gan_mnist.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Untitled0.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qNH18w-yxK5A"
      },
      "source": [
        "# Training GAN on MNIST"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pKO_4KyEgunR",
        "outputId": "9d1dbb3e-b5ff-49af-fca2-fd674f086bd6"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "%cd /content/drive/MyDrive/smai_project/\n",
        "!pwd"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n",
            "/content/drive/MyDrive/smai_project\n",
            "/content/drive/MyDrive/smai_project\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R6E1ihcTgok5",
        "outputId": "e82b554b-9802-4428-c0b6-d42cd58b865d"
      },
      "source": [
        "!python gan_mnist.py --save_ckpt 'mnist' --load_ckpt 'mnist'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Namespace(b1=0.5, b2=0.999, batch_size=64, channels=1, img_size=28, latent_dim=100, load_ckpt='mnist', lr=0.0002, n_cpu=8, n_epochs=400, sample_interval=400, save_ckpt='mnist')\n",
            "[Epoch 200/400] [Batch 937/938] [D loss: 0.195760] [G loss: 3.035346]\n",
            "[Epoch 201/400] [Batch 937/938] [D loss: 0.170264] [G loss: 3.018728]\n",
            "[Epoch 202/400] [Batch 937/938] [D loss: 0.146074] [G loss: 3.850143]\n",
            "[Epoch 203/400] [Batch 937/938] [D loss: 0.108678] [G loss: 2.455504]\n",
            "[Epoch 204/400] [Batch 937/938] [D loss: 0.282043] [G loss: 3.719071]\n",
            "[Epoch 205/400] [Batch 937/938] [D loss: 0.216387] [G loss: 3.307374]\n",
            "[Epoch 206/400] [Batch 937/938] [D loss: 0.255962] [G loss: 3.215297]\n",
            "[Epoch 207/400] [Batch 937/938] [D loss: 0.234721] [G loss: 3.225156]\n",
            "[Epoch 208/400] [Batch 937/938] [D loss: 0.162006] [G loss: 3.169020]\n",
            "[Epoch 209/400] [Batch 937/938] [D loss: 0.351100] [G loss: 3.085097]\n",
            "[Epoch 210/400] [Batch 937/938] [D loss: 0.259296] [G loss: 4.203687]\n",
            "[Epoch 211/400] [Batch 937/938] [D loss: 0.125735] [G loss: 3.208283]\n",
            "[Epoch 212/400] [Batch 937/938] [D loss: 0.192248] [G loss: 3.489863]\n",
            "[Epoch 213/400] [Batch 937/938] [D loss: 0.056092] [G loss: 2.887180]\n",
            "[Epoch 214/400] [Batch 937/938] [D loss: 0.154245] [G loss: 2.642682]\n",
            "[Epoch 215/400] [Batch 937/938] [D loss: 0.059880] [G loss: 3.813687]\n",
            "[Epoch 216/400] [Batch 937/938] [D loss: 0.129785] [G loss: 3.067859]\n",
            "[Epoch 217/400] [Batch 937/938] [D loss: 0.080367] [G loss: 2.829890]\n",
            "[Epoch 218/400] [Batch 937/938] [D loss: 0.211502] [G loss: 2.550086]\n",
            "[Epoch 219/400] [Batch 937/938] [D loss: 0.256652] [G loss: 2.153714]\n",
            "[Epoch 220/400] [Batch 937/938] [D loss: 0.065519] [G loss: 3.296062]\n",
            "[Epoch 221/400] [Batch 937/938] [D loss: 0.102459] [G loss: 5.888816]\n",
