .......... .......... 28% 92.0M 6s\n",
            " 21350K .......... .......... .......... .......... .......... 28% 95.8M 6s\n",
            " 21400K .......... .......... .......... .......... .......... 29% 80.9M 6s\n",
            " 21450K .......... .......... .......... .......... .......... 29% 93.3M 6s\n",
            " 21500K .......... .......... .......... .......... .......... 29% 91.9M 6s\n",
            " 21550K .......... .......... .......... .......... .......... 29% 44.5M 6s\n",
            " 21600K .......... .......... .......... .......... .......... 29% 78.7M 6s\n",
            " 21650K .......... .......... .......... .......... .......... 29% 94.1M 6s\n",
            " 21700K .......... .......... .......... .......... .......... 29% 95.9M 6s\n",
            " 21750K .......... .......... .......... .......... .......... 29% 93.7M 6s\n",
            " 21800K .......... .......... .......... .......... .......... 29% 81.6M 6s\n",
            " 21850K .......... .......... .......... .......... .......... 29% 85.1M 6s\n",
            " 21900K .......... .......... .......... .......... .......... 29% 90.5M 6s\n",
            " 21950K .......... .......... .......... .......... .......... 29% 87.7M 6s\n",
            " 22000K .......... .......... .......... .......... .......... 29% 78.1M 6s\n",
            " 22050K .......... .......... .......... .......... .......... 29% 41.6M 5s\n",
            " 22100K .......... .......... .......... .......... .......... 30% 74.5M 5s\n",
            " 22150K .......... .......... .......... .......... .......... 30% 82.1M 5s\n",
            " 22200K .......... .......... .......... .......... .......... 30% 50.8M 5s\n",
            " 22250K .......... .......... .......... .......... .......... 30% 74.6M 5s\n",
            " 22300K .......... .......... .......... .......... .......... 30%  253K 6s\n",
            " 22350K .......... .......... .......... .......... .......... 30% 70.8M 6s\n",
            " 22400K .......... .......... .......... .......... .......... 30% 46.6M 6s\n",
            " 22450K .......... .......... .......... .......... .......... 30% 67.2M 6s\n",
            " 22500K .......... .......... .......... .......... .......... 30% 52.2M 6s\n",
            " 22550K .......... .......... .......... .......... .......... 30% 29.9M 6s\n",
            " 22600K .......... .......... .......... .......... .......... 30% 65.9M 6s\n",
            " 22650K .......... .......... .......... .......... .......... 30% 89.4M 6s\n",
            " 22700K .......... .......... .......... .......... .......... 30% 63.5M 6s\n",
            " 22750K .......... .......... .......... .......... .......... 30% 39.3M 6s\n",
            " 22800K .......... .......... .......... .......... .......... 30% 54.9M 6s\n",
            " 22850K .......... .......... .......... .......... .......... 31% 60.1M 6s\n",
            " 22900K .......... .......... .......... .......... .......... 31% 77.8M 6s\n",
            " 22950K .......... .......... .......... .......... .......... 31% 92.1M 6s\n",
            " 23000K .......... .......... .......... .......... .......... 31% 51.9M 6s\n",
            " 23050K .......... .......... .......... .......... .......... 31% 34.1M 6s\n",
            " 23100K .......... .......... .......... .......... .......... 31% 55.2M 6s\n",
            " 23150K .......... .......... .......... .......... .......... 31% 77.4M 6s\n",
            " 23200K .......... .......... .......... .......... .......... 31% 73.2M 6s\n",
            " 23250K .......... .......... .......... .......... .......... 31% 89.7M 6s\n",
            " 23300K .......... .......... .......... .......... .......... 31% 89.7M 6s\n",
            " 23350K .......... .......... .......... .......... .......... 31% 85.6M 6s\n",
            " 23400K .......... .......... .......... .......... .......... 31% 76.1M 6s\n",
            " 23450K .......... .......... .......... .......... .......... 31% 88.1M 5s\n",
            " 23500K .......... .......... .......... .......... .......... 31% 87.3M 5s\n",
            " 23550K .......... .......... .......... .......... .......... 31% 92.8M 5s\n",
            " 23600K .......... .......... .......... .......... .......... 32% 40.7M 5s\n",
            " 23650K .......... .......... .......... .......... .......... 32% 92.8M 5s\n",
            " 23700K .......... .......... .......... .......... .......... 32% 92.9M 5s\n",
            " 23750K .......... .......... .......... .......... .......... 32% 94.6M 5s\n",
            " 23800K .......... .......... .......... .......... .......... 32% 80.3M 5s\n",
            " 23850K .......... .......... .......... .......... .......... 32% 85.1M 5s\n",
            " 23900K .......... .......... .......... .......... .......... 32% 88.1M 5s\n",
            " 23950K .......... .......... .......... .......... .......... 32% 87.1M 5s\n",
            " 24000K .......... .......... .......... .......... .......... 32% 76.3M 5s\n",
            " 24050K .......... .......... .......... .......... .......... 32% 92.4M 5s\n",
            " 24100K .......... .......... .......... .......... .......... 32% 42.2M 5s\n",
            " 24150K .......... .......... .......... .......... .......... 32%  256K 6s\n",
            " 24200K .......... .......... .......... .......... .......... 32% 53.9M 6s\n",
            " 24250K .......... .......... .......... .......... .......... 32% 73.3M 6s\n",
            " 24300K .......... .......... .......... .......... .......... 32% 88.2M 6s\n",
            " 24350K .......... .......... .......... .......... .......... 33% 85.4M 6s\n",
            " 24400K .......... .......... .......... .......... .......... 33% 81.0M 6s\n",
            " 24450K .......... .......... .......... .......... .......... 33% 94.3M 6s\n",
            " 24500K .......... .......... .......... .......... .......... 33% 96.4M 6s\n",
            " 24550K .......... .......... .......... .......... .......... 33%  214K 6s\n",
            " 24600K .......... .......... .......... .......... .......... 33% 30.1M 6s\n",
            " 24650K .......... .......... .......... .......... .......... 33% 58.1M 6s\n",
            " 24700K .......... .......... .......... .......... .......... 33% 68.5M 6s\n",
            " 24750K .......... .......... .......... .......... .......... 33% 74.9M 6s\n",
            " 24800K .......... .......... .......... .......... .......... 33% 61.6M 6s\n",
            " 24850K .......... .......... .......... .......... .......... 33% 66.0M 6s\n",
            " 24900K .......... .......... .......... .......... .......... 33% 81.5M 6s\n",
            " 24950K .......... .......... .......... .......... .......... 33% 85.3M 6s\n",
            " 25000K .......... .......... .......... .......... .......... 33% 61.2M 6s\n",
            " 25050K .......... .......... .......... .......... .......... 34% 94.8M 6s\n",
            " 25100K .......... .......... .......... .......... .......... 34% 90.3M 6s\n",
            " 25150K .......... .......... .......... .......... .......... 34% 41.6M 6s\n",
            " 25200K .......... .......... .......... .......... .......... 34% 74.2M 6s\n",
            " 25250K .......... .......... .......... .......... .......... 34% 89.1M 6s\n",
            " 25300K .......... .......... .......... .......... .......... 34% 70.5M 6s\n",
            " 25350K .......... .......... .......... .......... .......... 34% 89.1M 6s\n",
            " 25400K .......... .......... .......... .......... .......... 34% 53.2M 6s\n",
            " 25450K .......... .......... .......... .......... .......... 34% 70.0M 6s\n",
            " 25500K .......... .......... .......... .......... .......... 34% 56.6M 6s\n",
            " 25550K .......... .......... .......... .......... .......... 34% 68.7M 6s\n",
            " 25600K .......... .......... .......... .......... .......... 34% 54.9M 6s\n",
            " 25650K .......... .......... .......... .......... .......... 34% 35.4M 6s\n",
            " 25700K .......... .......... .......... .......... .......... 34% 61.5M 6s\n",
            " 25750K .......... .......... .......... .......... .......... 34% 68.4M 6s\n",
            " 25800K .......... .......... .......... .......... .......... 35% 63.0M 6s\n",
            " 25850K .......... .......... .......... .......... .......... 35%  246K 6s\n",
            " 25900K .......... .......... .......... .......... .......... 35% 49.8M 6s\n",
            " 25950K .......... .......... .......... .......... .......... 35% 54.6M 6s\n",
            " 26000K .......... .......... .......... .......... .......... 35% 47.4M 6s\n",
            " 26050K .......... .......... .......... .......... .......... 35% 67.5M 6s\n",
            " 26100K .......... .......... .......... .......... .......... 35% 62.5M 6s\n",
            " 26150K .......... .......... .......... .......... .......... 35% 34.0M 6s\n",
            " 26200K .......... .......... .......... .......... .......... 35% 51.4M 6s\n",
            " 26250K .......... .......... .......... .......... .......... 35% 67.3M 6s\n",
            " 26300K .......... .......... .......... .......... .......... 35% 73.9M 6s\n",
            " 26350K .......... .......... .......... .......... .......... 35% 62.2M 6s\n",
            " 26400K .......... .......... .......... .......... .......... 35% 59.6M 6s\n",
            " 26450K .......... .......... .......... .......... .......... 35% 81.0M 6s\n",
            " 26500K .......... .......... .......... .......... .......... 35% 58.8M 6s\n",
            " 26550K .......... .......... .......... .......... .......... 36% 68.8M 6s\n",
            " 26600K .......... .......... .......... .......... .......... 36% 58.7M 6s\n",
            " 26650K .......... .......... .......... .......... .......... 36% 37.0M 6s\n",
            " 26700K .......... .......... .......... .......... .......... 36% 66.6M 6s\n",
            " 26750K .......... .......... .......... .......... .......... 36% 71.4M 6s\n",
            " 26800K .......... .......... .......... .......... .......... 36% 58.7M 6s\n",
            " 26850K .......... .......... .......... .......... .......... 36% 69.7M 6s\n",
            " 26900K .......... .......... .......... .......... .......... 36% 71.1M 6s\n",
            " 26950K .......... .......... .......... .......... .......... 36% 68.4M 6s\n",
            " 27000K .......... .......... .......... .......... .......... 36% 57.6M 6s\n",
            " 27050K .......... .......... .......... .......... .......... 36% 65.2M 6s\n",
            " 27100K .......... .......... .......... .......... .......... 36% 68.5M 6s\n",
            " 27150K .......... .......... .......... .......... .......... 36%  248K 6s\n",
            " 27200K .......... .......... .......... .......... .......... 36% 23.1M 6s\n",
            " 27250K .......... .......... .......... .......... .......... 36% 60.5M 6s\n",
            " 27300K .......... .......... .......... .......... .......... 37% 67.9M 6s\n",
            " 27350K .......... .......... .......... .......... .......... 37% 69.9M 6s\n",
            " 27400K .......... .......... .......... .......... .......... 37% 23.3M 6s\n",
            " 27450K .......... .......... .......... .......... .......... 37% 74.3M 6s\n",
            " 27500K .......... .......... .......... .......... .......... 37% 74.5M 6s\n",
            " 27550K .......... .......... .......... .......... .......... 37% 86.9M 6s\n",
            " 27600K .......... .......... .......... .......... .......... 37% 69.7M 6s\n",
            " 27650K .......... .......... .......... .......... .......... 37% 80.8M 6s\n",
            " 27700K .......... .......... .......... .......... .......... 37% 42.6M 6s\n",
            " 27750K .......... .......... .......... .......... .......... 37%  103M 6s\n",
            " 27800K .......... .......... .......... .......... .......... 37% 88.1M 6s\n",
            " 27850K .......... .......... .......... .......... .......... 37% 97.4M 6s\n",
            " 27900K .......... .......... .......... .......... .......... 37%  101M 6s\n",
            " 27950K .......... .......... .......... .......... .......... 37%  104M 6s\n",
            " 28000K .......... .......... .......... .......... .......... 38% 78.0M 6s\n",
            " 28050K .......... .......... .......... .......... .......... 38% 99.7M 6s\n",
            " 28100K .......... .......... .......... .......... .......... 38%  103M 6s\n",
            " 28150K .......... .......... .......... .......... .......... 38%  100M 6s\n",
            " 28200K .......... .......... .......... .......... .......... 38% 42.1M 6s\n",
            " 28250K .......... .......... .......... .......... .......... 38% 87.7M 6s\n",
            " 28300K .......... .......... .......... .......... .......... 38% 86.5M 6s\n",
            " 28350K .......... .......... .......... .......... .......... 38%  102M 6s\n",
            " 28400K .......... .......... .......... .......... .......... 38%  246K 6s\n",
            " 28450K .......... .......... .......... .......... .......... 38% 44.3M 6s\n",
            " 28500K .......... .......... .......... .......... .......... 38% 93.4M 6s\n",
            " 28550K .......... .......... .......... .......... .......... 38% 92.6M 6s\n",
            " 28600K .......... .......... .......... .......... .......... 38% 77.8M 6s\n",
            " 28650K .......... .......... .......... .......... .......... 38%  215K 6s\n",
            " 28700K .......... .......... .......... .......... .......... 38% 59.4M 6s\n",
            " 28750K .......... .......... .......... .......... .......... 39% 32.1M 6s\n",
            " 28800K .......... .......... .......... .......... .......... 39% 49.5M 6s\n",
            " 28850K .......... .......... .......... .......... .......... 39% 89.4M 6s\n",
            " 28900K .......... .......... .......... .......... .......... 39% 94.4M 6s\n",
            " 28950K .......... .......... .......... .......... .......... 39% 91.6M 6s\n",
            " 29000K .......... .......... .......... .......... .......... 39% 66.5M 6s\n",
            " 29050K .......... .......... .......... .......... .......... 39% 80.2M 6s\n",
            " 29100K .......... .......... .......... .......... .......... 39% 7.44M 6s\n",
            " 29150K .......... .......... .......... .......... .......... 39% 52.4M 6s\n",
            " 29200K .......... .......... .......... .......... .......... 39% 67.8M 6s\n",
            " 29250K .......... .......... .......... .......... .......... 39% 37.9M 6s\n",
            " 29300K .......... .......... .......... .......... .......... 39% 87.8M 6s\n",
            " 29350K .......... .......... .......... .......... .......... 39% 85.1M 6s\n",
            " 29400K .......... .......... .......... .......... .......... 39% 73.1M 6s\n",
            " 29450K .......... .......... .......... .......... .......... 39% 75.6M 6s\n",
            " 29500K .......... .......... .......... .......... .......... 40% 81.6M 6s\n",
            " 29550K .......... .......... .......... .......... .......... 40% 92.0M 6s\n",
            " 29600K .......... .......... .......... .......... .......... 40% 75.6M 6s\n",
            " 29650K .......... .......... .......... .......... .......... 40% 97.3M 6s\n",
            " 29700K .......... .......... .......... .......... .......... 40% 63.8M 6s\n",
            " 29750K .......... .......... .......... .......... .......... 40% 36.5M 6s\n",
            " 29800K .......... .......... .......... .......... .......... 40% 82.9M 6s\n",
            " 29850K .......... .......... .......... .......... .......... 40% 87.8M 6s\n",
            " 29900K .......... .......... .......... .......... .......... 40% 87.2M 6s\n",
            " 29950K .......... .......... .......... .......... .......... 40%  252K 6s\n",
            " 30000K .......... .......... .......... .......... .......... 40% 47.9M 6s\n",
            " 30050K .......... .......... .......... .......... .......... 40% 52.0M 6s\n",
            " 30100K .......... .......... .......... .......... .......... 40% 60.4M 6s\n",
            " 30150K .......... .......... .......... .......... .......... 40% 66.1M 6s\n",
            " 30200K .......... .......... .......... .......... .......... 40% 50.3M 6s\n",
            " 30250K .......... .......... .......... .......... .......... 41% 32.7M 6s\n",
            " 30300K .......... .......... .......... .......... .......... 41% 63.8M 6s\n",
            " 30350K .......... .......... .......... .......... .......... 41% 43.2M 6s\n",
            " 30400K .......... .......... .......... .......... .......... 41% 59.4M 6s\n",
            " 30450K .......... .......... .......... .......... .......... 41% 88.7M 6s\n",
            " 30500K .......... .......... .......... .......... .......... 41% 70.7M 6s\n",
            " 30550K .......... .......... .......... .......... .......... 41% 88.5M 6s\n",
            " 30600K .......... .......... .......... .......... .......... 41% 53.9M 6s\n",
            " 30650K .......... .......... .......... .......... .......... 41% 68.3M 6s\n",
            " 30700K .......... .......... .......... .......... .......... 41% 83.2M 6s\n",
            " 30750K .......... .......... .......... .......... .......... 41% 89.4M 6s\n",
            " 30800K .......... .......... .......... .......... .......... 41% 37.7M 6s\n",
            " 30850K .......... .......... .......... .......... .......... 41% 90.7M 6s\n",
            " 30900K .......... .......... .......... .......... .......... 41% 52.4M 6s\n",
            " 30950K .......... .......... .......... .......... .......... 41% 54.2M 6s\n",
            " 31000K .......... .......... .......... .......... .......... 42% 56.6M 6s\n",
            " 31050K .......... .......... .......... .......... .......... 42% 87.5M 6s\n",
            " 31100K .......... .......... .......... .......... .......... 42% 78.0M 6s\n",
            " 31150K .......... .......... .......... .......... .......... 42% 93.3M 6s\n",
            " 31200K .......... .......... .......... .......... .......... 42%  248K 6s\n",
            " 31250K .......... .......... .......... .......... .......... 42% 43.1M 6s\n",
            " 31300K .......... .......... .......... .......... .......... 42% 29.4M 6s\n",
            " 31350K .......... .......... .......... .......... .......... 42% 63.3M 6s\n",
            " 31400K .......... .......... .......... .......... .......... 42% 67.4M 6s\n",
            " 31450K .......... .......... .......... .......... .......... 42% 78.1M 6s\n",
            " 31500K .......... .......... .......... .......... .......... 42% 91.4M 6s\n",
            " 31550K .......... .......... .......... .......... .......... 42% 93.9M 6s\n",
            " 31600K .......... .......... .......... .......... .......... 42% 79.4M 6s\n",
            " 31650K .......... .......... .......... .......... .......... 42% 93.6M 6s\n",
            " 31700K .......... .......... .......... .......... .......... 43% 20.2M 6s\n",
            " 31750K .......... .......... .......... .......... .......... 43% 40.4M 6s\n",
            " 31800K .......... .......... .......... .......... .......... 43% 39.6M 6s\n",
            " 31850K .......... .......... .......... .......... .......... 43% 87.8M 6s\n",
            " 31900K .......... .......... .......... .......... .......... 43%  100M 6s\n",
            " 31950K .......... .......... .......... .......... .......... 43% 91.1M 6s\n",
            " 32000K .......... .......... .......... .......... .......... 43% 68.9M 6s\n",
            " 32050K .......... .......... .......... .......... .......... 43% 81.1M 6s\n",
            " 32100K .......... .......... .......... .......... .......... 43% 86.7M 6s\n",
            " 32150K .......... .......... .......... .......... .......... 43% 90.3M 6s\n",
            " 32200K .......... .......... .......... .......... .......... 43% 76.9M 6s\n",
            " 32250K .......... .......... .......... .......... .......... 43% 88.7M 6s\n",
            " 32300K .......... .......... .......... .......... .......... 43% 45.1M 6s\n",
            " 32350K .......... .......... .......... .......... .......... 43% 77.2M 6s\n",
            " 32400K .......... .......... .......... .......... .......... 43% 74.0M 6s\n",
            " 32450K .......... .......... .......... .......... .......... 44% 91.3M 6s\n",
            " 32500K .......... .......... .......... .......... .......... 44%  247K 6s\n",
            " 32550K .......... .......... .......... .......... .......... 44% 10.0M 6s\n",
            " 32600K .......... .......... .......... .......... .......... 44% 30.2M 6s\n",
            " 32650K .......... .......... .......... .......... .......... 44% 30.3M 6s\n",
            " 32700K .......... .......... .......... .......... .......... 44% 34.2M 6s\n",
            " 32750K .......... .......... .......... .......... .......... 44%  222K 6s\n",
            " 32800K .......... .......... .......... .......... .......... 44% 43.4M 6s\n",
            " 32850K .......... .......... .......... .......... .......... 44% 29.6M 6s\n",
            " 32900K .......... .......... .......... .......... .......... 44% 82.6M 6s\n",
            " 32950K .......... .......... .......... .......... .......... 44% 91.3M 6s\n",
            " 33000K .......... .......... .......... .......... .......... 44% 84.5M 6s\n",
            " 33050K .......... .......... .......... .......... .......... 44% 96.8M 6s\n",
            " 33100K .......... .......... .......... .......... .......... 44% 97.4M 6s\n",
            " 33150K .......... .......... .......... .......... .......... 44% 96.4M 6s\n",
            " 33200K .......... .......... .......... .......... .......... 45% 62.4M 6s\n",
            " 33250K .......... .......... .......... .......... .......... 45% 99.5M 6s\n",
            " 33300K .......... .......... .......... .......... .......... 45% 63.8M 6s\n",
            " 33350K .......... .......... .......... .......... .......... 45% 43.1M 6s\n",
            " 33400K .......... .......... .......... .......... .......... 45% 78.3M 6s\n",
            " 33450K .......... .......... .......... .......... .......... 45% 87.0M 6s\n",
            " 33500K .......... .......... .......... .......... .......... 45% 89.7M 6s\n",
            " 33550K .......... .......... .......... .......... .......... 45% 91.7M 6s\n",
            " 33600K .......... .......... .......... .......... .......... 45% 77.1M 6s\n",
            " 33650K .......... .......... .......... .......... .......... 45% 94.3M 6s\n",
            " 33700K .......... .......... .......... .......... .......... 45% 94.6M 6s\n",
            " 33750K .......... .......... .......... .......... .......... 45% 91.0M 6s\n",
            " 33800K .......... .......... .......... .......... .......... 45% 82.5M 6s\n",
            " 33850K .......... .......... .......... .......... .......... 45% 45.4M 6s\n",
            " 33900K .......... .......... .......... .......... .......... 45% 86.7M 6s\n",
            " 33950K .......... .......... .......... .......... .......... 46% 92.1M 6s\n",
            " 34000K .......... .......... .......... .......... .......... 46% 76.1M 6s\n",
