notebook/Geoguessr_AI_Trainer.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [
        "snbehYUXR3U1",
        "GRmijWgvZ8LY",
        "pB0WJiztT5hy",
        "SFrGI7s1UnxO"
      ],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# <font color='red'>1. Setup and Installation</font>"
      ],
      "metadata": {
        "id": "oNb-1GrFR01P"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## <font color='green'>1.1 Download repo + requirements</font>"
      ],
      "metadata": {
        "id": "snbehYUXR3U1"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cDAR836ZOxsF",
        "outputId": "dd2e5382-e622-4fe2-9eff-cc4c72e95931"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
            "Cloning into 'geoguessr-ai-colab'...\n",
            "remote: Enumerating objects: 279, done.\u001b[K\n",
            "remote: Counting objects: 100% (60/60), done.\u001b[K\n",
            "remote: Compressing objects: 100% (60/60), done.\u001b[K\n",
            "remote: Total 279 (delta 36), reused 2 (delta 0), pack-reused 219\u001b[K\n",
            "Receiving objects: 100% (279/279), 118.13 KiB | 14.77 MiB/s, done.\n",
            "Resolving deltas: 100% (151/151), done.\n",
            "/content/geoguessr-ai-colab\n"
          ]
        }
      ],
      "source": [
        "%cd /content\n",
        "!git clone https://github.com/metaltiger775/geoguessr-ai-colab\n",
        "%cd geoguessr-ai-colab"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install kaggle\n",
        "!pip install google-colab"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KVr31dYAP0bX",
        "outputId": "103e08e7-da78-49b3-df17-c2857d633560"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
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            "Installing collected packages: jedi\n",
            "Successfully installed jedi-0.19.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##  <font color='green'>1.2 Download & Unzip premade dataset</font> **``OPTION 1``**"
      ],
      "metadata": {
        "id": "4rcz6QgAaHiB"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### <font color='purple'>1.2.1 Create kaggle.json</font>"
      ],
      "metadata": {
        "id": "fLebyHtIR6R_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#@markdown **Manually save your API token in .kaggle/kaggle.json**\n",
        "!sudo rm -rf ~/.kaggle\n",
        "!sudo rm -f ~/.kaggle/kaggle.json\n",
        "\n",
        "!mkdir ~/.kaggle\n",
        "!touch ~/.kaggle/kaggle.json\n",
        "\n",
        "username = \"YOUR-USERNAME-HERE\" #@param {type:\"string\"}\n",
        "key = \"YOUR-API-KEY-HERE\" #@param {type:\"string\"}\n",
        "api_token = {\"username\":username,\"key\":key}\n",
        "\n",
        "import json\n",
        "\n",
        "with open('/root/.kaggle/kaggle.json', 'w') as file:\n",
        "    json.dump(api_token, file)\n",
        "\n",
        "!chmod 600 ~/.kaggle/kaggle.json"
      ],
      "metadata": {
        "cellView": "form",
        "id": "xC0V4wIhQBIa"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### <font color='purple'>1.2.2 Download dataset</font>"
      ],
      "metadata": {
        "id": "-hnD1P1KvYSq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir /content/geoguessr-ai-colab/images\n",
        "!kaggle datasets download stelath/city-street-view-dataset -p /content/geoguessr-ai-colab/images"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vWuxd8BtRFm9",
        "outputId": "0cc2275c-9b15-403b-e1b4-ea3cc2b56345"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading city-street-view-dataset.zip to /content/geoguessr-ai-colab/images\n",
            "100% 7.24G/7.24G [06:06<00:00, 23.8MB/s]\n",
            "100% 7.24G/7.24G [06:06<00:00, 21.2MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### <font color='purple'>1.2.3 Unzip dataset</font>"
      ],
      "metadata": {
        "id": "jo5ALWJCStG7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/geoguessr-ai-colab/images/city-street-view-dataset.zip -d /content/geoguessr-ai-colab/images"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BPBYaRRESumh",
        "outputId": "98295759-2b10-4d23-cd0f-94fe24cdc7c0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  inflating: /content/geoguessr-ai-colab/images/street_view_5499.jpg  \n",
            "  inflating: /content/geoguessr-ai-colab/images/street_view_55.jpg  \n",
            "  inflating: /content/geoguessr-ai-colab/images/street_view_550.jpg  \n",
            "  inflating: /content/geoguessr-ai-colab/images/street_view_5500.jpg  \n",
            "  inflating: /content/geoguessr-ai-colab/images/street_view_5501.jpg  \n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!sudo rm -rf /content/geoguessr-ai-colab/images/city-street-view-dataset.zip"
      ],
      "metadata": {