            "[Epoch 222/400] [Batch 937/938] [D loss: 0.108318] [G loss: 3.717666]\n",
            "[Epoch 223/400] [Batch 937/938] [D loss: 0.059845] [G loss: 4.563936]\n",
            "[Epoch 224/400] [Batch 937/938] [D loss: 0.219721] [G loss: 3.479709]\n",
            "[Epoch 225/400] [Batch 937/938] [D loss: 0.226157] [G loss: 4.680111]\n",
            "[Epoch 226/400] [Batch 937/938] [D loss: 0.301534] [G loss: 2.944050]\n",
            "[Epoch 227/400] [Batch 937/938] [D loss: 0.338444] [G loss: 1.570412]\n",
            "[Epoch 228/400] [Batch 937/938] [D loss: 0.142027] [G loss: 4.539005]\n",
            "[Epoch 229/400] [Batch 937/938] [D loss: 0.335031] [G loss: 4.316855]\n",
            "[Epoch 230/400] [Batch 937/938] [D loss: 0.065607] [G loss: 4.160028]\n",
            "[Epoch 231/400] [Batch 937/938] [D loss: 0.238727] [G loss: 2.919181]\n",
            "[Epoch 232/400] [Batch 937/938] [D loss: 0.433280] [G loss: 4.620297]\n",
            "[Epoch 233/400] [Batch 937/938] [D loss: 0.313327] [G loss: 3.123772]\n",
            "[Epoch 234/400] [Batch 937/938] [D loss: 0.277406] [G loss: 2.361374]\n",
            "[Epoch 235/400] [Batch 937/938] [D loss: 0.298117] [G loss: 3.305063]\n",
            "[Epoch 236/400] [Batch 937/938] [D loss: 0.080825] [G loss: 3.795789]\n",
            "[Epoch 237/400] [Batch 937/938] [D loss: 0.249672] [G loss: 2.619069]\n",
            "[Epoch 238/400] [Batch 937/938] [D loss: 0.055786] [G loss: 4.263206]\n",
            "[Epoch 239/400] [Batch 937/938] [D loss: 0.135558] [G loss: 2.743396]\n",
            "[Epoch 240/400] [Batch 937/938] [D loss: 0.178181] [G loss: 3.003489]\n",
            "[Epoch 241/400] [Batch 937/938] [D loss: 0.164750] [G loss: 2.571668]\n",
            "[Epoch 242/400] [Batch 937/938] [D loss: 0.156183] [G loss: 4.583799]\n",
            "[Epoch 243/400] [Batch 937/938] [D loss: 0.161304] [G loss: 2.719635]\n",
            "[Epoch 244/400] [Batch 937/938] [D loss: 0.166995] [G loss: 3.558417]\n",
            "[Epoch 245/400] [Batch 937/938] [D loss: 0.120542] [G loss: 4.054932]\n",
            "[Epoch 246/400] [Batch 937/938] [D loss: 0.272542] [G loss: 2.856178]\n",
            "[Epoch 247/400] [Batch 937/938] [D loss: 0.158499] [G loss: 3.873971]\n",
            "[Epoch 248/400] [Batch 937/938] [D loss: 0.143906] [G loss: 2.658267]\n",
            "[Epoch 249/400] [Batch 937/938] [D loss: 0.062737] [G loss: 4.255060]\n",
            "[Epoch 250/400] [Batch 937/938] [D loss: 0.099461] [G loss: 2.754082]\n",
            "[Epoch 251/400] [Batch 937/938] [D loss: 0.059028] [G loss: 5.454646]\n",
            "[Epoch 252/400] [Batch 937/938] [D loss: 0.123491] [G loss: 2.509153]\n",
            "[Epoch 253/400] [Batch 937/938] [D loss: 0.195357] [G loss: 4.268056]\n",
            "[Epoch 254/400] [Batch 937/938] [D loss: 0.169232] [G loss: 3.121567]\n",
            "[Epoch 255/400] [Batch 937/938] [D loss: 0.060296] [G loss: 3.927884]\n",
            "[Epoch 256/400] [Batch 937/938] [D loss: 0.356512] [G loss: 1.574281]\n",