            " 34050K .......... .......... .......... .......... .......... 46%  212K 6s\n",
            " 34100K .......... .......... .......... .......... .......... 46% 48.7M 6s\n",
            " 34150K .......... .......... .......... .......... .......... 46% 49.7M 6s\n",
            " 34200K .......... .......... .......... .......... .......... 46% 55.0M 6s\n",
            " 34250K .......... .......... .......... .......... .......... 46% 89.2M 6s\n",
            " 34300K .......... .......... .......... .......... .......... 46% 91.5M 6s\n",
            " 34350K .......... .......... .......... .......... .......... 46% 43.5M 6s\n",
            " 34400K .......... .......... .......... .......... .......... 46% 58.4M 6s\n",
            " 34450K .......... .......... .......... .......... .......... 46% 78.1M 6s\n",
            " 34500K .......... .......... .......... .......... .......... 46% 78.5M 6s\n",
            " 34550K .......... .......... .......... .......... .......... 46% 77.1M 6s\n",
            " 34600K .......... .......... .......... .......... .......... 46% 74.1M 6s\n",
            " 34650K .......... .......... .......... .......... .......... 47% 83.2M 6s\n",
            " 34700K .......... .......... .......... .......... .......... 47% 90.3M 6s\n",
            " 34750K .......... .......... .......... .......... .......... 47% 94.0M 6s\n",
            " 34800K .......... .......... .......... .......... .......... 47% 76.9M 6s\n",
            " 34850K .......... .......... .......... .......... .......... 47% 93.0M 6s\n",
            " 34900K .......... .......... .......... .......... .......... 47% 44.1M 6s\n",
            " 34950K .......... .......... .......... .......... .......... 47% 93.1M 6s\n",
            " 35000K .......... .......... .......... .......... .......... 47% 79.4M 6s\n",
            " 35050K .......... .......... .......... .......... .......... 47% 92.9M 6s\n",
            " 35100K .......... .......... .......... .......... .......... 47% 91.0M 6s\n",
            " 35150K .......... .......... .......... .......... .......... 47% 91.7M 6s\n",
            " 35200K .......... .......... .......... .......... .......... 47% 77.5M 6s\n",
            " 35250K .......... .......... .......... .......... .......... 47% 92.5M 6s\n",
            " 35300K .......... .......... .......... .......... .......... 47% 90.4M 6s\n",
            " 35350K .......... .......... .......... .......... .......... 47%  285K 6s\n",
            " 35400K .......... .......... .......... .......... .......... 48% 31.6M 6s\n",
            " 35450K .......... .......... .......... .......... .......... 48% 65.4M 6s\n",
            " 35500K .......... .......... .......... .......... .......... 48% 63.3M 6s\n",
            " 35550K .......... .......... .......... .......... .......... 48% 69.0M 6s\n",
            " 35600K .......... .......... .......... .......... .......... 48% 55.5M 6s\n",
            " 35650K .......... .......... .......... .......... .......... 48% 79.5M 6s\n",
            " 35700K .......... .......... .......... .......... .......... 48% 94.2M 6s\n",
            " 35750K .......... .......... .......... .......... .......... 48% 96.5M 6s\n",
            " 35800K .......... .......... .......... .......... .......... 48% 83.7M 6s\n",
            " 35850K .......... .......... .......... .......... .......... 48% 94.1M 6s\n",
            " 35900K .......... .......... .......... .......... .......... 48% 34.0M 6s\n",
            " 35950K .......... .......... .......... .......... .......... 48% 96.2M 6s\n",
            " 36000K .......... .......... .......... .......... .......... 48% 18.6M 6s\n",
            " 36050K .......... .......... .......... .......... .......... 48% 94.3M 6s\n",
            " 36100K .......... .......... .......... .......... .......... 48%  100M 5s\n",
            " 36150K .......... .......... .......... .......... .......... 49% 88.9M 5s\n",
            " 36200K .......... .......... .......... .......... .......... 49% 81.1M 5s\n",
            " 36250K .......... .......... .......... .......... .......... 49% 92.1M 5s\n",
            " 36300K .......... .......... .......... .......... .......... 49% 93.0M 5s\n",
            " 36350K .......... .......... .......... .......... .......... 49% 87.4M 5s\n",
            " 36400K .......... .......... .......... .......... .......... 49% 42.6M 5s\n",
            " 36450K .......... .......... .......... .......... .......... 49% 82.6M 5s\n",
            " 36500K .......... .......... .......... .......... .......... 49% 91.7M 5s\n",
            " 36550K .......... .......... .......... .......... .......... 49% 89.7M 5s\n",
            " 36600K .......... .......... .......... .......... .......... 49% 79.3M 5s\n",
            " 36650K .......... .......... .......... .......... .......... 49%  246K 6s\n",
            " 36700K .......... .......... .......... .......... .......... 49% 86.2M 6s\n",
            " 36750K .......... .......... .......... .......... .......... 49% 54.2M 6s\n",
            " 36800K .......... .......... .......... .......... .......... 49% 70.5M 5s\n",
            " 36850K .......... .......... .......... .......... .......... 49%  215K 6s\n",
            " 36900K .......... .......... .......... .......... .......... 50% 63.9M 6s\n",
            " 36950K .......... .......... .......... .......... .......... 50% 27.6M 6s\n",
            " 37000K .......... .......... .......... .......... .......... 50% 42.5M 6s\n",
            " 37050K .......... .......... .......... .......... .......... 50% 64.3M 6s\n",
            " 37100K .......... .......... .......... .......... .......... 50% 64.9M 6s\n",
            " 37150K .......... .......... .......... .......... .......... 50% 64.8M 6s\n",
            " 37200K .......... .......... .......... .......... .......... 50% 52.8M 6s\n",
            " 37250K .......... .......... .......... .......... .......... 50% 65.2M 6s\n",
            " 37300K .......... .......... .......... .......... .......... 50% 58.5M 6s\n",
            " 37350K .......... .......... .......... .......... .......... 50% 55.5M 6s\n",
            " 37400K .......... .......... .......... .......... .......... 50% 49.7M 6s\n",
            " 37450K .......... .......... .......... .......... .......... 50% 32.3M 6s\n",
            " 37500K .......... .......... .......... .......... .......... 50% 65.8M 6s\n",
            " 37550K .......... .......... .......... .......... .......... 50% 67.3M 6s\n",
            " 37600K .......... .......... .......... .......... .......... 51% 55.0M 5s\n",
            " 37650K .......... .......... .......... .......... .......... 51% 61.2M 5s\n",
            " 37700K .......... .......... .......... .......... .......... 51% 60.3M 5s\n",
            " 37750K .......... .......... .......... .......... .......... 51% 60.7M 5s\n",
            " 37800K .......... .......... .......... .......... .......... 51% 52.3M 5s\n",
            " 37850K .......... .......... .......... .......... .......... 51% 63.7M 5s\n",
            " 37900K .......... .......... .......... .......... .......... 51% 63.6M 5s\n",
            " 37950K .......... .......... .......... .......... .......... 51% 32.1M 5s\n",
            " 38000K .......... .......... .......... .......... .......... 51% 51.4M 5s\n",
            " 38050K .......... .......... .......... .......... .......... 51% 62.4M 5s\n",
            " 38100K .......... .......... .......... .......... .......... 51% 61.7M 5s\n",
            " 38150K .......... .......... .......... .......... .......... 51%  251K 6s\n",
            " 38200K .......... .......... .......... .......... .......... 51% 49.2M 6s\n",
            " 38250K .......... .......... .......... .......... .......... 51% 60.9M 6s\n",
            " 38300K .......... .......... .......... .......... .......... 51% 64.1M 5s\n",
            " 38350K .......... .......... .......... .......... .......... 52% 73.4M 5s\n",
            " 38400K .......... .......... .......... .......... .......... 52% 80.1M 5s\n",
            " 38450K .......... .......... .......... .......... .......... 52% 42.3M 5s\n",
            " 38500K .......... .......... .......... .......... .......... 52% 56.9M 5s\n",
            " 38550K .......... .......... .......... .......... .......... 52% 87.2M 5s\n",
            " 38600K .......... .......... .......... .......... .......... 52% 78.3M 5s\n",
            " 38650K .......... .......... .......... .......... .......... 52% 86.9M 5s\n",
            " 38700K .......... .......... .......... .......... .......... 52% 86.4M 5s\n",
            " 38750K .......... .......... .......... .......... .......... 52% 89.6M 5s\n",
            " 38800K .......... .......... .......... .......... .......... 52% 64.9M 5s\n",
            " 38850K .......... .......... .......... .......... .......... 52% 88.9M 5s\n",
            " 38900K .......... .......... .......... .......... .......... 52% 87.7M 5s\n",
            " 38950K .......... .......... .......... .......... .......... 52% 93.4M 5s\n",
            " 39000K .......... .......... .......... .......... .......... 52% 41.6M 5s\n",
            " 39050K .......... .......... .......... .......... .......... 52% 95.2M 5s\n",
            " 39100K .......... .......... .......... .......... .......... 53% 94.6M 5s\n",
            " 39150K .......... .......... .......... .......... .......... 53% 91.1M 5s\n",
            " 39200K .......... .......... .......... .......... .......... 53% 79.1M 5s\n",
            " 39250K .......... .......... .......... .......... .......... 53% 96.6M 5s\n",
            " 39300K .......... .......... .......... .......... .......... 53% 96.7M 5s\n",
            " 39350K .......... .......... .......... .......... .......... 53% 87.7M 5s\n",
            " 39400K .......... .......... .......... .......... .......... 53% 8.42M 5s\n",
            " 39450K .......... .......... .......... .......... .......... 53% 42.3M 5s\n",
            " 39500K .......... .......... .......... .......... .......... 53%  249K 5s\n",
            " 39550K .......... .......... .......... .......... .......... 53% 60.7M 5s\n",
            " 39600K .......... .......... .......... .......... .......... 53% 80.0M 5s\n",
            " 39650K .......... .......... .......... .......... .......... 53% 79.5M 5s\n",
            " 39700K .......... .......... .......... .......... .......... 53% 83.3M 5s\n",
            " 39750K .......... .......... .......... .......... .......... 53%  101M 5s\n",
            " 39800K .......... .......... .......... .......... .......... 53% 69.9M 5s\n",
            " 39850K .......... .......... .......... .......... .......... 54%  225K 5s\n",
            " 39900K .......... .......... .......... .......... .......... 54% 37.8M 5s\n",
            " 39950K .......... .......... .......... .......... .......... 54% 43.4M 5s\n",
            " 40000K .......... .......... .......... .......... .......... 54% 27.0M 5s\n",
            " 40050K .......... .......... .......... .......... .......... 54% 66.5M 5s\n",
            " 40100K .......... .......... .......... .......... .......... 54% 85.3M 5s\n",
            " 40150K .......... .......... .......... .......... .......... 54% 86.1M 5s\n",
            " 40200K .......... .......... .......... .......... .......... 54% 75.3M 5s\n",
            " 40250K .......... .......... .......... .......... .......... 54% 67.6M 5s\n",
            " 40300K .......... .......... .......... .......... .......... 54% 78.9M 5s\n",
            " 40350K .......... .......... .......... .......... .......... 54% 73.3M 5s\n",
            " 40400K .......... .......... .......... .......... .......... 54% 73.8M 5s\n",
            " 40450K .......... .......... .......... .......... .......... 54% 71.0M 5s\n",
            " 40500K .......... .......... .......... .......... .......... 54% 40.6M 5s\n",
            " 40550K .......... .......... .......... .......... .......... 55% 67.5M 5s\n",
            " 40600K .......... .......... .......... .......... .......... 55% 76.2M 5s\n",
            " 40650K .......... .......... .......... .......... .......... 55% 88.4M 5s\n",
            " 40700K .......... .......... .......... .......... .......... 55% 86.8M 5s\n",
            " 40750K .......... .......... .......... .......... .......... 55% 88.3M 5s\n",
            " 40800K .......... .......... .......... .......... .......... 55%  238K 5s\n",
            " 40850K .......... .......... .......... .......... .......... 55% 91.3M 5s\n",
            " 40900K .......... .......... .......... .......... .......... 55% 85.9M 5s\n",
            " 40950K .......... .......... .......... .......... .......... 55%  195K 5s\n",
            " 41000K .......... .......... .......... .......... .......... 55% 49.8M 5s\n",
            " 41050K .......... .......... .......... .......... .......... 55% 34.0M 5s\n",
            " 41100K .......... .......... .......... .......... .......... 55% 87.9M 5s\n",
            " 41150K .......... .......... .......... .......... .......... 55% 86.9M 5s\n",
            " 41200K .......... .......... .......... .......... .......... 55% 66.1M 5s\n",
            " 41250K .......... .......... .......... .......... .......... 55% 89.9M 5s\n",
            " 41300K .......... .......... .......... .......... .......... 56% 85.8M 5s\n",
            " 41350K .......... .......... .......... .......... .......... 56% 90.5M 5s\n",
            " 41400K .......... .......... .......... .......... .......... 56% 76.0M 5s\n",
            " 41450K .......... .......... .......... .......... .......... 56% 85.9M 5s\n",
            " 41500K .......... .......... .......... .......... .......... 56% 89.3M 5s\n",
            " 41550K .......... .......... .......... .......... .......... 56% 45.3M 5s\n",
            " 41600K .......... .......... .......... .......... .......... 56% 60.8M 5s\n",
            " 41650K .......... .......... .......... .......... .......... 56% 84.2M 5s\n",
            " 41700K .......... .......... .......... .......... .......... 56% 83.8M 5s\n",
            " 41750K .......... .......... .......... .......... .......... 56% 84.2M 5s\n",
            " 41800K .......... .......... .......... .......... .......... 56% 79.4M 5s\n",
            " 41850K .......... .......... .......... .......... .......... 56%  238K 5s\n",
            " 41900K .......... .......... .......... .......... .......... 56% 53.7M 5s\n",
            " 41950K .......... .......... .......... .......... .......... 56% 61.2M 5s\n",
            " 42000K .......... .......... .......... .......... .......... 56% 55.5M 5s\n",
            " 42050K .......... .......... .......... .......... .......... 57% 43.9M 5s\n",
            " 42100K .......... .......... .......... .......... .......... 57% 96.4M 5s\n",
            " 42150K .......... .......... .......... .......... .......... 57% 64.8M 5s\n",
            " 42200K .......... .......... .......... .......... .......... 57% 56.8M 5s\n",
            " 42250K .......... .......... .......... .......... .......... 57% 63.1M 5s\n",
            " 42300K .......... .......... .......... .......... .......... 57% 62.4M 5s\n",
            " 42350K .......... .......... .......... .......... .......... 57% 63.7M 5s\n",
            " 42400K .......... .......... .......... .......... .......... 57% 54.1M 5s\n",
            " 42450K .......... .......... .......... .......... .......... 57% 55.8M 5s\n",
            " 42500K .......... .......... .......... .......... .......... 57% 65.5M 5s\n",
            " 42550K .......... .......... .......... .......... .......... 57% 36.3M 5s\n",
            " 42600K .......... .......... .......... .......... .......... 57% 39.2M 5s\n",
            " 42650K .......... .......... .......... .......... .......... 57% 72.0M 5s\n",
            " 42700K .......... .......... .......... .......... .......... 57% 48.9M 5s\n",
            " 42750K .......... .......... .......... .......... .......... 57% 47.3M 5s\n",
            " 42800K .......... .......... .......... .......... .......... 58%  239K 5s\n",
            " 42850K .......... .......... .......... .......... .......... 58% 13.2M 5s\n",
            " 42900K .......... .......... .......... .......... .......... 58% 51.8M 5s\n",
            " 42950K .......... .......... .......... .......... .......... 58% 85.7M 5s\n",
            " 43000K .......... .......... .......... .......... .......... 58% 51.7M 5s\n",
            " 43050K .......... .......... .......... .......... .......... 58% 64.7M 5s\n",
            " 43100K .......... .......... .......... .......... .......... 58% 31.0M 5s\n",
            " 43150K .......... .......... .......... .......... .......... 58% 54.2M 5s\n",
            " 43200K .......... .......... .......... .......... .......... 58% 59.6M 5s\n",
            " 43250K .......... .......... .......... .......... .......... 58% 56.3M 5s\n",
            " 43300K .......... .......... .......... .......... .......... 58% 76.8M 5s\n",
            " 43350K .......... .......... .......... .......... .......... 58% 75.8M 5s\n",
            " 43400K .......... .......... .......... .......... .......... 58% 55.0M 5s\n",
            " 43450K .......... .......... .......... .......... .......... 58% 64.5M 5s\n",
            " 43500K .......... .......... .......... .......... .......... 58% 67.1M 5s\n",
            " 43550K .......... .......... .......... .......... .......... 59% 68.6M 5s\n",
            " 43600K .......... .......... .......... .......... .......... 59% 29.0M 5s\n",
            " 43650K .......... .......... .......... .......... .......... 59% 70.1M 5s\n",
            " 43700K .......... .......... .......... .......... .......... 59%  246K 5s\n",
            " 43750K .......... .......... .......... .......... .......... 59% 52.0M 5s\n",
            " 43800K .......... .......... .......... .......... .......... 59% 68.2M 5s\n",
            " 43850K .......... .......... .......... .......... .......... 59% 54.1M 5s\n",
            " 43900K .......... .......... .......... .......... .......... 59% 47.9M 5s\n",
            " 43950K .......... .......... .......... .......... .......... 59% 58.0M 5s\n",
            " 44000K .......... .......... .......... .......... .......... 59% 57.7M 5s\n",
            " 44050K .......... .......... .......... .......... .......... 59% 63.5M 5s\n",
            " 44100K .......... .......... .......... .......... .......... 59% 37.5M 5s\n",
            " 44150K .......... .......... .......... .......... .......... 59% 58.7M 5s\n",
            " 44200K .......... .......... .......... .......... .......... 59% 57.6M 5s\n",
            " 44250K .......... .......... .......... .......... .......... 60% 66.8M 5s\n",
            " 44300K .......... .......... .......... .......... .......... 60% 78.5M 5s\n",
            " 44350K .......... .......... .......... .......... .......... 60% 62.1M 5s\n",
            " 44400K .......... .......... .......... .......... .......... 60% 69.5M 5s\n",
            " 44450K .......... .......... .......... .......... .......... 60% 90.8M 5s\n",
            " 44500K .......... .......... .......... .......... .......... 60% 94.0M 5s\n",
            " 44550K .......... .......... .......... .......... .......... 60% 94.2M 5s\n",
            " 44600K .......... .......... .......... .......... .......... 60% 42.3M 5s\n",
            " 44650K .......... .......... .......... .......... .......... 60%  240K 5s\n",
            " 44700K .......... .......... .......... .......... .......... 60% 50.9M 5s\n",
            " 44750K .......... .......... .......... .......... .......... 60% 48.5M 5s\n",
            " 44800K .......... .......... .......... .......... .......... 60% 57.0M 5s\n",
            " 44850K .......... .......... .......... .......... .......... 60% 67.4M 5s\n",
            " 44900K .......... .......... .......... .......... .......... 60% 61.7M 5s\n",
            " 44950K .......... .......... .......... .......... .......... 60% 66.5M 5s\n",
            " 45000K .......... .......... .......... .......... .......... 61% 71.1M 5s\n",
            " 45050K .......... .......... .......... .......... .......... 61%  217K 5s\n",
            " 45100K .......... .......... .......... .......... .......... 61% 42.5M 5s\n",
            " 45150K .......... .......... .......... .......... .......... 61% 33.0M 5s\n",
            " 45200K .......... .......... .......... .......... .......... 61% 66.0M 5s\n",
            " 45250K .......... .......... .......... .......... .......... 61% 72.4M 5s\n",
            " 45300K .......... .......... .......... .......... .......... 61% 69.0M 5s\n",
            " 45350K .......... .......... .......... .......... .......... 61% 90.1M 5s\n",
            " 45400K .......... .......... .......... .......... .......... 61% 55.7M 5s\n",
            " 45450K .......... .......... .......... .......... .......... 61% 66.4M 5s\n",
            " 45500K .......... .......... .......... .......... .......... 61% 86.2M 5s\n",
            " 45550K .......... .......... .......... .......... .......... 61% 55.4M 5s\n",
            " 45600K .......... .......... .......... .......... .......... 61% 63.8M 5s\n",
            " 45650K .......... .......... .......... .......... .......... 61% 43.2M 5s\n",
            " 45700K .......... .......... .......... .......... .......... 61% 88.2M 5s\n",
            " 45750K .......... .......... .......... .......... .......... 62% 90.1M 5s\n",
            " 45800K .......... .......... .......... .......... .......... 62% 73.4M 5s\n",
            " 45850K .......... .......... .......... .......... .......... 62% 90.6M 5s\n",
            " 45900K .......... .......... .......... .......... .......... 62% 87.9M 5s\n",
            " 45950K .......... .......... .......... .......... .......... 62%  240K 5s\n",
            " 46000K .......... .......... .......... .......... .......... 62% 44.5M 5s\n",
            " 46050K .......... .......... .......... .......... .......... 62% 63.7M 5s\n",
            " 46100K .......... .......... .......... .......... .......... 62% 52.9M 5s\n",
            " 46150K .......... .......... .......... .......... .......... 62% 45.2M 5s\n",
            " 46200K .......... .......... .......... .......... .......... 62% 51.9M 5s\n",
            " 46250K .......... .......... .......... .......... .......... 62% 85.3M 5s\n",
            " 46300K .......... .......... .......... .......... .......... 62% 87.8M 5s\n",
            " 46350K .......... .......... .......... .......... .......... 62% 86.5M 5s\n",
            " 46400K .......... .......... .......... .......... .......... 62% 76.1M 5s\n",
            " 46450K .......... .......... .......... .......... .......... 62% 83.5M 5s\n",
            " 46500K .......... .......... .......... .......... .......... 63% 87.8M 5s\n",
            " 46550K .......... .......... .......... .......... .......... 63% 82.3M 5s\n",
            " 46600K .......... .......... .......... .......... .......... 63% 85.1M 5s\n",
            " 46650K .......... .......... .......... .......... .......... 63% 95.0M 5s\n",
            " 46700K .......... .......... .......... .......... .......... 63% 41.8M 5s\n",
            " 46750K .......... .......... .......... .......... .......... 63% 85.0M 5s\n",