        "id": "rCOYQYYQSxhv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## <font color='green'>1.3 Make your own dataset</font> **``OPTION 2``**"
      ],
      "metadata": {
        "id": "GRmijWgvZ8LY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#@markdown **Enter your Google Street View API key:**\n",
        "key = \"\" #@param {type:\"string\"}\n",
        "#@markdown *How many images do you want to get?*\n",
        "num_images = 25000 #@param {type:\"integer\"}\n",
        "#@markdown *The folder full of addresses per city to read and extract GPS coordinates from*\n",
        "folder = \"geoguessr_dataset/\" #@param {type:\"string\"}\n",
        "#@markdown *The output folder for where the images will be stored*\n",
        "\n",
        "!python -m get_images.py --key $key --icount $num_images --cities $folder"
      ],
      "metadata": {
        "cellView": "form",
        "id": "-w8ykk-ZaqRK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## <font color='green'>1.4 Dataset builder</font>"
      ],
      "metadata": {
        "id": "pB0WJiztT5hy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python -m dataset_builder_multi_label --file images/picture_coords.csv --images images/ --output geoguessr_dataset/"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PRhgM0qsT84k",
        "outputId": "f1834395-0a43-4efc-97df-28fa2b2e2860"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "100% 48953/48953 [06:22<00:00, 128.10it/s]\n",
            "Train Files: 44028\n",
            "Val Files: 4925\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# <font color='red'>2. Training</font>"
      ],
      "metadata": {
        "id": "QFCHSxP8T0ge"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## <font color='green'>2.1 Show help</font>"
      ],
      "metadata": {
        "id": "SFrGI7s1UnxO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python -m main -h"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jOHLinCwUkXs",
        "outputId": "b518d082-3a89-4f3b-c161-0ef91e846e5d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2023-12-20 22:29:05.172774: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
            "2023-12-20 22:29:05.172897: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
            "2023-12-20 22:29:05.298376: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
            "2023-12-20 22:29:08.006149: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "usage: main.py [-h] [-a ARCH] [-j N] [--epochs N] [--checkpoint-step N] [-b N] [--lr LR] [-p N]\n",
            "               [--resume PATH] [-e]\n",
            "               DIR\n",
            "\n",
            "PyTorch GeoGuessr AI Training\n",
            "\n",
            "positional arguments:\n",
            "  DIR                   path to dataset\n",
            "\n",
            "options:\n",
            "  -h, --help            show this help message and exit\n",
            "  -a ARCH, --arch ARCH  model architecture: alexnet | convnext_base | convnext_large |\n",
            "                        convnext_small | convnext_tiny | densenet121 | densenet161 | densenet169 |\n",
            "                        densenet201 | efficientnet_b0 | efficientnet_b1 | efficientnet_b2 |\n",
            "                        efficientnet_b3 | efficientnet_b4 | efficientnet_b5 | efficientnet_b6 |\n",
            "                        efficientnet_b7 | efficientnet_v2_l | efficientnet_v2_m |\n",
            "                        efficientnet_v2_s | get_model | get_model_builder | get_model_weights |\n",
            "                        get_weight | googlenet | inception_v3 | list_models | maxvit_t |\n",
            "                        mnasnet0_5 | mnasnet0_75 | mnasnet1_0 | mnasnet1_3 | mobilenet_v2 |\n",
            "                        mobilenet_v3_large | mobilenet_v3_small | regnet_x_16gf | regnet_x_1_6gf |\n",
            "                        regnet_x_32gf | regnet_x_3_2gf | regnet_x_400mf | regnet_x_800mf |\n",
            "                        regnet_x_8gf | regnet_y_128gf | regnet_y_16gf | regnet_y_1_6gf |\n",
            "                        regnet_y_32gf | regnet_y_3_2gf | regnet_y_400mf | regnet_y_800mf |\n",
            "                        regnet_y_8gf | resnet101 | resnet152 | resnet18 | resnet34 | resnet50 |\n",
            "                        resnext101_32x8d | resnext101_64x4d | resnext50_32x4d | shufflenet_v2_x0_5\n",
            "                        | shufflenet_v2_x1_0 | shufflenet_v2_x1_5 | shufflenet_v2_x2_0 |\n",
            "                        squeezenet1_0 | squeezenet1_1 | swin_b | swin_s | swin_t | swin_v2_b |\n",
            "                        swin_v2_s | swin_v2_t | vgg11 | vgg11_bn | vgg13 | vgg13_bn | vgg16 |\n",