            "[Epoch 257/400] [Batch 937/938] [D loss: 0.221537] [G loss: 4.048415]\n",
            "[Epoch 258/400] [Batch 937/938] [D loss: 0.177319] [G loss: 2.659569]\n",
            "[Epoch 259/400] [Batch 937/938] [D loss: 0.167549] [G loss: 2.678029]\n",
            "[Epoch 260/400] [Batch 937/938] [D loss: 0.088707] [G loss: 4.445919]\n",
            "[Epoch 261/400] [Batch 937/938] [D loss: 0.418275] [G loss: 3.601662]\n",
            "[Epoch 262/400] [Batch 937/938] [D loss: 0.307394] [G loss: 2.119432]\n",
            "[Epoch 263/400] [Batch 937/938] [D loss: 0.198311] [G loss: 3.577935]\n",
            "[Epoch 264/400] [Batch 937/938] [D loss: 0.164574] [G loss: 3.913959]\n",
            "[Epoch 265/400] [Batch 937/938] [D loss: 0.110060] [G loss: 2.643582]\n",
            "[Epoch 266/400] [Batch 937/938] [D loss: 0.250344] [G loss: 3.657065]\n",
            "[Epoch 267/400] [Batch 937/938] [D loss: 0.376686] [G loss: 7.598146]\n",
            "[Epoch 268/400] [Batch 937/938] [D loss: 0.186392] [G loss: 3.899493]\n",
            "[Epoch 269/400] [Batch 937/938] [D loss: 0.237532] [G loss: 3.327003]\n",
            "[Epoch 270/400] [Batch 937/938] [D loss: 0.183360] [G loss: 2.782947]\n",
            "[Epoch 271/400] [Batch 937/938] [D loss: 0.214084] [G loss: 3.409458]\n",
            "[Epoch 272/400] [Batch 937/938] [D loss: 0.147812] [G loss: 3.847070]\n",
            "[Epoch 273/400] [Batch 937/938] [D loss: 0.136579] [G loss: 4.080607]\n",
            "[Epoch 274/400] [Batch 937/938] [D loss: 0.133419] [G loss: 3.607406]\n",
            "[Epoch 275/400] [Batch 937/938] [D loss: 0.133088] [G loss: 1.875263]\n",
            "[Epoch 276/400] [Batch 937/938] [D loss: 0.149398] [G loss: 3.197104]\n",
            "[Epoch 277/400] [Batch 937/938] [D loss: 0.154939] [G loss: 4.728455]\n",
            "[Epoch 278/400] [Batch 937/938] [D loss: 0.214469] [G loss: 2.905169]\n",
            "[Epoch 279/400] [Batch 937/938] [D loss: 0.079549] [G loss: 4.603265]\n",
            "[Epoch 280/400] [Batch 937/938] [D loss: 0.034081] [G loss: 4.369256]\n",
            "[Epoch 281/400] [Batch 937/938] [D loss: 0.228123] [G loss: 2.120375]\n",
            "[Epoch 282/400] [Batch 937/938] [D loss: 0.085008] [G loss: 2.689355]\n",
            "[Epoch 283/400] [Batch 937/938] [D loss: 0.135359] [G loss: 5.030796]\n",
            "[Epoch 284/400] [Batch 937/938] [D loss: 0.096762] [G loss: 3.677200]\n",
            "[Epoch 285/400] [Batch 937/938] [D loss: 0.137973] [G loss: 2.494412]\n",
            "[Epoch 286/400] [Batch 937/938] [D loss: 0.090949] [G loss: 3.634023]\n",
            "[Epoch 287/400] [Batch 937/938] [D loss: 0.253863] [G loss: 2.966519]\n",
            "[Epoch 288/400] [Batch 937/938] [D loss: 0.245032] [G loss: 3.253229]\n",
            "[Epoch 289/400] [Batch 937/938] [D loss: 0.046551] [G loss: 4.482883]\n",
            "[Epoch 290/400] [Batch 937/938] [D loss: 0.230443] [G loss: 1.587510]\n",