            " 46800K .......... .......... .......... .......... .......... 63% 76.2M 5s\n",
            " 46850K .......... .......... .......... .......... .......... 63% 90.6M 5s\n",
            " 46900K .......... .......... .......... .......... .......... 63%  238K 5s\n",
            " 46950K .......... .......... .......... .......... .......... 63% 56.0M 5s\n",
            " 47000K .......... .......... .......... .......... .......... 63% 47.4M 5s\n",
            " 47050K .......... .......... .......... .......... .......... 63% 66.6M 5s\n",
            " 47100K .......... .......... .......... .......... .......... 63% 89.5M 5s\n",
            " 47150K .......... .......... .......... .......... .......... 63% 68.0M 5s\n",
            " 47200K .......... .......... .......... .......... .......... 64% 30.3M 5s\n",
            " 47250K .......... .......... .......... .......... .......... 64% 94.0M 5s\n",
            " 47300K .......... .......... .......... .......... .......... 64% 93.8M 5s\n",
            " 47350K .......... .......... .......... .......... .......... 64% 98.5M 5s\n",
            " 47400K .......... .......... .......... .......... .......... 64% 80.5M 5s\n",
            " 47450K .......... .......... .......... .......... .......... 64% 94.8M 5s\n",
            " 47500K .......... .......... .......... .......... .......... 64% 74.8M 5s\n",
            " 47550K .......... .......... .......... .......... .......... 64% 77.2M 5s\n",
            " 47600K .......... .......... .......... .......... .......... 64% 59.2M 5s\n",
            " 47650K .......... .......... .......... .......... .......... 64% 56.6M 5s\n",
            " 47700K .......... .......... .......... .......... .......... 64% 41.7M 5s\n",
            " 47750K .......... .......... .......... .......... .......... 64% 69.4M 5s\n",
            " 47800K .......... .......... .......... .......... .......... 64% 55.5M 5s\n",
            " 47850K .......... .......... .......... .......... .......... 64%  240K 5s\n",
            " 47900K .......... .......... .......... .......... .......... 64% 59.4M 5s\n",
            " 47950K .......... .......... .......... .......... .......... 65% 62.4M 5s\n",
            " 48000K .......... .......... .......... .......... .......... 65% 77.5M 5s\n",
            " 48050K .......... .......... .......... .......... .......... 65% 84.0M 5s\n",
            " 48100K .......... .......... .......... .......... .......... 65% 93.8M 5s\n",
            " 48150K .......... .......... .......... .......... .......... 65% 92.4M 5s\n",
            " 48200K .......... .......... .......... .......... .......... 65% 39.7M 5s\n",
            " 48250K .......... .......... .......... .......... .......... 65% 67.7M 5s\n",
            " 48300K .......... .......... .......... .......... .......... 65% 91.7M 5s\n",
            " 48350K .......... .......... .......... .......... .......... 65% 87.3M 5s\n",
            " 48400K .......... .......... .......... .......... .......... 65% 80.0M 5s\n",
            " 48450K .......... .......... .......... .......... .......... 65% 93.1M 5s\n",
            " 48500K .......... .......... .......... .......... .......... 65% 93.6M 5s\n",
            " 48550K .......... .......... .......... .......... .......... 65% 93.1M 4s\n",
            " 48600K .......... .......... .......... .......... .......... 65% 70.3M 4s\n",
            " 48650K .......... .......... .......... .......... .......... 65% 69.8M 4s\n",
            " 48700K .......... .......... .......... .......... .......... 66% 71.3M 4s\n",
            " 48750K .......... .......... .......... .......... .......... 66% 39.0M 4s\n",
            " 48800K .......... .......... .......... .......... .......... 66%  238K 5s\n",
            " 48850K .......... .......... .......... .......... .......... 66% 65.3M 5s\n",
            " 48900K .......... .......... .......... .......... .......... 66% 76.3M 5s\n",
            " 48950K .......... .......... .......... .......... .......... 66% 72.8M 4s\n",
            " 49000K .......... .......... .......... .......... .......... 66% 60.9M 4s\n",
            " 49050K .......... .......... .......... .......... .......... 66% 90.8M 4s\n",
            " 49100K .......... .......... .......... .......... .......... 66% 90.7M 4s\n",
            " 49150K .......... .......... .......... .......... .......... 66%  214K 5s\n",
            " 49200K .......... .......... .......... .......... .......... 66% 46.2M 5s\n",
            " 49250K .......... .......... .......... .......... .......... 66% 22.8M 5s\n",
            " 49300K .......... .......... .......... .......... .......... 66% 66.8M 5s\n",
            " 49350K .......... .......... .......... .......... .......... 66% 69.8M 5s\n",
            " 49400K .......... .......... .......... .......... .......... 66% 58.5M 4s\n",
            " 49450K .......... .......... .......... .......... .......... 67% 70.5M 4s\n",
            " 49500K .......... .......... .......... .......... .......... 67% 67.2M 4s\n",
            " 49550K .......... .......... .......... .......... .......... 67% 62.7M 4s\n",
            " 49600K .......... .......... .......... .......... .......... 67% 60.3M 4s\n",
            " 49650K .......... .......... .......... .......... .......... 67% 69.2M 4s\n",
            " 49700K .......... .......... .......... .......... .......... 67% 68.6M 4s\n",
            " 49750K .......... .......... .......... .......... .......... 67% 33.7M 4s\n",
            " 49800K .......... .......... .......... .......... .......... 67% 56.0M 4s\n",
            " 49850K .......... .......... .......... .......... .......... 67% 70.1M 4s\n",
            " 49900K .......... .......... .......... .......... .......... 67% 70.6M 4s\n",
            " 49950K .......... .......... .......... .......... .......... 67% 70.0M 4s\n",
            " 50000K .......... .......... .......... .......... .......... 67% 61.5M 4s\n",
            " 50050K .......... .......... .......... .......... .......... 67% 69.5M 4s\n",
            " 50100K .......... .......... .......... .......... .......... 67%  242K 4s\n",
            " 50150K .......... .......... .......... .......... .......... 68% 69.3M 4s\n",
            " 50200K .......... .......... .......... .......... .......... 68% 58.5M 4s\n",
            " 50250K .......... .......... .......... .......... .......... 68% 80.8M 4s\n",
            " 50300K .......... .......... .......... .......... .......... 68% 39.9M 4s\n",
            " 50350K .......... .......... .......... .......... .......... 68% 82.8M 4s\n",
            " 50400K .......... .......... .......... .......... .......... 68% 69.7M 4s\n",
            " 50450K .......... .......... .......... .......... .......... 68% 84.5M 4s\n",
            " 50500K .......... .......... .......... .......... .......... 68% 81.2M 4s\n",
            " 50550K .......... .......... .......... .......... .......... 68% 98.1M 4s\n",
            " 50600K .......... .......... .......... .......... .......... 68% 82.6M 4s\n",
            " 50650K .......... .......... .......... .......... .......... 68% 95.3M 4s\n",
            " 50700K .......... .......... .......... .......... .......... 68% 94.9M 4s\n",
            " 50750K .......... .......... .......... .......... .......... 68% 99.0M 4s\n",
            " 50800K .......... .......... .......... .......... .......... 68% 42.4M 4s\n",
            " 50850K .......... .......... .......... .......... .......... 68% 93.2M 4s\n",
            " 50900K .......... .......... .......... .......... .......... 69% 94.8M 4s\n",
            " 50950K .......... .......... .......... .......... .......... 69% 96.7M 4s\n",
            " 51000K .......... .......... .......... .......... .......... 69% 70.0M 4s\n",
            " 51050K .......... .......... .......... .......... .......... 69%  238K 4s\n",
            " 51100K .......... .......... .......... .......... .......... 69% 59.2M 4s\n",
            " 51150K .......... .......... .......... .......... .......... 69% 88.0M 4s\n",
            " 51200K .......... .......... .......... .......... .......... 69% 56.7M 4s\n",
            " 51250K .......... .......... .......... .......... .......... 69% 63.4M 4s\n",
            " 51300K .......... .......... .......... .......... .......... 69% 39.9M 4s\n",
            " 51350K .......... .......... .......... .......... .......... 69% 83.1M 4s\n",
            " 51400K .......... .......... .......... .......... .......... 69% 77.5M 4s\n",
            " 51450K .......... .......... .......... .......... .......... 69% 86.7M 4s\n",
            " 51500K .......... .......... .......... .......... .......... 69% 89.4M 4s\n",
            " 51550K .......... .......... .......... .......... .......... 69% 90.2M 4s\n",
            " 51600K .......... .......... .......... .......... .......... 69% 72.6M 4s\n",
            " 51650K .......... .......... .......... .......... .......... 70% 86.1M 4s\n",
            " 51700K .......... .......... .......... .......... .......... 70% 83.1M 4s\n",
            " 51750K .......... .......... .......... .......... .......... 70% 88.5M 4s\n",
            " 51800K .......... .......... .......... .......... .......... 70% 45.1M 4s\n",
            " 51850K .......... .......... .......... .......... .......... 70% 91.3M 4s\n",
            " 51900K .......... .......... .......... .......... .......... 70% 88.7M 4s\n",
            " 51950K .......... .......... .......... .......... .......... 70% 97.4M 4s\n",
            " 52000K .......... .......... .......... .......... .......... 70% 79.8M 4s\n",
            " 52050K .......... .......... .......... .......... .......... 70%  238K 4s\n",
            " 52100K .......... .......... .......... .......... .......... 70% 38.9M 4s\n",
            " 52150K .......... .......... .......... .......... .......... 70% 68.2M 4s\n",
            " 52200K .......... .......... .......... .......... .......... 70% 70.7M 4s\n",
            " 52250K .......... .......... .......... .......... .......... 70% 74.3M 4s\n",
            " 52300K .......... .......... .......... .......... .......... 70%  228K 4s\n",
            " 52350K .......... .......... .......... .......... .......... 70% 34.4M 4s\n",
            " 52400K .......... .......... .......... .......... .......... 71% 61.6M 4s\n",
            " 52450K .......... .......... .......... .......... .......... 71% 93.9M 4s\n",
            " 52500K .......... .......... .......... .......... .......... 71% 95.3M 4s\n",
            " 52550K .......... .......... .......... .......... .......... 71% 93.1M 4s\n",
            " 52600K .......... .......... .......... .......... .......... 71% 84.5M 4s\n",
            " 52650K .......... .......... .......... .......... .......... 71% 86.8M 4s\n",
            " 52700K .......... .......... .......... .......... .......... 71% 90.1M 4s\n",
            " 52750K .......... .......... .......... .......... .......... 71% 87.4M 4s\n",
            " 52800K .......... .......... .......... .......... .......... 71% 78.3M 4s\n",
            " 52850K .......... .......... .......... .......... .......... 71% 46.1M 4s\n",
            " 52900K .......... .......... .......... .......... .......... 71% 92.4M 4s\n",
            " 52950K .......... .......... .......... .......... .......... 71%  235K 4s\n",
            " 53000K .......... .......... .......... .......... .......... 71% 37.6M 4s\n",
            " 53050K .......... .......... .......... .......... .......... 71% 60.4M 4s\n",
            " 53100K .......... .......... .......... .......... .......... 72% 85.5M 4s\n",
            " 53150K .......... .......... .......... .......... .......... 72% 92.4M 4s\n",
            " 53200K .......... .......... .......... .......... .......... 72%  214K 4s\n",
            " 53250K .......... .......... .......... .......... .......... 72% 43.8M 4s\n",
            " 53300K .......... .......... .......... .......... .......... 72% 63.0M 4s\n",
            " 53350K .......... .......... .......... .......... .......... 72% 41.4M 4s\n",
            " 53400K .......... .......... .......... .......... .......... 72% 82.7M 4s\n",
            " 53450K .......... .......... .......... .......... .......... 72% 98.3M 4s\n",
            " 53500K .......... .......... .......... .......... .......... 72%  107M 4s\n",
            " 53550K .......... .......... .......... .......... .......... 72%  101M 4s\n",
            " 53600K .......... .......... .......... .......... .......... 72% 76.0M 4s\n",
            " 53650K .......... .......... .......... .......... .......... 72% 90.0M 4s\n",
            " 53700K .......... .......... .......... .......... .......... 72% 80.7M 4s\n",
            " 53750K .......... .......... .......... .......... .......... 72% 81.6M 4s\n",
            " 53800K .......... .......... .......... .......... .......... 72% 82.3M 4s\n",
            " 53850K .......... .......... .......... .......... .......... 73% 42.8M 4s\n",
            " 53900K .......... .......... .......... .......... .......... 73%  234K 4s\n",
            " 53950K .......... .......... .......... .......... .......... 73% 42.9M 4s\n",
            " 54000K .......... .......... .......... .......... .......... 73% 74.7M 4s\n",
            " 54050K .......... .......... .......... .......... .......... 73% 94.1M 4s\n",
            " 54100K .......... .......... .......... .......... .......... 73% 97.1M 4s\n",
            " 54150K .......... .......... .......... .......... .......... 73% 95.6M 4s\n",
            " 54200K .......... .......... .......... .......... .......... 73% 85.4M 4s\n",
            " 54250K .......... .......... .......... .......... .......... 73% 91.0M 4s\n",
            " 54300K .......... .......... .......... .......... .......... 73% 88.2M 4s\n",
            " 54350K .......... .......... .......... .......... .......... 73% 94.4M 4s\n",
            " 54400K .......... .......... .......... .......... .......... 73% 35.9M 4s\n",
            " 54450K .......... .......... .......... .......... .......... 73% 68.5M 4s\n",
            " 54500K .......... .......... .......... .......... .......... 73% 92.2M 4s\n",
            " 54550K .......... .......... .......... .......... .......... 73% 93.2M 4s\n",
            " 54600K .......... .......... .......... .......... .......... 74%  233K 4s\n",
            " 54650K .......... .......... .......... .......... .......... 74% 48.6M 4s\n",
            " 54700K .......... .......... .......... .......... .......... 74% 89.9M 4s\n",
            " 54750K .......... .......... .......... .......... .......... 74% 88.5M 4s\n",
            " 54800K .......... .......... .......... .......... .......... 74% 70.6M 4s\n",
            " 54850K .......... .......... .......... .......... .......... 74% 88.6M 4s\n",
            " 54900K .......... .......... .......... .......... .......... 74% 42.3M 4s\n",
            " 54950K .......... .......... .......... .......... .......... 74% 86.3M 4s\n",
            " 55000K .......... .......... .......... .......... .......... 74% 77.7M 4s\n",
            " 55050K .......... .......... .......... .......... .......... 74% 90.4M 4s\n",
            " 55100K .......... .......... .......... .......... .......... 74% 88.6M 4s\n",
            " 55150K .......... .......... .......... .......... .......... 74% 57.5M 4s\n",
            " 55200K .......... .......... .......... .......... .......... 74% 69.5M 4s\n",
            " 55250K .......... .......... .......... .......... .......... 74%  235K 4s\n",
            " 55300K .......... .......... .......... .......... .......... 74% 42.4M 4s\n",
            " 55350K .......... .......... .......... .......... .......... 75% 43.3M 4s\n",
            " 55400K .......... .......... .......... .......... .......... 75% 27.8M 4s\n",
            " 55450K .......... .......... .......... .......... .......... 75% 61.4M 4s\n",
            " 55500K .......... .......... .......... .......... .......... 75% 63.9M 4s\n",
            " 55550K .......... .......... .......... .......... .......... 75% 61.6M 4s\n",
            " 55600K .......... .......... .......... .......... .......... 75% 54.6M 4s\n",
            " 55650K .......... .......... .......... .......... .......... 75% 61.5M 4s\n",
            " 55700K .......... .......... .......... .......... .......... 75% 64.6M 4s\n",
            " 55750K .......... .......... .......... .......... .......... 75% 68.6M 4s\n",
            " 55800K .......... .......... .......... .......... .......... 75% 45.1M 4s\n",
            " 55850K .......... .......... .......... .......... .......... 75% 57.5M 4s\n",
            " 55900K .......... .......... .......... .......... .......... 75% 29.6M 4s\n",
            " 55950K .......... .......... .......... .......... .......... 75%  238K 4s\n",
            " 56000K .......... .......... .......... .......... .......... 75% 34.4M 4s\n",
            " 56050K .......... .......... .......... .......... .......... 76% 13.3M 4s\n",
            " 56100K .......... .......... .......... .......... .......... 76% 77.9M 4s\n",
            " 56150K .......... .......... .......... .......... .......... 76% 81.0M 4s\n",
            " 56200K .......... .......... .......... .......... .......... 76% 81.0M 4s\n",
            " 56250K .......... .......... .......... .......... .......... 76% 99.8M 4s\n",
            " 56300K .......... .......... .......... .......... .......... 76% 92.9M 4s\n",
            " 56350K .......... .......... .......... .......... .......... 76% 88.1M 4s\n",
            " 56400K .......... .......... .......... .......... .......... 76% 70.5M 3s\n",
            " 56450K .......... .......... .......... .......... .......... 76% 41.0M 3s\n",
            " 56500K .......... .......... .......... .......... .......... 76% 67.9M 3s\n",
            " 56550K .......... .......... .......... .......... .......... 76% 89.3M 3s\n",
            " 56600K .......... .......... .......... .......... .......... 76% 80.1M 3s\n",
            " 56650K .......... .......... .......... .......... .......... 76%  238K 3s\n",
            " 56700K .......... .......... .......... .......... .......... 76% 56.9M 3s\n",
            " 56750K .......... .......... .......... .......... .......... 76% 89.9M 3s\n",
            " 56800K .......... .......... .......... .......... .......... 77% 62.4M 3s\n",
            " 56850K .......... .......... .......... .......... .......... 77% 70.0M 3s\n",
            " 56900K .......... .......... .......... .......... .......... 77% 68.4M 3s\n",
            " 56950K .......... .......... .......... .......... .......... 77% 36.6M 3s\n",
            " 57000K .......... .......... .......... .......... .......... 77% 55.1M 3s\n",
            " 57050K .......... .......... .......... .......... .......... 77% 69.0M 3s\n",
            " 57100K .......... .......... .......... .......... .......... 77% 68.6M 3s\n",
            " 57150K .......... .......... .......... .......... .......... 77% 70.6M 3s\n",
            " 57200K .......... .......... .......... .......... .......... 77% 60.9M 3s\n",
            " 57250K .......... .......... .......... .......... .......... 77% 68.7M 3s\n",
            " 57300K .......... .......... .......... .......... .......... 77%  218K 3s\n",
            " 57350K .......... .......... .......... .......... .......... 77% 38.5M 3s\n",
            " 57400K .......... .......... .......... .......... .......... 77% 54.0M 3s\n",
            " 57450K .......... .......... .......... .......... .......... 77% 31.7M 3s\n",
            " 57500K .......... .......... .......... .......... .......... 77% 90.9M 3s\n",
            " 57550K .......... .......... .......... .......... .......... 78% 94.4M 3s\n",
            " 57600K .......... .......... .......... .......... .......... 78% 78.9M 3s\n",
            " 57650K .......... .......... .......... .......... .......... 78% 95.0M 3s\n",
            " 57700K .......... .......... .......... .......... .......... 78% 97.7M 3s\n",
            " 57750K .......... .......... .......... .......... .......... 78% 96.0M 3s\n",
            " 57800K .......... .......... .......... .......... .......... 78% 82.3M 3s\n",
            " 57850K .......... .......... .......... .......... .......... 78% 96.2M 3s\n",
            " 57900K .......... .......... .......... .......... .......... 78% 95.1M 3s\n",
            " 57950K .......... .......... .......... .......... .......... 78% 95.4M 3s\n",
            " 58000K .......... .......... .......... .......... .......... 78%  236K 3s\n",
            " 58050K .......... .......... .......... .......... .......... 78% 54.3M 3s\n",
            " 58100K .......... .......... .......... .......... .......... 78% 52.1M 3s\n",
            " 58150K .......... .......... .......... .......... .......... 78% 79.8M 3s\n",
            " 58200K .......... .......... .......... .......... .......... 78% 58.2M 3s\n",
            " 58250K .......... .......... .......... .......... .......... 78% 89.2M 3s\n",
            " 58300K .......... .......... .......... .......... .......... 79% 94.2M 3s\n",
            " 58350K .......... .......... .......... .......... .......... 79% 84.3M 3s\n",
            " 58400K .......... .......... .......... .......... .......... 79% 57.8M 3s\n",
            " 58450K .......... .......... .......... .......... .......... 79% 91.6M 3s\n",
            " 58500K .......... .......... .......... .......... .......... 79% 41.5M 3s\n",
            " 58550K .......... .......... .......... .......... .......... 79% 86.8M 3s\n",
            " 58600K .......... .......... .......... .......... .......... 79% 70.0M 3s\n",
            " 58650K .......... .......... .......... .......... .......... 79% 82.4M 3s\n",
            " 58700K .......... .......... .......... .......... .......... 79%  235K 3s\n",
            " 58750K .......... .......... .......... .......... .......... 79%  225K 3s\n",
            " 58800K .......... .......... .......... .......... .......... 79% 40.4M 3s\n",
            " 58850K .......... .......... .......... .......... .......... 79% 82.7M 3s\n",
            " 58900K .......... .......... .......... .......... .......... 79% 69.2M 3s\n",
            " 58950K .......... .......... .......... .......... .......... 79% 64.2M 3s\n",
            " 59000K .......... .......... .......... .......... .......... 79% 30.4M 3s\n",
            " 59050K .......... .......... .......... .......... .......... 80% 58.2M 3s\n",
            " 59100K .......... .......... .......... .......... .......... 80% 56.8M 3s\n",
            " 59150K .......... .......... .......... .......... .......... 80% 51.8M 3s\n",
            " 59200K .......... .......... .......... .......... .......... 80% 43.3M 3s\n",
            " 59250K .......... .......... .......... .......... .......... 80%  233K 3s\n",
            " 59300K .......... .......... .......... .......... .......... 80% 81.8M 3s\n",
            " 59350K .......... .......... .......... .......... .......... 80% 88.7M 3s\n",
            " 59400K .......... .......... .......... .......... .......... 80% 74.8M 3s\n",
            " 59450K .......... .......... .......... .......... .......... 80% 82.8M 3s\n",
            " 59500K .......... .......... .......... .......... .......... 80% 38.5M 3s\n",