            "                        vgg16_bn | vgg19 | vgg19_bn | vit_b_16 | vit_b_32 | vit_h_14 | vit_l_16 |\n",
            "                        vit_l_32 | wide_resnet101_2 | wide_resnet50_2 (default: resnet50)\n",
            "  -j N, --workers N     number of data loading workers (default: 4)\n",
            "  --epochs N            number of total epochs to run\n",
            "  --checkpoint-step N   how often (in epochs) to save the model (default: 1)\n",
            "  -b N, --batch-size N  batch size (default: 64), this is the total batch size of the GPU\n",
            "  --lr LR, --learning-rate LR\n",
            "                        learning rate for optimizer\n",
            "  -p N, --print-freq N  print frequency (default: 10)\n",
            "  --resume PATH         path to latest checkpoint (default: none)\n",
            "  -e, --evaluate        evaluate model on validation set\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## <font color='green'>2.2 Train</font>"
      ],
      "metadata": {
        "id": "7RxBQbF2Urn1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Settings for training\n",
        "\n",
        "#@markdown ---\n",
        "save_to_drive = True #@param {type:\"boolean\"}\n",
        "arch = \"wide_resnet50_2\" #@param {type:\"string\"}['alexnet', 'convnext_base', 'convnext_large', 'convnext_small', 'convnext_tiny','densenet121', 'densenet161', 'densenet169', 'densenet201','efficientnet_b0', 'efficientnet_b1', 'efficientnet_b2', 'efficientnet_b3','efficientnet_b4', 'efficientnet_b5', 'efficientnet_b6', 'efficientnet_b7','efficientnet_v2_l', 'efficientnet_v2_m', 'efficientnet_v2_s','get_model', 'get_model_builder', 'get_model_weights', 'get_weight','googlenet', 'inception_v3', 'list_models', 'maxvit_t','mnasnet0_5', 'mnasnet0_75', 'mnasnet1_0', 'mnasnet1_3','mobilenet_v2', 'mobilenet_v3_large', 'mobilenet_v3_small','regnet_x_16gf', 'regnet_x_1_6gf', 'regnet_x_32gf', 'regnet_x_3_2gf','regnet_x_400mf', 'regnet_x_800mf', 'regnet_x_8gf','regnet_y_128gf', 'regnet_y_16gf', 'regnet_y_1_6gf', 'regnet_y_32gf','regnet_y_3_2gf', 'regnet_y_400mf', 'regnet_y_800mf', 'regnet_y_8gf','resnet101', 'resnet152', 'resnet18', 'resnet34', 'resnet50','resnext101_32x8d', 'resnext101_64x4d', 'resnext50_32x4d','shufflenet_v2_x0_5', 'shufflenet_v2_x1_0', 'shufflenet_v2_x1_5', 'shufflenet_v2_x2_0','squeezenet1_0', 'squeezenet1_1','swin_b', 'swin_s', 'swin_t', 'swin_v2_b', 'swin_v2_s', 'swin_v2_t','vgg11', 'vgg11_bn', 'vgg13', 'vgg13_bn', 'vgg16', 'vgg16_bn', 'vgg19', 'vgg19_bn','vit_b_16', 'vit_b_32', 'vit_h_14', 'vit_l_16', 'vit_l_32','wide_resnet101_2', 'wide_resnet50_2']\n",
        "#4\n",
        "workers = 4 #@param {type:\"integer\"}\n",
        "#90\n",
        "epochs = 90 #@param {type:\"number\"}\n",
        "#@markdown How often to save the model\n",
        "checkpoint_step = 1 #@param {type:\"integer\"}\n",
        "#65\n",
        "batch_size = 65 #@param {type:\"integer\"}\n",
        "learning_rate = 0.001 #@param {type:\"number\"}\n",
        "#@markdown How often to print progress\n",
        "print_freq = 10 #@param {type:\"integer\"}\n",
        "#@markdown ---\n",
        "\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "# Run training\n",
        "!python -m main geoguessr_dataset/ -a $arch -b $batch_size --lr $learning_rate -j $workers --checkpoint-step $checkpoint_step --epochs $epochs --print-freq $print_freq --save-to-drive $save_to_drive\n",
        "\n",
        "\n",
        "## Base training settings\n",
        "#!python -m main geoguessr_dataset/ -a wide_resnet50_2 -b 16 --lr 0.0001 -j 6 --checkpoint-step 1\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "cellView": "form",
        "id": "i67yikMzUwsp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# <font color='red'>3. Other</font>"
      ],
      "metadata": {
        "id": "8I42oPnEJaIh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Reset model folder (dangerous!)\n",
        "\n",
        "!sudo rm -rf /content/geoguessr-ai-colab/models\n",
        "!mkdir /content/geoguessr-ai-colab/models"
      ],
      "metadata": {
        "cellView": "form",
        "id": "9lZkzxv_Jbjf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Remove dataset (dangerous!)\n",
        "\n",
        "!sudo rm -rf /content/geoguessr-ai-colab/geoguessr_dataset"
      ],
      "metadata": {
        "cellView": "form",
        "id": "wtPyT96iJjm1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Remove Google Drive model folder (dangerous!)\n",
        "\n",
        "!sudo rm -rf /content/drive/MyDrive/GeoGuessr\n",
        "!sudo mkdir /content/drive/MyDrive/GeoGuessr\n",
        "!sudo mkdir /content/drive/MyDrive/GeoGuessr/models"
      ],
      "metadata": {
        "cellView": "form",
        "id": "l5ZawoV6kRVG"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}