            "[Epoch 291/400] [Batch 937/938] [D loss: 0.037546] [G loss: 3.742579]\n",
            "[Epoch 292/400] [Batch 937/938] [D loss: 0.254313] [G loss: 3.356075]\n",
            "[Epoch 293/400] [Batch 937/938] [D loss: 0.136293] [G loss: 2.387745]\n",
            "[Epoch 294/400] [Batch 937/938] [D loss: 0.189937] [G loss: 2.974118]\n",
            "[Epoch 295/400] [Batch 937/938] [D loss: 0.290160] [G loss: 5.845490]\n",
            "[Epoch 296/400] [Batch 937/938] [D loss: 0.188104] [G loss: 2.078305]\n",
            "[Epoch 297/400] [Batch 937/938] [D loss: 0.197184] [G loss: 2.858840]\n",
            "[Epoch 298/400] [Batch 937/938] [D loss: 0.179097] [G loss: 4.409190]\n",
            "[Epoch 299/400] [Batch 937/938] [D loss: 0.150798] [G loss: 3.968377]\n",
            "[Epoch 300/400] [Batch 937/938] [D loss: 0.158116] [G loss: 3.538473]\n",
            "[Epoch 301/400] [Batch 937/938] [D loss: 0.161745] [G loss: 3.114466]\n",
            "[Epoch 302/400] [Batch 937/938] [D loss: 0.099078] [G loss: 3.939402]\n",
            "[Epoch 303/400] [Batch 937/938] [D loss: 0.178717] [G loss: 3.384492]\n",
            "[Epoch 304/400] [Batch 937/938] [D loss: 0.454028] [G loss: 3.323816]\n",
            "[Epoch 305/400] [Batch 937/938] [D loss: 0.297661] [G loss: 3.360199]\n",
            "[Epoch 306/400] [Batch 937/938] [D loss: 0.193742] [G loss: 3.992212]\n",
            "[Epoch 307/400] [Batch 937/938] [D loss: 0.151329] [G loss: 4.888951]\n",
            "[Epoch 308/400] [Batch 937/938] [D loss: 0.163170] [G loss: 4.064082]\n",
            "[Epoch 309/400] [Batch 937/938] [D loss: 0.159108] [G loss: 4.218780]\n",
            "[Epoch 310/400] [Batch 937/938] [D loss: 0.088257] [G loss: 3.654456]\n",
            "[Epoch 311/400] [Batch 937/938] [D loss: 0.113714] [G loss: 3.169576]\n",
            "[Epoch 312/400] [Batch 937/938] [D loss: 0.093536] [G loss: 2.790282]\n",
            "[Epoch 313/400] [Batch 937/938] [D loss: 0.053740] [G loss: 3.266945]\n",
            "[Epoch 314/400] [Batch 937/938] [D loss: 0.229437] [G loss: 3.449866]\n",
            "[Epoch 315/400] [Batch 937/938] [D loss: 0.043109] [G loss: 3.361113]\n",
            "[Epoch 316/400] [Batch 937/938] [D loss: 0.177417] [G loss: 3.207891]\n",
            "[Epoch 317/400] [Batch 937/938] [D loss: 0.226604] [G loss: 2.989331]\n",
            "[Epoch 318/400] [Batch 937/938] [D loss: 0.147846] [G loss: 3.389220]\n",
            "[Epoch 319/400] [Batch 937/938] [D loss: 0.085846] [G loss: 3.052435]\n",
            "[Epoch 320/400] [Batch 937/938] [D loss: 0.080095] [G loss: 3.534104]\n",
            "[Epoch 321/400] [Batch 937/938] [D loss: 0.250643] [G loss: 3.218966]\n",
            "[Epoch 322/400] [Batch 937/938] [D loss: 0.051917] [G loss: 3.244396]\n",
            "[Epoch 323/400] [Batch 937/938] [D loss: 0.167356] [G loss: 2.043402]\n",
            "[Epoch 324/400] [Batch 937/938] [D loss: 0.174207] [G loss: 3.345364]\n",