            " 59550K .......... .......... .......... .......... .......... 80% 65.5M 3s\n",
            " 59600K .......... .......... .......... .......... .......... 80% 67.9M 3s\n",
            " 59650K .......... .......... .......... .......... .......... 80% 67.2M 3s\n",
            " 59700K .......... .......... .......... .......... .......... 80% 80.8M 3s\n",
            " 59750K .......... .......... .......... .......... .......... 81%  232K 3s\n",
            " 59800K .......... .......... .......... .......... .......... 81% 53.4M 3s\n",
            " 59850K .......... .......... .......... .......... .......... 81% 91.9M 3s\n",
            " 59900K .......... .......... .......... .......... .......... 81% 83.2M 3s\n",
            " 59950K .......... .......... .......... .......... .......... 81% 90.3M 3s\n",
            " 60000K .......... .......... .......... .......... .......... 81% 13.0M 3s\n",
            " 60050K .......... .......... .......... .......... .......... 81% 42.7M 3s\n",
            " 60100K .......... .......... .......... .......... .......... 81% 89.2M 3s\n",
            " 60150K .......... .......... .......... .......... .......... 81% 89.3M 3s\n",
            " 60200K .......... .......... .......... .......... .......... 81%  234K 3s\n",
            " 60250K .......... .......... .......... .......... .......... 81% 42.0M 3s\n",
            " 60300K .......... .......... .......... .......... .......... 81% 69.5M 3s\n",
            " 60350K .......... .......... .......... .......... .......... 81% 89.5M 3s\n",
            " 60400K .......... .......... .......... .......... .......... 81% 75.1M 3s\n",
            " 60450K .......... .......... .......... .......... .......... 81% 98.1M 3s\n",
            " 60500K .......... .......... .......... .......... .......... 82% 89.8M 3s\n",
            " 60550K .......... .......... .......... .......... .......... 82% 42.2M 3s\n",
            " 60600K .......... .......... .......... .......... .......... 82% 79.5M 3s\n",
            " 60650K .......... .......... .......... .......... .......... 82% 95.7M 3s\n",
            " 60700K .......... .......... .......... .......... .......... 82%  231K 3s\n",
            " 60750K .......... .......... .......... .......... .......... 82% 46.4M 3s\n",
            " 60800K .......... .......... .......... .......... .......... 82% 60.9M 3s\n",
            " 60850K .......... .......... .......... .......... .......... 82% 87.0M 3s\n",
            " 60900K .......... .......... .......... .......... .......... 82% 61.0M 3s\n",
            " 60950K .......... .......... .......... .......... .......... 82% 69.5M 3s\n",
            " 61000K .......... .......... .......... .......... .......... 82% 60.0M 3s\n",
            " 61050K .......... .......... .......... .......... .......... 82% 34.8M 3s\n",
            " 61100K .......... .......... .......... .......... .......... 82% 70.7M 3s\n",
            " 61150K .......... .......... .......... .......... .......... 82% 86.9M 3s\n",
            " 61200K .......... .......... .......... .......... .......... 82%  232K 3s\n",
            " 61250K .......... .......... .......... .......... .......... 83% 97.7M 3s\n",
            " 61300K .......... .......... .......... .......... .......... 83% 71.5M 3s\n",
            " 61350K .......... .......... .......... .......... .......... 83% 90.4M 3s\n",
            " 61400K .......... .......... .......... .......... .......... 83%  212K 3s\n",
            " 61450K .......... .......... .......... .......... .......... 83% 32.3M 3s\n",
            " 61500K .......... .......... .......... .......... .......... 83% 62.5M 3s\n",
            " 61550K .......... .......... .......... .......... .......... 83% 63.7M 3s\n",
            " 61600K .......... .......... .......... .......... .......... 83% 36.9M 3s\n",
            " 61650K .......... .......... .......... .......... .......... 83% 87.2M 3s\n",
            " 61700K .......... .......... .......... .......... .......... 83% 62.0M 3s\n",
            " 61750K .......... .......... .......... .......... .......... 83% 70.6M 3s\n",
            " 61800K .......... .......... .......... .......... .......... 83% 65.6M 3s\n",
            " 61850K .......... .......... .......... .......... .......... 83% 56.9M 3s\n",
            " 61900K .......... .......... .......... .......... .......... 83%  233K 3s\n",
            " 61950K .......... .......... .......... .......... .......... 83% 49.2M 3s\n",
            " 62000K .......... .......... .......... .......... .......... 84% 49.3M 3s\n",
            " 62050K .......... .......... .......... .......... .......... 84% 52.1M 3s\n",
            " 62100K .......... .......... .......... .......... .......... 84% 42.0M 3s\n",
            " 62150K .......... .......... .......... .......... .......... 84% 80.8M 3s\n",
            " 62200K .......... .......... .......... .......... .......... 84% 69.7M 3s\n",
            " 62250K .......... .......... .......... .......... .......... 84% 76.5M 3s\n",
            " 62300K .......... .......... .......... .......... .......... 84% 49.3M 3s\n",
            " 62350K .......... .......... .......... .......... .......... 84% 84.6M 3s\n",
            " 62400K .......... .......... .......... .......... .......... 84%  233K 3s\n",
            " 62450K .......... .......... .......... .......... .......... 84% 71.5M 3s\n",
            " 62500K .......... .......... .......... .......... .......... 84% 54.6M 3s\n",
            " 62550K .......... .......... .......... .......... .......... 84% 57.5M 3s\n",
            " 62600K .......... .......... .......... .......... .......... 84%  225K 3s\n",
            " 62650K .......... .......... .......... .......... .......... 84% 83.6M 3s\n",
            " 62700K .......... .......... .......... .......... .......... 85% 89.8M 3s\n",
            " 62750K .......... .......... .......... .......... .......... 85% 89.4M 3s\n",
            " 62800K .......... .......... .......... .......... .......... 85% 77.0M 3s\n",
            " 62850K .......... .......... .......... .......... .......... 85% 90.9M 3s\n",
            " 62900K .......... .......... .......... .......... .......... 85% 92.1M 3s\n",
            " 62950K .......... .......... .......... .......... .......... 85%  230K 3s\n",
            " 63000K .......... .......... .......... .......... .......... 85% 41.8M 3s\n",
            " 63050K .......... .......... .......... .......... .......... 85% 86.9M 3s\n",
            " 63100K .......... .......... .......... .......... .......... 85% 41.4M 2s\n",
            " 63150K .......... .......... .......... .......... .......... 85% 84.5M 2s\n",
            " 63200K .......... .......... .......... .......... .......... 85% 70.2M 2s\n",
            " 63250K .......... .......... .......... .......... .......... 85% 93.2M 2s\n",
            " 63300K .......... .......... .......... .......... .......... 85%  230K 2s\n",
            " 63350K .......... .......... .......... .......... .......... 85% 53.2M 2s\n",
            " 63400K .......... .......... .......... .......... .......... 85% 57.3M 2s\n",
            " 63450K .......... .......... .......... .......... .......... 86% 79.7M 2s\n",
            " 63500K .......... .......... .......... .......... .......... 86% 78.2M 2s\n",
            " 63550K .......... .......... .......... .......... .......... 86% 87.5M 2s\n",
            " 63600K .......... .......... .......... .......... .......... 86% 41.0M 2s\n",
            " 63650K .......... .......... .......... .......... .......... 86%  229K 2s\n",
            " 63700K .......... .......... .......... .......... .......... 86% 47.0M 2s\n",
            " 63750K .......... .......... .......... .......... .......... 86% 72.8M 2s\n",
            " 63800K .......... .......... .......... .......... .......... 86% 60.1M 2s\n",
            " 63850K .......... .......... .......... .......... .......... 86% 92.0M 2s\n",
            " 63900K .......... .......... .......... .......... .......... 86% 97.4M 2s\n",
            " 63950K .......... .......... .......... .......... .......... 86% 95.1M 2s\n",
            " 64000K .......... .......... .......... .......... .......... 86%  229K 2s\n",
            " 64050K .......... .......... .......... .......... .......... 86% 57.6M 2s\n",
            " 64100K .......... .......... .......... .......... .......... 86% 57.9M 2s\n",
            " 64150K .......... .......... .......... .......... .......... 86% 40.5M 2s\n",
            " 64200K .......... .......... .......... .......... .......... 87% 51.1M 2s\n",
            " 64250K .......... .......... .......... .......... .......... 87% 63.7M 2s\n",
            " 64300K .......... .......... .......... .......... .......... 87% 64.0M 2s\n",
            " 64350K .......... .......... .......... .......... .......... 87%  230K 2s\n",
            " 64400K .......... .......... .......... .......... .......... 87% 33.8M 2s\n",
            " 64450K .......... .......... .......... .......... .......... 87% 69.1M 2s\n",
            " 64500K .......... .......... .......... .......... .......... 87% 84.6M 2s\n",
            " 64550K .......... .......... .......... .......... .......... 87% 86.9M 2s\n",
            " 64600K .......... .......... .......... .......... .......... 87% 75.9M 2s\n",
            " 64650K .......... .......... .......... .......... .......... 87% 37.8M 2s\n",
            " 64700K .......... .......... .......... .......... .......... 87%  230K 2s\n",
            " 64750K .......... .......... .......... .......... .......... 87% 40.1M 2s\n",
            " 64800K .......... .......... .......... .......... .......... 87% 61.8M 2s\n",
            " 64850K .......... .......... .......... .......... .......... 87% 66.3M 2s\n",
            " 64900K .......... .......... .......... .......... .......... 87% 66.8M 2s\n",
            " 64950K .......... .......... .......... .......... .......... 88% 72.2M 2s\n",
            " 65000K .......... .......... .......... .......... .......... 88% 59.1M 2s\n",
            " 65050K .......... .......... .......... .......... .......... 88%  230K 2s\n",
            " 65100K .......... .......... .......... .......... .......... 88% 52.1M 2s\n",
            " 65150K .......... .......... .......... .......... .......... 88% 28.7M 2s\n",
            " 65200K .......... .......... .......... .......... .......... 88% 67.6M 2s\n",
            " 65250K .......... .......... .......... .......... .......... 88% 86.8M 2s\n",
            " 65300K .......... .......... .......... .......... .......... 88% 88.5M 2s\n",
            " 65350K .......... .......... .......... .......... .......... 88% 90.5M 2s\n",
            " 65400K .......... .......... .......... .......... .......... 88%  231K 2s\n",
            " 65450K .......... .......... .......... .......... .......... 88% 42.2M 2s\n",
            " 65500K .......... .......... .......... .......... .......... 88%  214K 2s\n",
            " 65550K .......... .......... .......... .......... .......... 88% 59.4M 2s\n",
            " 65600K .......... .......... .......... .......... .......... 88% 65.2M 2s\n",
            " 65650K .......... .......... .......... .......... .......... 89% 37.8M 2s\n",
            " 65700K .......... .......... .......... .......... .......... 89% 72.5M 2s\n",
            " 65750K .......... .......... .......... .......... .......... 89% 83.6M 2s\n",
            " 65800K .......... .......... .......... .......... .......... 89% 83.2M 2s\n",
            " 65850K .......... .......... .......... .......... .......... 89%  230K 2s\n",
            " 65900K .......... .......... .......... .......... .......... 89% 50.5M 2s\n",
            " 65950K .......... .......... .......... .......... .......... 89% 63.0M 2s\n",
            " 66000K .......... .......... .......... .......... .......... 89% 59.5M 2s\n",
            " 66050K .......... .......... .......... .......... .......... 89% 66.9M 2s\n",
            " 66100K .......... .......... .......... .......... .......... 89% 69.3M 2s\n",
            " 66150K .......... .......... .......... .......... .......... 89% 68.3M 2s\n",
            " 66200K .......... .......... .......... .......... .......... 89% 30.3M 2s\n",
            " 66250K .......... .......... .......... .......... .......... 89%  228K 2s\n",
            " 66300K .......... .......... .......... .......... .......... 89% 78.2M 2s\n",
            " 66350K .......... .......... .......... .......... .......... 89% 87.0M 2s\n",
            " 66400K .......... .......... .......... .......... .......... 90% 77.5M 2s\n",
            " 66450K .......... .......... .......... .......... .......... 90% 91.2M 2s\n",
            " 66500K .......... .......... .......... .......... .......... 90% 84.4M 2s\n",
            " 66550K .......... .......... .......... .......... .......... 90% 78.3M 2s\n",
            " 66600K .......... .......... .......... .......... .......... 90%  224K 2s\n",
            " 66650K .......... .......... .......... .......... .......... 90% 6.75M 2s\n",
            " 66700K .......... .......... .......... .......... .......... 90% 31.8M 2s\n",
            " 66750K .......... .......... .......... .......... .......... 90% 88.0M 2s\n",
            " 66800K .......... .......... .......... .......... .......... 90% 80.9M 2s\n",
            " 66850K .......... .......... .......... .......... .......... 90% 96.2M 2s\n",
            " 66900K .......... .......... .......... .......... .......... 90% 95.9M 2s\n",
            " 66950K .......... .......... .......... .......... .......... 90% 95.5M 2s\n",
            " 67000K .......... .......... .......... .......... .......... 90%  242K 2s\n",
            " 67050K .......... .......... .......... .......... .......... 90% 73.5M 2s\n",
            " 67100K .......... .......... .......... .......... .......... 90% 76.5M 2s\n",
            " 67150K .......... .......... .......... .......... .......... 91% 82.7M 2s\n",
            " 67200K .......... .......... .......... .......... .......... 91% 34.0M 2s\n",
            " 67250K .......... .......... .......... .......... .......... 91% 72.1M 2s\n",
            " 67300K .......... .......... .......... .......... .......... 91% 67.8M 2s\n",
            " 67350K .......... .......... .......... .......... .......... 91%  230K 2s\n",
            " 67400K .......... .......... .......... .......... .......... 91% 55.0M 2s\n",
            " 67450K .......... .......... .......... .......... .......... 91% 72.8M 2s\n",
            " 67500K .......... .......... .......... .......... .......... 91% 81.4M 2s\n",
            " 67550K .......... .......... .......... .......... .......... 91% 61.9M 2s\n",
            " 67600K .......... .......... .......... .......... .......... 91% 53.3M 2s\n",
            " 67650K .......... .......... .......... .......... .......... 91% 67.1M 2s\n",
            " 67700K .......... .......... .......... .......... .......... 91% 69.8M 2s\n",
            " 67750K .......... .......... .......... .......... .......... 91%  230K 2s\n",
            " 67800K .......... .......... .......... .......... .......... 91% 38.4M 2s\n",
            " 67850K .......... .......... .......... .......... .......... 91% 80.5M 2s\n",
            " 67900K .......... .......... .......... .......... .......... 92% 77.8M 2s\n",
            " 67950K .......... .......... .......... .......... .......... 92% 91.9M 2s\n",
            " 68000K .......... .......... .......... .......... .......... 92% 57.8M 2s\n",
            " 68050K .......... .......... .......... .......... .......... 92% 63.1M 1s\n",
            " 68100K .......... .......... .......... .......... .......... 92%  230K 2s\n",
            " 68150K .......... .......... .......... .......... .......... 92% 32.5M 1s\n",
            " 68200K .......... .......... .......... .......... .......... 92% 68.2M 1s\n",
            " 68250K .......... .......... .......... .......... .......... 92% 37.6M 1s\n",
            " 68300K .......... .......... .......... .......... .......... 92% 62.6M 1s\n",
            " 68350K .......... .......... .......... .......... .......... 92% 57.4M 1s\n",
            " 68400K .......... .......... .......... .......... .......... 92% 48.3M 1s\n",
            " 68450K .......... .......... .......... .......... .......... 92% 61.5M 1s\n",
            " 68500K .......... .......... .......... .......... .......... 92%  231K 1s\n",
            " 68550K .......... .......... .......... .......... .......... 92% 56.0M 1s\n",
            " 68600K .......... .......... .......... .......... .......... 93% 71.7M 1s\n",
            " 68650K .......... .......... .......... .......... .......... 93% 67.9M 1s\n",
            " 68700K .......... .......... .......... .......... .......... 93% 58.8M 1s\n",
            " 68750K .......... .......... .......... .......... .......... 93% 41.1M 1s\n",
            " 68800K .......... .......... .......... .......... .......... 93% 75.1M 1s\n",
            " 68850K .......... .......... .......... .......... .......... 93% 79.6M 1s\n",
            " 68900K .......... .......... .......... .......... .......... 93%  231K 1s\n",
            " 68950K .......... .......... .......... .......... .......... 93% 62.1M 1s\n",
            " 69000K .......... .......... .......... .......... .......... 93% 50.3M 1s\n",
            " 69050K .......... .......... .......... .......... .......... 93% 60.8M 1s\n",
            " 69100K .......... .......... .......... .......... .......... 93% 69.0M 1s\n",
            " 69150K .......... .......... .......... .......... .......... 93% 67.6M 1s\n",
            " 69200K .......... .......... .......... .......... .......... 93% 53.8M 1s\n",
            " 69250K .......... .......... .......... .......... .......... 93%  231K 1s\n",
            " 69300K .......... .......... .......... .......... .......... 93% 15.1M 1s\n",
            " 69350K .......... .......... .......... .......... .......... 94% 33.5M 1s\n",
            " 69400K .......... .......... .......... .......... .......... 94% 29.8M 1s\n",
            " 69450K .......... .......... .......... .......... .......... 94% 19.0M 1s\n",
            " 69500K .......... .......... .......... .......... .......... 94% 34.9M 1s\n",
            " 69550K .......... .......... .......... .......... .......... 94% 37.5M 1s\n",
            " 69600K .......... .......... .......... .......... .......... 94%  228K 1s\n",
            " 69650K .......... .......... .......... .......... .......... 94% 50.3M 1s\n",
            " 69700K .......... .......... .......... .......... .......... 94% 64.6M 1s\n",
            " 69750K .......... .......... .......... .......... .......... 94% 51.4M 1s\n",
            " 69800K .......... .......... .......... .......... .......... 94% 27.6M 1s\n",
            " 69850K .......... .......... .......... .......... .......... 94% 61.7M 1s\n",
            " 69900K .......... .......... .......... .......... .......... 94% 58.4M 1s\n",
            " 69950K .......... .......... .......... .......... .......... 94% 64.8M 1s\n",
            " 70000K .......... .......... .......... .......... .......... 94%  231K 1s\n",
            " 70050K .......... .......... .......... .......... .......... 94% 71.9M 1s\n",
            " 70100K .......... .......... .......... .......... .......... 95% 89.1M 1s\n",
            " 70150K .......... .......... .......... .......... .......... 95% 43.7M 1s\n",
            " 70200K .......... .......... .......... .......... .......... 95% 61.9M 1s\n",
            " 70250K .......... .......... .......... .......... .......... 95% 88.9M 1s\n",
            " 70300K .......... .......... .......... .......... .......... 95% 40.7M 1s\n",
            " 70350K .......... .......... .......... .......... .......... 95% 87.2M 1s\n",
            " 70400K .......... .......... .......... .......... .......... 95%  227K 1s\n",
            " 70450K .......... .......... .......... .......... .......... 95% 65.4M 1s\n",
            " 70500K .......... .......... .......... .......... .......... 95% 94.3M 1s\n",
            " 70550K .......... .......... .......... .......... .......... 95% 95.0M 1s\n",
            " 70600K .......... .......... .......... .......... .......... 95% 82.5M 1s\n",
            " 70650K .......... .......... .......... .......... .......... 95% 85.9M 1s\n",
            " 70700K .......... .......... .......... .......... .......... 95% 82.9M 1s\n",
            " 70750K .......... .......... .......... .......... .......... 95% 80.9M 1s\n",
            " 70800K .......... .......... .......... .......... .......... 95%  228K 1s\n",
            " 70850K .......... .......... .......... .......... .......... 96% 83.2M 1s\n",
            " 70900K .......... .......... .......... .......... .......... 96% 87.2M 1s\n",
            " 70950K .......... .......... .......... .......... .......... 96% 53.5M 1s\n",
            " 71000K .......... .......... .......... .......... .......... 96% 51.9M 1s\n",
            " 71050K .......... .......... .......... .......... .......... 96% 68.9M 1s\n",
            " 71100K .......... .......... .......... .......... .......... 96% 88.4M 1s\n",
            " 71150K .......... .......... .......... .......... .......... 96% 65.5M 1s\n",
            " 71200K .......... .......... .......... .......... .......... 96%  225K 1s\n",
            " 71250K .......... .......... .......... .......... .......... 96% 62.5M 1s\n",
            " 71300K .......... .......... .......... .......... .......... 96% 73.4M 1s\n",
            " 71350K .......... .......... .......... .......... .......... 96% 37.7M 1s\n",
            " 71400K .......... .......... .......... .......... .......... 96% 74.5M 1s\n",
            " 71450K .......... .......... .......... .......... .......... 96% 56.4M 1s\n",
            " 71500K .......... .......... .......... .......... .......... 96% 86.7M 1s\n",
            " 71550K .......... .......... .......... .......... .......... 96% 94.5M 1s\n",
            " 71600K .......... .......... .......... .......... .......... 97%  230K 1s\n",
            " 71650K .......... .......... .......... .......... .......... 97% 51.8M 1s\n",
            " 71700K .......... .......... .......... .......... .......... 97% 56.3M 1s\n",
            " 71750K .......... .......... .......... .......... .......... 97% 83.6M 1s\n",
            " 71800K .......... .......... .......... .......... .......... 97% 75.9M 1s\n",
            " 71850K .......... .......... .......... .......... .......... 97% 36.7M 1s\n",
            " 71900K .......... .......... .......... .......... .......... 97% 83.6M 1s\n",
            " 71950K .......... .......... .......... .......... .......... 97% 78.3M 1s\n",
            " 72000K .......... .......... .......... .......... .......... 97%  224K 0s\n",
            " 72050K .......... .......... .......... .......... .......... 97% 76.5M 0s\n",
            " 72100K .......... .......... .......... .......... .......... 97% 73.5M 0s\n",
            " 72150K .......... .......... .......... .......... .......... 97% 78.9M 0s\n",
            " 72200K .......... .......... .......... .......... .......... 97% 73.8M 0s\n",
            " 72250K .......... .......... .......... .......... .......... 97% 66.9M 0s\n",