            "[Epoch 325/400] [Batch 937/938] [D loss: 0.320947] [G loss: 2.736237]\n",
            "[Epoch 326/400] [Batch 937/938] [D loss: 0.108470] [G loss: 3.062896]\n",
            "[Epoch 327/400] [Batch 937/938] [D loss: 0.092989] [G loss: 4.013301]\n",
            "[Epoch 328/400] [Batch 937/938] [D loss: 0.299769] [G loss: 7.281234]\n",
            "[Epoch 329/400] [Batch 937/938] [D loss: 0.071056] [G loss: 3.445877]\n",
            "[Epoch 330/400] [Batch 937/938] [D loss: 0.248751] [G loss: 3.475380]\n",
            "[Epoch 331/400] [Batch 937/938] [D loss: 0.124793] [G loss: 2.398103]\n",
            "[Epoch 332/400] [Batch 937/938] [D loss: 0.126640] [G loss: 3.403360]\n",
            "[Epoch 333/400] [Batch 937/938] [D loss: 0.076924] [G loss: 3.291697]\n",
            "[Epoch 334/400] [Batch 937/938] [D loss: 0.115287] [G loss: 2.759078]\n",
            "[Epoch 335/400] [Batch 937/938] [D loss: 0.106166] [G loss: 3.447522]\n",
            "[Epoch 336/400] [Batch 937/938] [D loss: 0.266205] [G loss: 3.102791]\n",
            "[Epoch 337/400] [Batch 937/938] [D loss: 0.231159] [G loss: 4.747096]\n",
            "[Epoch 338/400] [Batch 937/938] [D loss: 0.152210] [G loss: 2.449963]\n",
            "[Epoch 339/400] [Batch 937/938] [D loss: 0.142685] [G loss: 3.302198]\n",
            "[Epoch 340/400] [Batch 937/938] [D loss: 0.220636] [G loss: 4.902273]\n",
            "[Epoch 341/400] [Batch 937/938] [D loss: 0.095895] [G loss: 4.969646]\n",
            "[Epoch 342/400] [Batch 937/938] [D loss: 0.164161] [G loss: 2.697843]\n",
            "[Epoch 343/400] [Batch 937/938] [D loss: 0.075322] [G loss: 3.400263]\n",
            "[Epoch 344/400] [Batch 937/938] [D loss: 0.147928] [G loss: 3.781665]\n",
            "[Epoch 345/400] [Batch 937/938] [D loss: 0.257744] [G loss: 2.637501]\n",
            "[Epoch 346/400] [Batch 937/938] [D loss: 0.163518] [G loss: 3.205984]\n",
            "[Epoch 347/400] [Batch 937/938] [D loss: 0.096308] [G loss: 4.146688]\n",
            "[Epoch 348/400] [Batch 937/938] [D loss: 0.187302] [G loss: 2.032696]\n",
            "[Epoch 349/400] [Batch 937/938] [D loss: 0.151336] [G loss: 3.960209]\n",
            "[Epoch 350/400] [Batch 937/938] [D loss: 0.041707] [G loss: 5.964627]\n",
            "[Epoch 351/400] [Batch 937/938] [D loss: 0.076740] [G loss: 7.066133]\n",
            "[Epoch 352/400] [Batch 937/938] [D loss: 0.191666] [G loss: 4.527026]\n",
            "[Epoch 353/400] [Batch 937/938] [D loss: 0.146930] [G loss: 4.287142]\n",
            "[Epoch 354/400] [Batch 937/938] [D loss: 0.271145] [G loss: 2.702081]\n",
            "[Epoch 355/400] [Batch 937/938] [D loss: 0.087180] [G loss: 3.617041]\n",
            "[Epoch 356/400] [Batch 937/938] [D loss: 0.216178] [G loss: 1.960471]\n",
            "[Epoch 357/400] [Batch 937/938] [D loss: 0.140388] [G loss: 4.132722]\n",
            "[Epoch 358/400] [Batch 937/938] [D loss: 0.240085] [G loss: 4.296139]\n",
            "[Epoch 359/400] [Batch 937/938] [D loss: 0.170859] [G loss: 4.261667]\n",