            " 72300K .......... .......... .......... .......... .......... 98% 78.9M 0s\n",
            " 72350K .......... .......... .......... .......... .......... 98% 37.7M 0s\n",
            " 72400K .......... .......... .......... .......... .......... 98%  226K 0s\n",
            " 72450K .......... .......... .......... .......... .......... 98% 81.9M 0s\n",
            " 72500K .......... .......... .......... .......... .......... 98% 57.7M 0s\n",
            " 72550K .......... .......... .......... .......... .......... 98% 82.0M 0s\n",
            " 72600K .......... .......... .......... .......... .......... 98% 80.2M 0s\n",
            " 72650K .......... .......... .......... .......... .......... 98% 86.0M 0s\n",
            " 72700K .......... .......... .......... .......... .......... 98% 87.0M 0s\n",
            " 72750K .......... .......... .......... .......... .......... 98% 90.0M 0s\n",
            " 72800K .......... .......... .......... .......... .......... 98%  229K 0s\n",
            " 72850K .......... .......... .......... .......... .......... 98% 23.7M 0s\n",
            " 72900K .......... .......... .......... .......... .......... 98% 33.4M 0s\n",
            " 72950K .......... .......... .......... .......... .......... 98% 32.8M 0s\n",
            " 73000K .......... .......... .......... .......... .......... 98% 29.1M 0s\n",
            " 73050K .......... .......... .......... .......... .......... 99% 35.9M 0s\n",
            " 73100K .......... .......... .......... .......... .......... 99% 15.1M 0s\n",
            " 73150K .......... .......... .......... .......... .......... 99% 33.8M 0s\n",
            " 73200K .......... .......... .......... .......... .......... 99%  233K 0s\n",
            " 73250K .......... .......... .......... .......... .......... 99% 46.9M 0s\n",
            " 73300K .......... .......... .......... .......... .......... 99% 81.4M 0s\n",
            " 73350K .......... .......... .......... .......... .......... 99% 86.4M 0s\n",
            " 73400K .......... .......... .......... .......... .......... 99% 33.7M 0s\n",
            " 73450K .......... .......... .......... .......... .......... 99% 82.6M 0s\n",
            " 73500K .......... .......... .......... .......... .......... 99% 86.6M 0s\n",
            " 73550K .......... .......... .......... .......... .......... 99% 87.2M 0s\n",
            " 73600K .......... .......... .......... .......... .......... 99%  234K 0s\n",
            " 73650K .......... .......... .......... .......... .......... 99% 53.8M 0s\n",
            " 73700K .......... .......... .......... .......... .......... 99%  212K 0s\n",
            " 73750K .......... .......... .......... .......... .......... 99% 57.0M 0s\n",
            " 73800K .......... .....                                      100% 76.1M=21s\n",
            "\n",
            "2022-07-20 19:37:00 (3.36 MB/s) - ‘/content/gdrive/MyDrive/yolov7/yolov7.pt.2’ saved [75587165/75587165]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "%%bash\n",
        "wget -P /content/gdrive/MyDrive/yolov7 https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7.pt\n",
        "#wget -P /content/gdrive/MyDrive/yolov7 https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7x.pt\n",
        "# wget -P /content/gdrive/MyDrive/yolov7 https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-w6.pt\n",
        "# wget -P /content/gdrive/MyDrive/yolov7 https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-e6.pt\n",
        "# wget -P /content/gdrive/MyDrive/yolov7 https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-d6.pt\n",
        "# wget -P /content/gdrive/MyDrive/yolov7 https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-e6e.pt"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wm3t5iCBHq8s"
      },
      "source": [
        "# 3.2 Start Training\n",
        "\n",
        "**Note**\n",
        "\n",
        "[To get the full list of training arguments follow the link](https://github.com/WongKinYiu/yolov7/blob/main/train.py)\n",
        "\n",
        "Some important arguments to know\n",
        "- **configuration**: In the main yolov7 folder go to cfg/training folder and select the path of appropriate configuration file. Give the relative path to the file in **--cfg** argument\n",
        "- **data** the path to data folder, it will be automatically catered \n",
        "- **weights** path to pretrained weights given by **--weights** argument\n",
        "\n",
        "\n",
        "<br><br>\n",
        "\n",
        "**Note for resuming training from checkpoint** <br>\n",
        "By default, the checkpoints for the epoch are stored in folder, yolov7/runs/train, give the relative path to last epoch checkpoints"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jh5SFHuUDihJ",
        "outputId": "61cdadce-83bc-482f-eae0-e334e9e3adf6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "cfg\t   hubconf.py\t paper\t\t     scripts\t   Trash-5\n",
            "data\t   inference\t __pycache__\t     Test.mp4\t   utils\n",
            "deploy\t   LICENSE.md\t README.md\t     test.py\t   weights\n",
            "detect.py  models\t requirements.txt    tools\t   yolov7-tiny.pt\n",
            "export.py  Number-plate  requirements.txt.1  train_aux.py\n",
            "figure\t   output.mp4\t runs\t\t     train.py\n"
          ]
        }
      ],
      "source": [
        "!ls"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ssOC8XWZN25Y",
        "outputId": "e80dccd9-eed0-4f12-fb28-195177fad293"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/gdrive/MyDrive/yolov7\n",
            "YOLOR 🚀 v0.1-107-g44d8ab4 torch 1.12.1+cu113 CUDA:0 (Tesla T4, 15109.75MB)\n",
            "\n",
            "Namespace(adam=False, artifact_alias='latest', batch_size=16, bbox_interval=-1, bucket='', cache_images=False, cfg='cfg/training/yolov7.yaml', data='Number-plate/data.yaml', device='0', entity=None, epochs=5, evolve=False, exist_ok=False, freeze=[0], global_rank=-1, hyp='data/hyp.scratch.p5.yaml', image_weights=False, img_size=[640, 640], label_smoothing=0.0, linear_lr=False, local_rank=-1, multi_scale=False, name='exp', noautoanchor=False, nosave=False, notest=False, project='runs/train', quad=False, rect=False, resume=False, save_dir='runs/train/exp2', save_period=-1, single_cls=False, sync_bn=False, total_batch_size=16, upload_dataset=False, weights='yolov7-tiny.pt', workers=8, world_size=1)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "Overriding model.yaml nc=80 with nc=1\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1       928  models.common.Conv                      [3, 32, 3, 1]                 \n",
            "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
            "  2                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
            "  4                -1  1      8320  models.common.Conv                      [128, 64, 1, 1]               \n",
            "  5                -2  1      8320  models.common.Conv                      [128, 64, 1, 1]               \n",
            "  6                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  7                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  8                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  9                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 10  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 11                -1  1     66048  models.common.Conv                      [256, 256, 1, 1]              \n",
            " 12                -1  1         0  models.common.MP                        []                            \n",
            " 13                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 14                -3  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 15                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
            " 16          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 17                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 18                -2  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 19                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 20                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 21                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 22                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 23  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 24                -1  1    263168  models.common.Conv                      [512, 512, 1, 1]              \n",
            " 25                -1  1         0  models.common.MP                        []                            \n",
            " 26                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 27                -3  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 28                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
            " 29          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 30                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 31                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 32                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 33                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 34                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 35                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 36  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 37                -1  1   1050624  models.common.Conv                      [1024, 1024, 1, 1]            \n",
            " 38                -1  1         0  models.common.MP                        []                            \n",
            " 39                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 40                -3  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 41                -1  1   2360320  models.common.Conv                      [512, 512, 3, 2]              \n",
            " 42          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 43                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 44                -2  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 45                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 46                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 47                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 48                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 49  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 50                -1  1   1050624  models.common.Conv                      [1024, 1024, 1, 1]            \n",
            " 51                -1  1   7609344  models.common.SPPCSPC                   [1024, 512, 1]                \n",
            " 52                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 53                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 54                37  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 55          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 56                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 57                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 58                -1  1    295168  models.common.Conv                      [256, 128, 3, 1]              \n",
            " 59                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 60                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 61                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 62[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 63                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 64                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 65                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 66                24  1     65792  models.common.Conv                      [512, 128, 1, 1]              \n",
            " 67          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 68                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 69                -2  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 70                -1  1     73856  models.common.Conv                      [128, 64, 3, 1]               \n",
            " 71                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 72                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 73                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 74[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 75                -1  1     65792  models.common.Conv                      [512, 128, 1, 1]              \n",
            " 76                -1  1         0  models.common.MP                        []                            \n",
            " 77                -1  1     16640  models.common.Conv                      [128, 128, 1, 1]              \n",
            " 78                -3  1     16640  models.common.Conv                      [128, 128, 1, 1]              \n",
            " 79                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
            " 80      [-1, -3, 63]  1         0  models.common.Concat                    [1]                           \n",
            " 81                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 82                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 83                -1  1    295168  models.common.Conv                      [256, 128, 3, 1]              \n",
            " 84                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 85                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 86                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 87[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 88                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 89                -1  1         0  models.common.MP                        []                            \n",
            " 90                -1  1     66048  models.common.Conv                      [256, 256, 1, 1]              \n",
            " 91                -3  1     66048  models.common.Conv                      [256, 256, 1, 1]              \n",
            " 92                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
            " 93      [-1, -3, 51]  1         0  models.common.Concat                    [1]                           \n",
            " 94                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 95                -2  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 96                -1  1   1180160  models.common.Conv                      [512, 256, 3, 1]              \n",
            " 97                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 98                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 99                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "100[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            "101                -1  1   1049600  models.common.Conv                      [2048, 512, 1, 1]             \n",
            "102                75  1    328704  models.common.RepConv                   [128, 256, 3, 1]              \n",
            "103                88  1   1312768  models.common.RepConv                   [256, 512, 3, 1]              \n",
            "104               101  1   5246976  models.common.RepConv                   [512, 1024, 3, 1]             \n",
            "105   [102, 103, 104]  1     34156  models.yolo.IDetect                     [1, [[12, 16, 19, 36, 40, 28], [36, 75, 76, 55, 72, 146], [142, 110, 192, 243, 459, 401]], [256, 512, 1024]]\n",
            "/usr/local/lib/python3.7/dist-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  ../aten/src/ATen/native/TensorShape.cpp:2894.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "Model Summary: 415 layers, 37196556 parameters, 37196556 gradients, 105.1 GFLOPS\n",
            "\n",
            "Transferred 102/566 items from yolov7-tiny.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 95 .bias, 95 conv.weight, 98 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning 'Number-plate/train' images and labels... 46 found, 1 missing, 0 empty, 0 corrupted: 100% 47/47 [00:39<00:00,  1.18it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: Number-plate/train.cache\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning 'Number-plate/valid' images and labels... 14 found, 0 missing, 0 empty, 0 corrupted: 100% 14/14 [00:11<00:00,  1.20it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mNew cache created: Number-plate/valid.cache\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 3.89, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 2 dataloader workers\n",
            "Logging results to runs/train/exp2\n",
            "Starting training for 5 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "       0/4     9.84G    0.0815     2.865         0     2.946        43       640: 100% 3/3 [00:37<00:00, 12.42s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:04<00:00,  4.93s/it]\n",
            "                 all          14           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "       1/4     10.6G   0.07676     2.761         0     2.838        35       640: 100% 3/3 [00:02<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.86s/it]\n",
            "                 all          14           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "       2/4     10.6G   0.08143     2.534         0     2.615        43       640: 100% 3/3 [00:03<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:02<00:00,  2.04s/it]\n",
            "                 all          14           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "       3/4     10.6G   0.07998     2.287         0     2.367        34       640: 100% 3/3 [00:02<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.46s/it]\n",
            "                 all          14           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "       4/4     10.6G   0.07841     2.099         0     2.178        44       640: 100% 3/3 [00:03<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:04<00:00,  4.20s/it]\n",
            "                 all          14           0           0           0           0           0\n",
            "5 epochs completed in 0.028 hours.\n",
            "\n",
            "Optimizer stripped from runs/train/exp2/weights/last.pt, 74.8MB\n",
            "Optimizer stripped from runs/train/exp2/weights/best.pt, 74.8MB\n"
          ]
        }
      ],
      "source": [
        "%cd /content/gdrive/MyDrive/yolov7\n",
        "!python train.py --batch 16 --cfg cfg/training/yolov7.yaml --epochs 5 --data Number-plate/data.yaml --weights 'yolov7-tiny.pt' --device 0 "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AdyN-la5LYVm"
      },
      "source": [
        "# **4. Evaluation**\n",
        "\n",
        "- Note the checkpoints from training will be stored by default in runs/train/exp. Take the path of the latest checkpoint\n",
        "\n",
        "We can evaluate the performance of our custom training using the provided evalution script.\n",
        "\n",
        "Note we can adjust the below custom arguments. For details, see [the arguments accepted by detect.py](https://github.com/WongKinYiu/yolov7/blob/main/detect.py#L154)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M_iqHZtn94zc"
      },
      "source": [
        "# 4.1 F1 and Precision Recall Curve"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "TYjFikI48Ngf",
        "outputId": "ca830c83-6f32-4c0d-c093-61105608e397"
      },
      "outputs": [
        {
          "ename": "FileNotFoundError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1271\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1272\u001b[0;31m             \u001b[0mb64_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb2a_base64\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ascii'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: a bytes-like object is required, not 'str'",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj, include, exclude)\u001b[0m\n\u001b[1;32m    968\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    969\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 970\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    971\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    972\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_repr_mimebundle_\u001b[0;34m(self, include, exclude)\u001b[0m\n\u001b[1;32m   1260\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1261\u001b[0m             \u001b[0mmimetype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_mimetype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1262\u001b[0;31m             \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data_and_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malways_both\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1263\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1264\u001b[0m                 \u001b[0mmetadata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mmimetype\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1274\u001b[0m             raise FileNotFoundError(\n\u001b[0;32m-> 1275\u001b[0;31m                 \"No such file or directory: '%s'\" % (self.data))\n\u001b[0m\u001b[1;32m   1276\u001b[0m         \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1277\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m: No such file or directory: '/content/gdrive/MyDrive/yolov7/runs/train/exp/F1_curve.png'"
          ]
        },
        {
          "ename": "FileNotFoundError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1271\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1272\u001b[0;31m             \u001b[0mb64_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb2a_base64\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ascii'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: a bytes-like object is required, not 'str'",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m    343\u001b[0m             \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_real_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_method\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    344\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 345\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    346\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    347\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_repr_png_\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1290\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_repr_png_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1291\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_FMT_PNG\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1292\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data_and_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1293\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1294\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_repr_jpeg_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1274\u001b[0m             raise FileNotFoundError(\n\u001b[0;32m-> 1275\u001b[0;31m                 \"No such file or directory: '%s'\" % (self.data))\n\u001b[0m\u001b[1;32m   1276\u001b[0m         \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1277\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m: No such file or directory: '/content/gdrive/MyDrive/yolov7/runs/train/exp/F1_curve.png'"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "ename": "FileNotFoundError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1271\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1272\u001b[0;31m             \u001b[0mb64_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb2a_base64\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ascii'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: a bytes-like object is required, not 'str'",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj, include, exclude)\u001b[0m\n\u001b[1;32m    968\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    969\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 970\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    971\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    972\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_repr_mimebundle_\u001b[0;34m(self, include, exclude)\u001b[0m\n\u001b[1;32m   1260\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1261\u001b[0m             \u001b[0mmimetype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_mimetype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1262\u001b[0;31m             \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data_and_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malways_both\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1263\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1264\u001b[0m                 \u001b[0mmetadata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mmimetype\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1274\u001b[0m             raise FileNotFoundError(\n\u001b[0;32m-> 1275\u001b[0;31m                 \"No such file or directory: '%s'\" % (self.data))\n\u001b[0m\u001b[1;32m   1276\u001b[0m         \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1277\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m: No such file or directory: '/content/gdrive/MyDrive/yolov7/runs/train/exp/PR_curve.png'"
          ]
        },
        {
          "ename": "FileNotFoundError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1271\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1272\u001b[0;31m             \u001b[0mb64_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb2a_base64\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ascii'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: a bytes-like object is required, not 'str'",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m    343\u001b[0m             \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_real_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_method\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    344\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 345\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    346\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    347\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_repr_png_\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1290\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_repr_png_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1291\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_FMT_PNG\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1292\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data_and_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1293\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1294\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_repr_jpeg_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1274\u001b[0m             raise FileNotFoundError(\n\u001b[0;32m-> 1275\u001b[0;31m                 \"No such file or directory: '%s'\" % (self.data))\n\u001b[0m\u001b[1;32m   1276\u001b[0m         \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1277\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m: No such file or directory: '/content/gdrive/MyDrive/yolov7/runs/train/exp/PR_curve.png'"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "ename": "FileNotFoundError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1271\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1272\u001b[0;31m             \u001b[0mb64_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb2a_base64\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ascii'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: a bytes-like object is required, not 'str'",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj, include, exclude)\u001b[0m\n\u001b[1;32m    968\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    969\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 970\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    971\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    972\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_repr_mimebundle_\u001b[0;34m(self, include, exclude)\u001b[0m\n\u001b[1;32m   1260\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1261\u001b[0m             \u001b[0mmimetype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_mimetype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1262\u001b[0;31m             \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data_and_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malways_both\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1263\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1264\u001b[0m                 \u001b[0mmetadata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mmimetype\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1274\u001b[0m             raise FileNotFoundError(\n\u001b[0;32m-> 1275\u001b[0;31m                 \"No such file or directory: '%s'\" % (self.data))\n\u001b[0m\u001b[1;32m   1276\u001b[0m         \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1277\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m: No such file or directory: '/content/gdrive/MyDrive/yolov7/runs/train/exp/confusion_matrix.png'"
          ]
        },
        {
          "ename": "FileNotFoundError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1271\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1272\u001b[0;31m             \u001b[0mb64_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb2a_base64\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ascii'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: a bytes-like object is required, not 'str'",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m    343\u001b[0m             \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_real_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_method\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    344\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 345\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    346\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    347\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_repr_png_\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1290\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_repr_png_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1291\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_FMT_PNG\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1292\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data_and_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1293\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1294\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_repr_jpeg_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36m_data_and_metadata\u001b[0;34m(self, always_both)\u001b[0m\n\u001b[1;32m   1273\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1274\u001b[0m             raise FileNotFoundError(\n\u001b[0;32m-> 1275\u001b[0;31m                 \"No such file or directory: '%s'\" % (self.data))\n\u001b[0m\u001b[1;32m   1276\u001b[0m         \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1277\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m: No such file or directory: '/content/gdrive/MyDrive/yolov7/runs/train/exp/confusion_matrix.png'"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from IPython.display import Image\n",
        "display(Image(\"/content/gdrive/MyDrive/yolov7/runs/train/exp/F1_curve.png\", width=400, height=400))\n",
        "display(Image(\"/content/gdrive/MyDrive/yolov7/runs/train/exp/PR_curve.png\", width=400, height=400))\n",
        "display(Image(\"/content/gdrive/MyDrive/yolov7/runs/train/exp/confusion_matrix.png\", width=500, height=500))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-pYQASsRNEKX"
      },
      "source": [
        "# 5.1.1 Run the below cell to evaluate on test images"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4subGsgFOKXq",
        "outputId": "df561b59-1b5d-420d-e32a-e434a3c0eddd"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.1, device='', exist_ok=False, img_size=640, iou_thres=0.45, name='exp', no_trace=False, nosave=False, project='runs/detect', save_conf=False, save_txt=False, source='/content/gdrive/MyDrive/yolov7/Trash-5/test/images', update=False, view_img=False, weights=['/content/gdrive/MyDrive/yolov7/runs/train/exp/weights/epoch_054.pt'])\n",
            "YOLOR 🚀 v0.1-43-g8b72ac7 torch 1.11.0+cu102 CUDA:0 (Tesla T4, 15109.75MB)\n",
            "\n",
            "Fusing layers... \n",
            "RepConv.fuse_repvgg_block\n",
            "RepConv.fuse_repvgg_block\n",
            "RepConv.fuse_repvgg_block\n",
            "/usr/local/lib/python3.7/dist-packages/torch/functional.py:568: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  ../aten/src/ATen/native/TensorShape.cpp:2228.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "Model Summary: 314 layers, 36487166 parameters, 6194944 gradients, 103.2 GFLOPS\n",
            " Convert model to Traced-model... \n",
            " traced_script_module saved! \n",
            " model is traced! \n",
            "\n",
            " The image with the result is saved in: runs/detect/exp5/1_jpg.rf.95596861db3483c9f453296ddf305f68.jpg\n",
            " The image with the result is saved in: runs/detect/exp5/52_jpg.rf.c3931652d0d6e62034543e92ec110c0b.jpg\n",
            " The image with the result is saved in: runs/detect/exp5/78_jpg.rf.be8f9c719443cbadf472c6518c648166.jpg\n",
            " The image with the result is saved in: runs/detect/exp5/91_jpg.rf.f766ed5125e71301a83b127c332c0902.jpg\n",
            " The image with the result is saved in: runs/detect/exp5/metal122_jpg.rf.2f1c3712b455843fff65c0e4e408559c.jpg\n",
            " The image with the result is saved in: runs/detect/exp5/paper399_jpg.rf.b17136e5da35ca8e473b6504952e7a80.jpg\n",
            "Done. (0.260s)\n"
          ]
        }
      ],
      "source": [
        "# Run evaluation\n",
        "!python detect.py --weights /content/gdrive/MyDrive/yolov7/runs/train/exp/weights/epoch_054.pt --conf 0.1 --source /content/gdrive/MyDrive/yolov7/Trash-5/test/images"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IcLJFaVqR43h"
      },
      "source": [
        "# 6.1.1 Upload video from Local System"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "v6kzH4UMQg30"
      },
      "outputs": [],
      "source": [
        "%cd /content/gdrive/MyDrive/yolov7\n",
        "from google.colab import files\n",
        "uploaded = files.upload()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z-nJIKF_SDS0"
      },
      "source": [
        "# 6.1.2 Download video from Google Drive Link"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YlW2X3qmSHxD",
        "outputId": "60333d52-613d-4834-a407-3c4949a77c09"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/gdrive/MyDrive/yolov7\n",
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1csuLHWkDf6yPm-q3z2K3ZAd6WOfKc0vy\n",
            "To: /content/gdrive/MyDrive/yolov7/sample_video.mp4\n",
            "100% 49.1M/49.1M [00:00<00:00, 236MB/s]\n"
          ]
        }
      ],
      "source": [
        "#change URL\n",
        "%cd /content/gdrive/MyDrive/yolov7\n",
        "!gdown https://drive.google.com/uc?id=1csuLHWkDf6yPm-q3z2K3ZAd6WOfKc0vy"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6YOV8UmeSRld"
      },
      "source": [
        "# 6.1.3 Download from any public URL"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-HZmc4kbSSos"
      },
      "outputs": [],
      "source": [
        "%cd /content/gdrive/MyDrive/yolov7\n",
        "! wget PUBLIC_URL_TO_MP4/AVI_FILE"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DDitGHQ3SV3e"
      },
      "source": [
        "# 6.1.4 Enter Video Path"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PYrG-9imSVMJ"
      },
      "outputs": [],
      "source": [
        "#give the full path to video, your video will be in the Yolov7 folder\n",
        "video_path = '/content/gdrive/MyDrive/yolov7/sample_video.mp4'"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mYRI2XkOSr7A"
      },
      "source": [
        "# 6.2 YOLOv7 Inference on Video"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Njns91pRStLZ",
        "outputId": "d4e621e2-2902-4a39-b4d3-a6bf9d08df38"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "YOLOR 🚀 v0.1-43-g8b72ac7 torch 1.11.0+cu102 CUDA:0 (Tesla T4, 15109.75MB)\n",
            "\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Fusing layers... \n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Model Summary: 314 layers, 36487166 parameters, 6194944 gradients, 103.2 GFLOPS\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "RepConv.fuse_repvgg_block\n",
            "RepConv.fuse_repvgg_block\n",
            "RepConv.fuse_repvgg_block\n",
            "1/1234 frames processed\n",
            "2/1234 frames processed\n",
            "3/1234 frames processed\n",
            "4/1234 frames processed\n",
            "5/1234 frames processed\n",
            "6/1234 frames processed\n",
            "7/1234 frames processed\n",
            "8/1234 frames processed\n",
            "9/1234 frames processed\n",
            "10/1234 frames processed\n",
            "11/1234 frames processed\n",
            "12/1234 frames processed\n",
            "13/1234 frames processed\n",
            "14/1234 frames processed\n",
            "15/1234 frames processed\n",
            "16/1234 frames processed\n",
            "17/1234 frames processed\n",
            "18/1234 frames processed\n",
            "19/1234 frames processed\n",
            "20/1234 frames processed\n",
            "21/1234 frames processed\n",
            "22/1234 frames processed\n",
            "23/1234 frames processed\n",
            "24/1234 frames processed\n",
            "25/1234 frames processed\n",
            "26/1234 frames processed\n",
            "27/1234 frames processed\n",
            "28/1234 frames processed\n",
            "29/1234 frames processed\n",
            "30/1234 frames processed\n",
            "31/1234 frames processed\n",
            "32/1234 frames processed\n",
            "33/1234 frames processed\n",
            "34/1234 frames processed\n",
            "35/1234 frames processed\n",
            "36/1234 frames processed\n",
            "37/1234 frames processed\n",
            "38/1234 frames processed\n",
            "39/1234 frames processed\n",
            "40/1234 frames processed\n",
            "41/1234 frames processed\n",
            "42/1234 frames processed\n",
            "43/1234 frames processed\n",
            "44/1234 frames processed\n",
            "45/1234 frames processed\n",
            "46/1234 frames processed\n",
            "47/1234 frames processed\n",
            "48/1234 frames processed\n",
            "49/1234 frames processed\n",
            "50/1234 frames processed\n",
            "51/1234 frames processed\n",
            "52/1234 frames processed\n",
            "53/1234 frames processed\n",
            "54/1234 frames processed\n",
            "55/1234 frames processed\n",
            "56/1234 frames processed\n",
            "57/1234 frames processed\n",
            "58/1234 frames processed\n",
            "59/1234 frames processed\n",
            "60/1234 frames processed\n",
            "61/1234 frames processed\n",
            "62/1234 frames processed\n",
            "63/1234 frames processed\n",
            "64/1234 frames processed\n",
            "65/1234 frames processed\n",
            "66/1234 frames processed\n",
            "67/1234 frames processed\n",
            "68/1234 frames processed\n",
            "69/1234 frames processed\n",
            "70/1234 frames processed\n",
            "71/1234 frames processed\n",
            "72/1234 frames processed\n",
            "73/1234 frames processed\n",
            "74/1234 frames processed\n",
            "75/1234 frames processed\n",
            "76/1234 frames processed\n",
            "77/1234 frames processed\n",
            "78/1234 frames processed\n",
            "79/1234 frames processed\n",
            "80/1234 frames processed\n",
            "81/1234 frames processed\n",
            "82/1234 frames processed\n",
            "83/1234 frames processed\n",
            "84/1234 frames processed\n",
            "85/1234 frames processed\n",
            "86/1234 frames processed\n",
            "87/1234 frames processed\n",
            "88/1234 frames processed\n",
            "89/1234 frames processed\n",
            "90/1234 frames processed\n",
            "91/1234 frames processed\n",
            "92/1234 frames processed\n",
            "93/1234 frames processed\n",
            "94/1234 frames processed\n",
            "95/1234 frames processed\n",
            "96/1234 frames processed\n",
            "97/1234 frames processed\n",
            "98/1234 frames processed\n",
            "99/1234 frames processed\n",
            "100/1234 frames processed\n",
            "101/1234 frames processed\n",
            "102/1234 frames processed\n",
            "103/1234 frames processed\n",
            "104/1234 frames processed\n",
            "105/1234 frames processed\n",
            "106/1234 frames processed\n",
            "107/1234 frames processed\n",
            "108/1234 frames processed\n",
            "109/1234 frames processed\n",
            "110/1234 frames processed\n",
            "111/1234 frames processed\n",
            "112/1234 frames processed\n",
            "113/1234 frames processed\n",
            "114/1234 frames processed\n",
            "115/1234 frames processed\n",
            "116/1234 frames processed\n",
            "117/1234 frames processed\n",
            "118/1234 frames processed\n",
            "119/1234 frames processed\n",
            "120/1234 frames processed\n",
            "121/1234 frames processed\n",
            "122/1234 frames processed\n",
            "123/1234 frames processed\n",
            "124/1234 frames processed\n",
            "125/1234 frames processed\n",
            "126/1234 frames processed\n",
            "127/1234 frames processed\n",
            "128/1234 frames processed\n",
            "129/1234 frames processed\n",
            "130/1234 frames processed\n",
            "131/1234 frames processed\n",
            "132/1234 frames processed\n",
            "133/1234 frames processed\n",
            "134/1234 frames processed\n",
            "135/1234 frames processed\n",
            "136/1234 frames processed\n",
            "137/1234 frames processed\n",
            "138/1234 frames processed\n",
            "139/1234 frames processed\n",
            "140/1234 frames processed\n",
            "141/1234 frames processed\n",
            "142/1234 frames processed\n",
            "143/1234 frames processed\n",
            "144/1234 frames processed\n",
            "145/1234 frames processed\n",
            "146/1234 frames processed\n",
            "147/1234 frames processed\n",
            "148/1234 frames processed\n",
            "149/1234 frames processed\n",
            "150/1234 frames processed\n",
            "151/1234 frames processed\n",
            "152/1234 frames processed\n",
            "153/1234 frames processed\n",
            "154/1234 frames processed\n",
            "155/1234 frames processed\n",
            "156/1234 frames processed\n",
            "157/1234 frames processed\n",
            "158/1234 frames processed\n",
            "159/1234 frames processed\n",
            "160/1234 frames processed\n",
            "161/1234 frames processed\n",
            "162/1234 frames processed\n",
            "163/1234 frames processed\n",
            "164/1234 frames processed\n",
            "165/1234 frames processed\n",
            "166/1234 frames processed\n",
            "167/1234 frames processed\n",
            "168/1234 frames processed\n",
            "169/1234 frames processed\n",
            "170/1234 frames processed\n",
            "171/1234 frames processed\n",
            "172/1234 frames processed\n",
            "173/1234 frames processed\n",
            "174/1234 frames processed\n",
            "175/1234 frames processed\n",
            "176/1234 frames processed\n",
            "177/1234 frames processed\n",
            "178/1234 frames processed\n",
            "179/1234 frames processed\n",
            "180/1234 frames processed\n",
            "181/1234 frames processed\n",
            "182/1234 frames processed\n",
            "183/1234 frames processed\n",
            "184/1234 frames processed\n",
            "185/1234 frames processed\n",
            "186/1234 frames processed\n",
            "187/1234 frames processed\n",
            "188/1234 frames processed\n",
            "189/1234 frames processed\n",
            "190/1234 frames processed\n",
            "191/1234 frames processed\n",
            "192/1234 frames processed\n",
            "193/1234 frames processed\n",
            "194/1234 frames processed\n",
            "195/1234 frames processed\n",
            "196/1234 frames processed\n",
            "197/1234 frames processed\n",
            "198/1234 frames processed\n",
            "199/1234 frames processed\n",
            "200/1234 frames processed\n",
            "201/1234 frames processed\n",
            "202/1234 frames processed\n",
            "203/1234 frames processed\n",
            "204/1234 frames processed\n",
            "205/1234 frames processed\n",
            "206/1234 frames processed\n",
            "207/1234 frames processed\n",
            "208/1234 frames processed\n",
            "209/1234 frames processed\n",
            "210/1234 frames processed\n",
            "211/1234 frames processed\n",
            "212/1234 frames processed\n",
            "213/1234 frames processed\n",
            "214/1234 frames processed\n",
            "215/1234 frames processed\n",
            "216/1234 frames processed\n",
            "217/1234 frames processed\n",
            "218/1234 frames processed\n",
            "219/1234 frames processed\n",
            "220/1234 frames processed\n",
            "221/1234 frames processed\n",
            "222/1234 frames processed\n",
            "223/1234 frames processed\n",
            "224/1234 frames processed\n",
            "225/1234 frames processed\n",
            "226/1234 frames processed\n",
            "227/1234 frames processed\n",
            "228/1234 frames processed\n",
            "229/1234 frames processed\n",
            "230/1234 frames processed\n",
            "231/1234 frames processed\n",
            "232/1234 frames processed\n",
            "233/1234 frames processed\n",
            "234/1234 frames processed\n",
            "235/1234 frames processed\n",
            "236/1234 frames processed\n",
            "237/1234 frames processed\n",
            "238/1234 frames processed\n",
            "239/1234 frames processed\n",
            "240/1234 frames processed\n",
            "241/1234 frames processed\n",
            "242/1234 frames processed\n",
            "243/1234 frames processed\n",
            "244/1234 frames processed\n",
            "245/1234 frames processed\n",
            "246/1234 frames processed\n",
            "247/1234 frames processed\n",
            "248/1234 frames processed\n",
            "249/1234 frames processed\n",
            "250/1234 frames processed\n",
            "251/1234 frames processed\n",
            "252/1234 frames processed\n",
            "253/1234 frames processed\n",
            "254/1234 frames processed\n",
            "255/1234 frames processed\n",
            "256/1234 frames processed\n",
            "257/1234 frames processed\n",
            "258/1234 frames processed\n",
            "259/1234 frames processed\n",
            "260/1234 frames processed\n",
            "261/1234 frames processed\n",
            "262/1234 frames processed\n",
            "263/1234 frames processed\n",
            "264/1234 frames processed\n",
            "265/1234 frames processed\n",
            "266/1234 frames processed\n",
            "267/1234 frames processed\n",
            "268/1234 frames processed\n",
            "269/1234 frames processed\n",
            "270/1234 frames processed\n",
            "271/1234 frames processed\n",
            "272/1234 frames processed\n",
            "273/1234 frames processed\n",
            "274/1234 frames processed\n",
            "275/1234 frames processed\n",
            "276/1234 frames processed\n",
            "277/1234 frames processed\n",
            "278/1234 frames processed\n",
            "279/1234 frames processed\n",
            "280/1234 frames processed\n",
            "281/1234 frames processed\n",
            "282/1234 frames processed\n",
            "283/1234 frames processed\n",
            "284/1234 frames processed\n",
            "285/1234 frames processed\n",
            "286/1234 frames processed\n",
            "287/1234 frames processed\n",
            "288/1234 frames processed\n",
            "289/1234 frames processed\n",
            "290/1234 frames processed\n",
            "291/1234 frames processed\n",
            "292/1234 frames processed\n",
            "293/1234 frames processed\n",
            "294/1234 frames processed\n",
            "295/1234 frames processed\n",
            "296/1234 frames processed\n",
            "297/1234 frames processed\n",
            "298/1234 frames processed\n",
            "299/1234 frames processed\n",
            "300/1234 frames processed\n",
            "301/1234 frames processed\n",
            "302/1234 frames processed\n",
            "303/1234 frames processed\n",
            "304/1234 frames processed\n",
            "305/1234 frames processed\n",
            "306/1234 frames processed\n",
            "307/1234 frames processed\n",
            "308/1234 frames processed\n",
            "309/1234 frames processed\n",
            "310/1234 frames processed\n",
            "311/1234 frames processed\n",
            "312/1234 frames processed\n",
            "313/1234 frames processed\n",
            "314/1234 frames processed\n",
            "315/1234 frames processed\n",
            "316/1234 frames processed\n",
            "317/1234 frames processed\n",
            "318/1234 frames processed\n",
            "319/1234 frames processed\n",
            "320/1234 frames processed\n",
            "321/1234 frames processed\n",
            "322/1234 frames processed\n",
            "323/1234 frames processed\n",
            "324/1234 frames processed\n",
            "325/1234 frames processed\n",
            "326/1234 frames processed\n",
            "327/1234 frames processed\n",
            "328/1234 frames processed\n",
            "329/1234 frames processed\n",
            "330/1234 frames processed\n",
            "331/1234 frames processed\n",
            "332/1234 frames processed\n",
            "333/1234 frames processed\n",
            "334/1234 frames processed\n",
            "335/1234 frames processed\n",
            "336/1234 frames processed\n",
            "337/1234 frames processed\n",
            "338/1234 frames processed\n",
            "339/1234 frames processed\n",
            "340/1234 frames processed\n",
            "341/1234 frames processed\n",
            "342/1234 frames processed\n",
            "343/1234 frames processed\n",
            "344/1234 frames processed\n",
            "345/1234 frames processed\n",
            "346/1234 frames processed\n",
            "347/1234 frames processed\n",
            "348/1234 frames processed\n",
            "349/1234 frames processed\n",
            "350/1234 frames processed\n",
            "351/1234 frames processed\n",
            "352/1234 frames processed\n",
            "353/1234 frames processed\n",
            "354/1234 frames processed\n",
            "355/1234 frames processed\n",
            "356/1234 frames processed\n",
            "357/1234 frames processed\n",
            "358/1234 frames processed\n",
            "359/1234 frames processed\n",
            "360/1234 frames processed\n",
            "361/1234 frames processed\n",
            "362/1234 frames processed\n",
            "363/1234 frames processed\n",
            "364/1234 frames processed\n",
            "365/1234 frames processed\n",
            "366/1234 frames processed\n",
            "367/1234 frames processed\n",
            "368/1234 frames processed\n",
            "369/1234 frames processed\n",
            "370/1234 frames processed\n",
            "371/1234 frames processed\n",
            "372/1234 frames processed\n",
            "373/1234 frames processed\n",
            "374/1234 frames processed\n",
            "375/1234 frames processed\n",
            "376/1234 frames processed\n",
            "377/1234 frames processed\n",
            "378/1234 frames processed\n",
            "379/1234 frames processed\n",
            "380/1234 frames processed\n",
            "381/1234 frames processed\n",
            "382/1234 frames processed\n",
            "383/1234 frames processed\n",
            "384/1234 frames processed\n",
            "385/1234 frames processed\n",
            "386/1234 frames processed\n",
            "387/1234 frames processed\n",
            "388/1234 frames processed\n",
            "389/1234 frames processed\n",
            "390/1234 frames processed\n",
            "391/1234 frames processed\n",
            "392/1234 frames processed\n",
            "393/1234 frames processed\n",
            "394/1234 frames processed\n",
            "395/1234 frames processed\n",
            "396/1234 frames processed\n",
            "397/1234 frames processed\n",
            "398/1234 frames processed\n",
            "399/1234 frames processed\n",
            "400/1234 frames processed\n",
            "401/1234 frames processed\n",
            "402/1234 frames processed\n",
            "403/1234 frames processed\n",
            "404/1234 frames processed\n",
            "405/1234 frames processed\n",
            "406/1234 frames processed\n",
            "407/1234 frames processed\n",
            "408/1234 frames processed\n",
            "409/1234 frames processed\n",
            "410/1234 frames processed\n",
            "411/1234 frames processed\n",
            "412/1234 frames processed\n",
            "413/1234 frames processed\n",
            "414/1234 frames processed\n",
            "415/1234 frames processed\n",
            "416/1234 frames processed\n",
            "417/1234 frames processed\n",
            "418/1234 frames processed\n",
            "419/1234 frames processed\n",
            "420/1234 frames processed\n",
            "421/1234 frames processed\n",
            "422/1234 frames processed\n",
            "423/1234 frames processed\n",
            "424/1234 frames processed\n",
            "425/1234 frames processed\n",
            "426/1234 frames processed\n",
            "427/1234 frames processed\n",
            "428/1234 frames processed\n",
            "429/1234 frames processed\n",
            "430/1234 frames processed\n",
            "431/1234 frames processed\n",
            "432/1234 frames processed\n",
            "433/1234 frames processed\n",
            "434/1234 frames processed\n",
            "435/1234 frames processed\n",
            "436/1234 frames processed\n",
            "437/1234 frames processed\n",
            "438/1234 frames processed\n",
            "439/1234 frames processed\n",
            "440/1234 frames processed\n",
            "441/1234 frames processed\n",
            "442/1234 frames processed\n",
            "443/1234 frames processed\n",
            "444/1234 frames processed\n",
            "445/1234 frames processed\n",
            "446/1234 frames processed\n",
            "447/1234 frames processed\n",
            "448/1234 frames processed\n",
            "449/1234 frames processed\n",
            "450/1234 frames processed\n",
            "451/1234 frames processed\n",
            "452/1234 frames processed\n",
            "453/1234 frames processed\n",
            "454/1234 frames processed\n",
            "455/1234 frames processed\n",
            "456/1234 frames processed\n",
            "457/1234 frames processed\n",
            "458/1234 frames processed\n",
            "459/1234 frames processed\n",
            "460/1234 frames processed\n",
            "461/1234 frames processed\n",
            "462/1234 frames processed\n",
            "463/1234 frames processed\n",
            "464/1234 frames processed\n",
            "465/1234 frames processed\n",
            "466/1234 frames processed\n",
            "467/1234 frames processed\n",
            "468/1234 frames processed\n",
            "469/1234 frames processed\n",
            "470/1234 frames processed\n",
            "471/1234 frames processed\n",
            "472/1234 frames processed\n",
            "473/1234 frames processed\n",
            "474/1234 frames processed\n",
            "475/1234 frames processed\n",
            "476/1234 frames processed\n",
            "477/1234 frames processed\n",
            "478/1234 frames processed\n",
            "479/1234 frames processed\n",
            "480/1234 frames processed\n",
            "481/1234 frames processed\n",
            "482/1234 frames processed\n",
            "483/1234 frames processed\n",
            "484/1234 frames processed\n",
            "485/1234 frames processed\n",
            "486/1234 frames processed\n",
            "487/1234 frames processed\n",
            "488/1234 frames processed\n",
            "489/1234 frames processed\n",
            "490/1234 frames processed\n",
            "491/1234 frames processed\n",
            "492/1234 frames processed\n",
            "493/1234 frames processed\n",
            "494/1234 frames processed\n",
            "495/1234 frames processed\n",
            "496/1234 frames processed\n",
            "497/1234 frames processed\n",
            "498/1234 frames processed\n",
            "499/1234 frames processed\n",
            "500/1234 frames processed\n",
            "501/1234 frames processed\n",
            "502/1234 frames processed\n",
            "503/1234 frames processed\n",
            "504/1234 frames processed\n",
            "505/1234 frames processed\n",
            "506/1234 frames processed\n",
            "507/1234 frames processed\n",
            "508/1234 frames processed\n",
            "509/1234 frames processed\n",
            "510/1234 frames processed\n",
            "511/1234 frames processed\n",
            "512/1234 frames processed\n",
            "513/1234 frames processed\n",
            "514/1234 frames processed\n",
            "515/1234 frames processed\n",
            "516/1234 frames processed\n",
            "517/1234 frames processed\n",
            "518/1234 frames processed\n",
            "519/1234 frames processed\n",
            "520/1234 frames processed\n",
            "521/1234 frames processed\n",
            "522/1234 frames processed\n",
            "523/1234 frames processed\n",
            "524/1234 frames processed\n",
            "525/1234 frames processed\n",
            "526/1234 frames processed\n",
            "527/1234 frames processed\n",
            "528/1234 frames processed\n",
            "529/1234 frames processed\n",
            "530/1234 frames processed\n",
            "531/1234 frames processed\n",
            "532/1234 frames processed\n",
            "533/1234 frames processed\n",
            "534/1234 frames processed\n",
            "535/1234 frames processed\n",
            "536/1234 frames processed\n",
            "537/1234 frames processed\n",
            "538/1234 frames processed\n",
            "539/1234 frames processed\n",
            "540/1234 frames processed\n",
            "541/1234 frames processed\n",
            "542/1234 frames processed\n",
            "543/1234 frames processed\n",
            "544/1234 frames processed\n",
            "545/1234 frames processed\n",
            "546/1234 frames processed\n",
            "547/1234 frames processed\n",
            "548/1234 frames processed\n",
            "549/1234 frames processed\n",
            "550/1234 frames processed\n",
            "551/1234 frames processed\n",
            "552/1234 frames processed\n",
            "553/1234 frames processed\n",
            "554/1234 frames processed\n",
            "555/1234 frames processed\n",
            "556/1234 frames processed\n",
            "557/1234 frames processed\n",
            "558/1234 frames processed\n",
            "559/1234 frames processed\n",
            "560/1234 frames processed\n",
            "561/1234 frames processed\n",
            "562/1234 frames processed\n",
            "563/1234 frames processed\n",
            "564/1234 frames processed\n",
            "565/1234 frames processed\n",
            "566/1234 frames processed\n",
            "567/1234 frames processed\n",
            "568/1234 frames processed\n",
            "569/1234 frames processed\n",
            "570/1234 frames processed\n",
            "571/1234 frames processed\n",
            "572/1234 frames processed\n",
            "573/1234 frames processed\n",
            "574/1234 frames processed\n",
            "575/1234 frames processed\n",
            "576/1234 frames processed\n",
            "577/1234 frames processed\n",
            "578/1234 frames processed\n",
            "579/1234 frames processed\n",
            "580/1234 frames processed\n",
            "581/1234 frames processed\n",
            "582/1234 frames processed\n",
            "583/1234 frames processed\n",
            "584/1234 frames processed\n",
            "585/1234 frames processed\n",
            "586/1234 frames processed\n",
            "587/1234 frames processed\n",
            "588/1234 frames processed\n",
            "589/1234 frames processed\n",
            "590/1234 frames processed\n",
            "591/1234 frames processed\n",
            "592/1234 frames processed\n",
            "593/1234 frames processed\n",
            "594/1234 frames processed\n",
            "595/1234 frames processed\n",
            "596/1234 frames processed\n",
            "597/1234 frames processed\n",
            "598/1234 frames processed\n",
            "599/1234 frames processed\n",
            "600/1234 frames processed\n",
            "601/1234 frames processed\n",
            "602/1234 frames processed\n",
            "603/1234 frames processed\n",
            "604/1234 frames processed\n",
            "605/1234 frames processed\n",
            "606/1234 frames processed\n",
            "607/1234 frames processed\n",
            "608/1234 frames processed\n",
            "609/1234 frames processed\n",
            "610/1234 frames processed\n",
            "611/1234 frames processed\n",
            "612/1234 frames processed\n",
            "613/1234 frames processed\n",
            "614/1234 frames processed\n",
            "615/1234 frames processed\n",
            "616/1234 frames processed\n",
            "617/1234 frames processed\n",
            "618/1234 frames processed\n",
            "619/1234 frames processed\n",
            "620/1234 frames processed\n",
            "621/1234 frames processed\n",
            "622/1234 frames processed\n",
            "623/1234 frames processed\n",
            "624/1234 frames processed\n",
            "625/1234 frames processed\n",
            "626/1234 frames processed\n",
            "627/1234 frames processed\n",
            "628/1234 frames processed\n",
            "629/1234 frames processed\n",
            "630/1234 frames processed\n",
            "631/1234 frames processed\n",
            "632/1234 frames processed\n",
            "633/1234 frames processed\n",
            "634/1234 frames processed\n",
            "635/1234 frames processed\n",
            "636/1234 frames processed\n",
            "637/1234 frames processed\n",
            "638/1234 frames processed\n",
            "639/1234 frames processed\n",
            "640/1234 frames processed\n",
            "641/1234 frames processed\n",
            "642/1234 frames processed\n",
            "643/1234 frames processed\n",
            "644/1234 frames processed\n",
            "645/1234 frames processed\n",
            "646/1234 frames processed\n",
            "647/1234 frames processed\n",
            "648/1234 frames processed\n",
            "649/1234 frames processed\n",
            "650/1234 frames processed\n",
            "651/1234 frames processed\n",
            "652/1234 frames processed\n",
            "653/1234 frames processed\n",
            "654/1234 frames processed\n",
            "655/1234 frames processed\n",
            "656/1234 frames processed\n",
            "657/1234 frames processed\n",
            "658/1234 frames processed\n",
            "659/1234 frames processed\n",
            "660/1234 frames processed\n",
            "661/1234 frames processed\n",
            "662/1234 frames processed\n",
            "663/1234 frames processed\n",
            "664/1234 frames processed\n",
            "665/1234 frames processed\n",
            "666/1234 frames processed\n",
            "667/1234 frames processed\n",
            "668/1234 frames processed\n",
            "669/1234 frames processed\n",
            "670/1234 frames processed\n",
            "671/1234 frames processed\n",
            "672/1234 frames processed\n",
            "673/1234 frames processed\n",
            "674/1234 frames processed\n",
            "675/1234 frames processed\n",
            "676/1234 frames processed\n",
            "677/1234 frames processed\n",
            "678/1234 frames processed\n",
            "679/1234 frames processed\n",
            "680/1234 frames processed\n",
            "681/1234 frames processed\n",
            "682/1234 frames processed\n",
            "683/1234 frames processed\n",
            "684/1234 frames processed\n",
            "685/1234 frames processed\n",
            "686/1234 frames processed\n",
            "687/1234 frames processed\n",
            "688/1234 frames processed\n",
            "689/1234 frames processed\n",
            "690/1234 frames processed\n",
            "691/1234 frames processed\n",
            "692/1234 frames processed\n",
            "693/1234 frames processed\n",
            "694/1234 frames processed\n",
            "695/1234 frames processed\n",
            "696/1234 frames processed\n",
            "697/1234 frames processed\n",
            "698/1234 frames processed\n",
            "699/1234 frames processed\n",
            "700/1234 frames processed\n",
            "701/1234 frames processed\n",
            "702/1234 frames processed\n",
            "703/1234 frames processed\n",
            "704/1234 frames processed\n",
            "705/1234 frames processed\n",
            "706/1234 frames processed\n",
            "707/1234 frames processed\n",
            "708/1234 frames processed\n",
            "709/1234 frames processed\n",
            "710/1234 frames processed\n",
            "711/1234 frames processed\n",
            "712/1234 frames processed\n",
            "713/1234 frames processed\n",
            "714/1234 frames processed\n",
            "715/1234 frames processed\n",
            "716/1234 frames processed\n",
            "717/1234 frames processed\n",
            "718/1234 frames processed\n",
            "719/1234 frames processed\n",
            "720/1234 frames processed\n",
            "721/1234 frames processed\n",
            "722/1234 frames processed\n",
            "723/1234 frames processed\n",
            "724/1234 frames processed\n",
            "725/1234 frames processed\n",
            "726/1234 frames processed\n",
            "727/1234 frames processed\n",
            "728/1234 frames processed\n",
            "729/1234 frames processed\n",
            "730/1234 frames processed\n",
            "731/1234 frames processed\n",
            "732/1234 frames processed\n",
            "733/1234 frames processed\n",
            "734/1234 frames processed\n",
            "735/1234 frames processed\n",
            "736/1234 frames processed\n",
            "737/1234 frames processed\n",
            "738/1234 frames processed\n",
            "739/1234 frames processed\n",
            "740/1234 frames processed\n",
            "741/1234 frames processed\n",
            "742/1234 frames processed\n",
            "743/1234 frames processed\n",
            "744/1234 frames processed\n",
            "745/1234 frames processed\n",
            "746/1234 frames processed\n",
            "747/1234 frames processed\n",
            "748/1234 frames processed\n",
            "749/1234 frames processed\n",
            "750/1234 frames processed\n",
            "751/1234 frames processed\n",
            "752/1234 frames processed\n",
            "753/1234 frames processed\n",
            "754/1234 frames processed\n",
            "755/1234 frames processed\n",
            "756/1234 frames processed\n",
            "757/1234 frames processed\n",
            "758/1234 frames processed\n",
            "759/1234 frames processed\n",
            "760/1234 frames processed\n",
            "761/1234 frames processed\n",
            "762/1234 frames processed\n",
            "763/1234 frames processed\n",
            "764/1234 frames processed\n",
            "765/1234 frames processed\n",
            "766/1234 frames processed\n",
            "767/1234 frames processed\n",
            "768/1234 frames processed\n",
            "769/1234 frames processed\n",
            "770/1234 frames processed\n",
            "771/1234 frames processed\n",
            "772/1234 frames processed\n",
            "773/1234 frames processed\n",
            "774/1234 frames processed\n",
            "775/1234 frames processed\n",
            "776/1234 frames processed\n",
            "777/1234 frames processed\n",
            "778/1234 frames processed\n",
            "779/1234 frames processed\n",
            "780/1234 frames processed\n",
            "781/1234 frames processed\n",
            "782/1234 frames processed\n",
            "783/1234 frames processed\n",
            "784/1234 frames processed\n",
            "785/1234 frames processed\n",
            "786/1234 frames processed\n",
            "787/1234 frames processed\n",
            "788/1234 frames processed\n",
            "789/1234 frames processed\n",
            "790/1234 frames processed\n",
            "791/1234 frames processed\n",
            "792/1234 frames processed\n",
            "793/1234 frames processed\n",
            "794/1234 frames processed\n",
            "795/1234 frames processed\n",
            "796/1234 frames processed\n",
            "797/1234 frames processed\n",
            "798/1234 frames processed\n",
            "799/1234 frames processed\n",
            "800/1234 frames processed\n",
            "801/1234 frames processed\n",
            "802/1234 frames processed\n",
            "803/1234 frames processed\n",
            "804/1234 frames processed\n",
            "805/1234 frames processed\n",
            "806/1234 frames processed\n",
            "807/1234 frames processed\n",
            "808/1234 frames processed\n",
            "809/1234 frames processed\n",
            "810/1234 frames processed\n",
            "811/1234 frames processed\n",
            "812/1234 frames processed\n",
            "813/1234 frames processed\n",
            "814/1234 frames processed\n",
            "815/1234 frames processed\n",
            "816/1234 frames processed\n",
            "817/1234 frames processed\n",
            "818/1234 frames processed\n",
            "819/1234 frames processed\n",
            "820/1234 frames processed\n",
            "821/1234 frames processed\n",
            "822/1234 frames processed\n",
            "823/1234 frames processed\n",
            "824/1234 frames processed\n",
            "825/1234 frames processed\n",
            "826/1234 frames processed\n",
            "827/1234 frames processed\n",
            "828/1234 frames processed\n",
            "829/1234 frames processed\n",
            "830/1234 frames processed\n",
            "831/1234 frames processed\n",
            "832/1234 frames processed\n",
            "833/1234 frames processed\n",
            "834/1234 frames processed\n",
            "835/1234 frames processed\n",
            "836/1234 frames processed\n",
            "837/1234 frames processed\n",
            "838/1234 frames processed\n",
            "839/1234 frames processed\n",
            "840/1234 frames processed\n",
            "841/1234 frames processed\n",
            "842/1234 frames processed\n",
            "843/1234 frames processed\n",
            "844/1234 frames processed\n",
            "845/1234 frames processed\n",
            "846/1234 frames processed\n",
            "847/1234 frames processed\n",
            "848/1234 frames processed\n",
            "849/1234 frames processed\n",
            "850/1234 frames processed\n",
            "851/1234 frames processed\n",
            "852/1234 frames processed\n",
            "853/1234 frames processed\n",
            "854/1234 frames processed\n",
            "855/1234 frames processed\n",
            "856/1234 frames processed\n",
            "857/1234 frames processed\n",
            "858/1234 frames processed\n",
            "859/1234 frames processed\n",
            "860/1234 frames processed\n",
            "861/1234 frames processed\n",
            "862/1234 frames processed\n",
            "863/1234 frames processed\n",
            "864/1234 frames processed\n",
            "865/1234 frames processed\n",
            "866/1234 frames processed\n",
            "867/1234 frames processed\n",
            "868/1234 frames processed\n",
            "869/1234 frames processed\n",
            "870/1234 frames processed\n",
            "871/1234 frames processed\n",
            "872/1234 frames processed\n",
            "873/1234 frames processed\n",
            "874/1234 frames processed\n",
            "875/1234 frames processed\n",
            "876/1234 frames processed\n",
            "877/1234 frames processed\n",
            "878/1234 frames processed\n",
            "879/1234 frames processed\n",
            "880/1234 frames processed\n",
            "881/1234 frames processed\n",
            "882/1234 frames processed\n",
            "883/1234 frames processed\n",
            "884/1234 frames processed\n",
            "885/1234 frames processed\n",
            "886/1234 frames processed\n",
            "887/1234 frames processed\n",
            "888/1234 frames processed\n",
            "889/1234 frames processed\n",
            "890/1234 frames processed\n",
            "891/1234 frames processed\n",
            "892/1234 frames processed\n",
            "893/1234 frames processed\n",
            "894/1234 frames processed\n",
            "895/1234 frames processed\n",
            "896/1234 frames processed\n",
            "897/1234 frames processed\n",
            "898/1234 frames processed\n",
            "899/1234 frames processed\n",
            "900/1234 frames processed\n",
            "901/1234 frames processed\n",
            "902/1234 frames processed\n",
            "903/1234 frames processed\n",
            "904/1234 frames processed\n",
            "905/1234 frames processed\n",
            "906/1234 frames processed\n",
            "907/1234 frames processed\n",
            "908/1234 frames processed\n",
            "909/1234 frames processed\n",
            "910/1234 frames processed\n",
            "911/1234 frames processed\n",
            "912/1234 frames processed\n",
            "913/1234 frames processed\n",
            "914/1234 frames processed\n",
            "915/1234 frames processed\n",
            "916/1234 frames processed\n",
            "917/1234 frames processed\n",
            "918/1234 frames processed\n",
            "919/1234 frames processed\n",
            "920/1234 frames processed\n",
            "921/1234 frames processed\n",
            "922/1234 frames processed\n",
            "923/1234 frames processed\n",
            "924/1234 frames processed\n",
            "925/1234 frames processed\n",
            "926/1234 frames processed\n",
            "927/1234 frames processed\n",
            "928/1234 frames processed\n",
            "929/1234 frames processed\n",
            "930/1234 frames processed\n",
            "931/1234 frames processed\n",
            "932/1234 frames processed\n",
            "933/1234 frames processed\n",
            "934/1234 frames processed\n",
            "935/1234 frames processed\n",
            "936/1234 frames processed\n",
            "937/1234 frames processed\n",
            "938/1234 frames processed\n",
            "939/1234 frames processed\n",
            "940/1234 frames processed\n",
            "941/1234 frames processed\n",
            "942/1234 frames processed\n",
            "943/1234 frames processed\n",
            "944/1234 frames processed\n",
            "945/1234 frames processed\n",
            "946/1234 frames processed\n",
            "947/1234 frames processed\n",
            "948/1234 frames processed\n",
            "949/1234 frames processed\n",
            "950/1234 frames processed\n",
            "951/1234 frames processed\n",
            "952/1234 frames processed\n",
            "953/1234 frames processed\n",
            "954/1234 frames processed\n",
            "955/1234 frames processed\n",
            "956/1234 frames processed\n",
            "957/1234 frames processed\n",
            "958/1234 frames processed\n",
            "959/1234 frames processed\n",
            "960/1234 frames processed\n",
            "961/1234 frames processed\n",
            "962/1234 frames processed\n",
            "963/1234 frames processed\n",
            "964/1234 frames processed\n",
            "965/1234 frames processed\n",
            "966/1234 frames processed\n",
            "967/1234 frames processed\n",
            "968/1234 frames processed\n",
            "969/1234 frames processed\n",
            "970/1234 frames processed\n",
            "971/1234 frames processed\n",
            "972/1234 frames processed\n",
            "973/1234 frames processed\n",
            "974/1234 frames processed\n",
            "975/1234 frames processed\n",
            "976/1234 frames processed\n",
            "977/1234 frames processed\n",
            "978/1234 frames processed\n",
            "979/1234 frames processed\n",
            "980/1234 frames processed\n",
            "981/1234 frames processed\n",
            "982/1234 frames processed\n",
            "983/1234 frames processed\n",
            "984/1234 frames processed\n",
            "985/1234 frames processed\n",
            "986/1234 frames processed\n",
            "987/1234 frames processed\n",
            "988/1234 frames processed\n",
            "989/1234 frames processed\n",
            "990/1234 frames processed\n",
            "991/1234 frames processed\n",
            "992/1234 frames processed\n",
            "993/1234 frames processed\n",
            "994/1234 frames processed\n",
            "995/1234 frames processed\n",
            "996/1234 frames processed\n",
            "997/1234 frames processed\n",
            "998/1234 frames processed\n",
            "999/1234 frames processed\n",
            "1000/1234 frames processed\n",
            "1001/1234 frames processed\n",
            "1002/1234 frames processed\n",
            "1003/1234 frames processed\n",
            "1004/1234 frames processed\n",
            "1005/1234 frames processed\n",
            "1006/1234 frames processed\n",
            "1007/1234 frames processed\n",
            "1008/1234 frames processed\n",
            "1009/1234 frames processed\n",
            "1010/1234 frames processed\n",
            "1011/1234 frames processed\n",
            "1012/1234 frames processed\n",
            "1013/1234 frames processed\n",
            "1014/1234 frames processed\n",
            "1015/1234 frames processed\n",
            "1016/1234 frames processed\n",
            "1017/1234 frames processed\n",
            "1018/1234 frames processed\n",
            "1019/1234 frames processed\n",
            "1020/1234 frames processed\n",
            "1021/1234 frames processed\n",
            "1022/1234 frames processed\n",
            "1023/1234 frames processed\n",
            "1024/1234 frames processed\n",
            "1025/1234 frames processed\n",
            "1026/1234 frames processed\n",
            "1027/1234 frames processed\n",
            "1028/1234 frames processed\n",
            "1029/1234 frames processed\n",
            "1030/1234 frames processed\n",
            "1031/1234 frames processed\n",
            "1032/1234 frames processed\n",
            "1033/1234 frames processed\n",
            "1034/1234 frames processed\n",
            "1035/1234 frames processed\n",
            "1036/1234 frames processed\n",
            "1037/1234 frames processed\n",
            "1038/1234 frames processed\n",
            "1039/1234 frames processed\n",
            "1040/1234 frames processed\n",
            "1041/1234 frames processed\n",
            "1042/1234 frames processed\n",
            "1043/1234 frames processed\n",
            "1044/1234 frames processed\n",
            "1045/1234 frames processed\n",
            "1046/1234 frames processed\n",
            "1047/1234 frames processed\n",
            "1048/1234 frames processed\n",
            "1049/1234 frames processed\n",
            "1050/1234 frames processed\n",
            "1051/1234 frames processed\n",
            "1052/1234 frames processed\n",
            "1053/1234 frames processed\n",
            "1054/1234 frames processed\n",
            "1055/1234 frames processed\n",
            "1056/1234 frames processed\n",
            "1057/1234 frames processed\n",
            "1058/1234 frames processed\n",
            "1059/1234 frames processed\n",
            "1060/1234 frames processed\n",
            "1061/1234 frames processed\n",
            "1062/1234 frames processed\n",
            "1063/1234 frames processed\n",
            "1064/1234 frames processed\n",
            "1065/1234 frames processed\n",
            "1066/1234 frames processed\n",
            "1067/1234 frames processed\n",
            "1068/1234 frames processed\n",
            "1069/1234 frames processed\n",
            "1070/1234 frames processed\n",
            "1071/1234 frames processed\n",
            "1072/1234 frames processed\n",
            "1073/1234 frames processed\n",
            "1074/1234 frames processed\n",
            "1075/1234 frames processed\n",
            "1076/1234 frames processed\n",
            "1077/1234 frames processed\n",
            "1078/1234 frames processed\n",
            "1079/1234 frames processed\n",
            "1080/1234 frames processed\n",
            "1081/1234 frames processed\n",
            "1082/1234 frames processed\n",
            "1083/1234 frames processed\n",
            "1084/1234 frames processed\n",
            "1085/1234 frames processed\n",
            "1086/1234 frames processed\n",
            "1087/1234 frames processed\n",
            "1088/1234 frames processed\n",
            "1089/1234 frames processed\n",
            "1090/1234 frames processed\n",
            "1091/1234 frames processed\n",
            "1092/1234 frames processed\n",
            "1093/1234 frames processed\n",
            "1094/1234 frames processed\n",
            "1095/1234 frames processed\n",
            "1096/1234 frames processed\n",
            "1097/1234 frames processed\n",
            "1098/1234 frames processed\n",
            "1099/1234 frames processed\n",
            "1100/1234 frames processed\n",
            "1101/1234 frames processed\n",
            "1102/1234 frames processed\n",
            "1103/1234 frames processed\n",
            "1104/1234 frames processed\n",
            "1105/1234 frames processed\n",
            "1106/1234 frames processed\n",
            "1107/1234 frames processed\n",
            "1108/1234 frames processed\n",
            "1109/1234 frames processed\n",
            "1110/1234 frames processed\n",
            "1111/1234 frames processed\n",
            "1112/1234 frames processed\n",
            "1113/1234 frames processed\n",
            "1114/1234 frames processed\n",
            "1115/1234 frames processed\n",
            "1116/1234 frames processed\n",
            "1117/1234 frames processed\n",
            "1118/1234 frames processed\n",
            "1119/1234 frames processed\n",
            "1120/1234 frames processed\n",
            "1121/1234 frames processed\n",
            "1122/1234 frames processed\n",
            "1123/1234 frames processed\n",
            "1124/1234 frames processed\n",
            "1125/1234 frames processed\n",
            "1126/1234 frames processed\n",
            "1127/1234 frames processed\n",
            "1128/1234 frames processed\n",
            "1129/1234 frames processed\n",
            "1130/1234 frames processed\n",
            "1131/1234 frames processed\n",
            "1132/1234 frames processed\n",
            "1133/1234 frames processed\n",
            "1134/1234 frames processed\n",
            "1135/1234 frames processed\n",
            "1136/1234 frames processed\n",
            "1137/1234 frames processed\n",
            "1138/1234 frames processed\n",
            "1139/1234 frames processed\n",
            "1140/1234 frames processed\n",
            "1141/1234 frames processed\n",
            "1142/1234 frames processed\n",
            "1143/1234 frames processed\n",
            "1144/1234 frames processed\n",
            "1145/1234 frames processed\n",
            "1146/1234 frames processed\n",
            "1147/1234 frames processed\n",
            "1148/1234 frames processed\n",
            "1149/1234 frames processed\n",
            "1150/1234 frames processed\n",
            "1151/1234 frames processed\n",
            "1152/1234 frames processed\n",
            "1153/1234 frames processed\n",
            "1154/1234 frames processed\n",
            "1155/1234 frames processed\n",
            "1156/1234 frames processed\n",
            "1157/1234 frames processed\n",
            "1158/1234 frames processed\n",
            "1159/1234 frames processed\n",
            "1160/1234 frames processed\n",
            "1161/1234 frames processed\n",
            "1162/1234 frames processed\n",
            "1163/1234 frames processed\n",
            "1164/1234 frames processed\n",
            "1165/1234 frames processed\n",
            "1166/1234 frames processed\n",
            "1167/1234 frames processed\n",
            "1168/1234 frames processed\n",
            "1169/1234 frames processed\n",
            "1170/1234 frames processed\n",
            "1171/1234 frames processed\n",
            "1172/1234 frames processed\n",
            "1173/1234 frames processed\n",
            "1174/1234 frames processed\n",
            "1175/1234 frames processed\n",
            "1176/1234 frames processed\n",
            "1177/1234 frames processed\n",
            "1178/1234 frames processed\n",
            "1179/1234 frames processed\n",
            "1180/1234 frames processed\n",
            "1181/1234 frames processed\n",
            "1182/1234 frames processed\n",
            "1183/1234 frames processed\n",
            "1184/1234 frames processed\n",
            "1185/1234 frames processed\n",
            "1186/1234 frames processed\n",
            "1187/1234 frames processed\n",
            "1188/1234 frames processed\n",
            "1189/1234 frames processed\n",
            "1190/1234 frames processed\n",
            "1191/1234 frames processed\n",
            "1192/1234 frames processed\n",
            "1193/1234 frames processed\n",
            "1194/1234 frames processed\n",
            "1195/1234 frames processed\n",
            "1196/1234 frames processed\n",
            "1197/1234 frames processed\n",
            "1198/1234 frames processed\n",
            "1199/1234 frames processed\n",
            "1200/1234 frames processed\n",
            "1201/1234 frames processed\n",
            "1202/1234 frames processed\n",
            "1203/1234 frames processed\n",
            "1204/1234 frames processed\n",
            "1205/1234 frames processed\n",
            "1206/1234 frames processed\n",
            "1207/1234 frames processed\n",
            "1208/1234 frames processed\n",
            "1209/1234 frames processed\n",
            "1210/1234 frames processed\n",
            "1211/1234 frames processed\n",
            "1212/1234 frames processed\n",
            "1213/1234 frames processed\n",
            "1214/1234 frames processed\n",
            "1215/1234 frames processed\n",
            "1216/1234 frames processed\n",
            "1217/1234 frames processed\n",
            "1218/1234 frames processed\n",
            "1219/1234 frames processed\n",
            "1220/1234 frames processed\n",
            "1221/1234 frames processed\n",
            "1222/1234 frames processed\n",
            "1223/1234 frames processed\n",
            "1224/1234 frames processed\n",
            "1225/1234 frames processed\n",
            "1226/1234 frames processed\n",
            "1227/1234 frames processed\n",
            "1228/1234 frames processed\n",
            "1229/1234 frames processed\n",
            "1230/1234 frames processed\n",
            "1231/1234 frames processed\n",
            "1232/1234 frames processed\n",
            "1233/1234 frames processed\n",
            "1234/1234 frames processed\n"
          ]
        }
      ],
      "source": [
        "# Initializing video object\n",
        "video = cv2.VideoCapture(video_path)\n",
        "\n",
        "\n",
        "#Video information\n",
        "fps = video.get(cv2.CAP_PROP_FPS)\n",
        "w = int(video.get(cv2.CAP_PROP_FRAME_WIDTH))\n",
        "h = int(video.get(cv2.CAP_PROP_FRAME_HEIGHT))\n",
        "nframes = int(video.get(cv2.CAP_PROP_FRAME_COUNT))\n",
        "\n",
        "# Initialzing object for writing video output\n",
        "output = cv2.VideoWriter('output.mp4', cv2.VideoWriter_fourcc(*'DIVX'),fps , (w,h))\n",
        "torch.cuda.empty_cache()\n",
        "# Initializing model and setting it for inference\n",
        "with torch.no_grad():\n",
        "  weights, imgsz = opt['weights'], opt['img-size']\n",
        "  set_logging()\n",
        "  device = select_device(opt['device'])\n",
        "  half = device.type != 'cpu'\n",
        "  model = attempt_load(weights, map_location=device)  # load FP32 model\n",
        "  stride = int(model.stride.max())  # model stride\n",
        "  imgsz = check_img_size(imgsz, s=stride)  # check img_size\n",
        "  if half:\n",
        "    model.half()\n",
        "\n",
        "  names = model.module.names if hasattr(model, 'module') else model.names\n",
        "  colors = [[random.randint(0, 255) for _ in range(3)] for _ in names]\n",
        "  if device.type != 'cpu':\n",
        "    model(torch.zeros(1, 3, imgsz, imgsz).to(device).type_as(next(model.parameters())))\n",
        "\n",
        "  classes = None\n",
        "  if opt['classes']:\n",
        "    classes = []\n",
        "    for class_name in opt['classes']:\n",
        "      classes.append(opt['classes'].index(class_name))\n",
        "\n",
        "  for j in range(nframes):\n",
        "\n",
        "      ret, img0 = video.read()\n",
        "      if ret:\n",
        "        img = letterbox(img0, imgsz, stride=stride)[0]\n",
        "        img = img[:, :, ::-1].transpose(2, 0, 1)  # BGR to RGB, to 3x416x416\n",
        "        img = np.ascontiguousarray(img)\n",
        "        img = torch.from_numpy(img).to(device)\n",
        "        img = img.half() if half else img.float()  # uint8 to fp16/32\n",
        "        img /= 255.0  # 0 - 255 to 0.0 - 1.0\n",
        "        if img.ndimension() == 3:\n",
        "          img = img.unsqueeze(0)\n",
        "\n",
        "        # Inference\n",
        "        t1 = time_synchronized()\n",
        "        pred = model(img, augment= False)[0]\n",
        "\n",
        "        \n",
        "        pred = non_max_suppression(pred, opt['conf-thres'], opt['iou-thres'], classes= classes, agnostic= False)\n",
        "        t2 = time_synchronized()\n",
        "        for i, det in enumerate(pred):\n",
        "          s = ''\n",
        "          s += '%gx%g ' % img.shape[2:]  # print string\n",
        "          gn = torch.tensor(img0.shape)[[1, 0, 1, 0]]\n",
        "          if len(det):\n",
        "            det[:, :4] = scale_coords(img.shape[2:], det[:, :4], img0.shape).round()\n",
        "\n",
        "            for c in det[:, -1].unique():\n",
        "              n = (det[:, -1] == c).sum()  # detections per class\n",
        "              s += f\"{n} {names[int(c)]}{'s' * (n > 1)}, \"  # add to string\n",
        "    \n",
        "            for *xyxy, conf, cls in reversed(det):\n",
        "\n",
        "              label = f'{names[int(cls)]} {conf:.2f}'\n",
        "              plot_one_box(xyxy, img0, label=label, color=colors[int(cls)], line_thickness=3)\n",
        "        \n",
        "        print(f\"{j+1}/{nframes} frames processed\")\n",
        "        output.write(img0)\n",
        "      else:\n",
        "        break\n",
        "    \n",
        "\n",
        "output.release()\n",
        "video.release()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pQJPLimMS29q"
      },
      "source": [
        "# 6.3 Download Inference Video"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JZ-jbXXqS0F3"
      },
      "outputs": [],
      "source": [
        "from google.colab import files\n",
        "save_path = '/content/gdrive/MyDrive/yolov7/output.mp4'\n",
        "files.download(save_path) "
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}