            "[Epoch 360/400] [Batch 937/938] [D loss: 0.246840] [G loss: 2.795104]\n",
            "[Epoch 361/400] [Batch 937/938] [D loss: 0.224135] [G loss: 3.316547]\n",
            "[Epoch 362/400] [Batch 937/938] [D loss: 0.099112] [G loss: 2.784867]\n",
            "[Epoch 363/400] [Batch 937/938] [D loss: 0.245180] [G loss: 2.727511]\n",
            "[Epoch 364/400] [Batch 937/938] [D loss: 0.130491] [G loss: 3.524017]\n",
            "[Epoch 365/400] [Batch 937/938] [D loss: 0.258034] [G loss: 3.759210]\n",
            "[Epoch 366/400] [Batch 937/938] [D loss: 0.128597] [G loss: 2.747781]\n",
            "[Epoch 367/400] [Batch 937/938] [D loss: 0.410848] [G loss: 1.934011]\n",
            "[Epoch 368/400] [Batch 937/938] [D loss: 0.072887] [G loss: 4.419086]\n",
            "[Epoch 369/400] [Batch 937/938] [D loss: 0.263457] [G loss: 4.079437]\n",
            "[Epoch 370/400] [Batch 937/938] [D loss: 0.218778] [G loss: 2.740575]\n",
            "[Epoch 371/400] [Batch 937/938] [D loss: 0.057892] [G loss: 3.138628]\n",
            "[Epoch 372/400] [Batch 937/938] [D loss: 0.303191] [G loss: 4.327865]\n",
            "[Epoch 373/400] [Batch 937/938] [D loss: 0.114674] [G loss: 3.045323]\n",
            "[Epoch 374/400] [Batch 937/938] [D loss: 0.116048] [G loss: 6.002007]\n",
            "[Epoch 375/400] [Batch 937/938] [D loss: 0.159804] [G loss: 2.961259]\n",
            "[Epoch 376/400] [Batch 937/938] [D loss: 0.310543] [G loss: 1.713624]\n",
            "[Epoch 377/400] [Batch 937/938] [D loss: 0.159722] [G loss: 4.089648]\n",
            "[Epoch 378/400] [Batch 937/938] [D loss: 0.167201] [G loss: 3.226886]\n",
            "[Epoch 379/400] [Batch 937/938] [D loss: 0.127490] [G loss: 3.873040]\n",
            "[Epoch 380/400] [Batch 937/938] [D loss: 0.179799] [G loss: 3.164059]\n",
            "[Epoch 381/400] [Batch 937/938] [D loss: 0.039059] [G loss: 3.423508]\n",
            "[Epoch 382/400] [Batch 937/938] [D loss: 0.321920] [G loss: 2.710446]\n",
            "[Epoch 383/400] [Batch 937/938] [D loss: 0.144823] [G loss: 2.647650]\n",
            "[Epoch 384/400] [Batch 937/938] [D loss: 0.115350] [G loss: 3.775938]\n",
            "[Epoch 385/400] [Batch 937/938] [D loss: 0.100992] [G loss: 3.590704]\n",
            "[Epoch 386/400] [Batch 937/938] [D loss: 0.044129] [G loss: 4.598588]\n",
            "[Epoch 387/400] [Batch 937/938] [D loss: 0.236565] [G loss: 3.148277]\n",
            "[Epoch 388/400] [Batch 937/938] [D loss: 0.097231] [G loss: 4.481923]\n",
            "[Epoch 389/400] [Batch 937/938] [D loss: 0.097285] [G loss: 3.299982]\n",
            "[Epoch 390/400] [Batch 937/938] [D loss: 0.105918] [G loss: 2.794541]\n",
            "[Epoch 391/400] [Batch 937/938] [D loss: 0.212319] [G loss: 2.321044]\n",
            "[Epoch 392/400] [Batch 937/938] [D loss: 0.135588] [G loss: 3.261174]\n",
            "[Epoch 393/400] [Batch 937/938] [D loss: 0.293434] [G loss: 2.363463]\n",
            "[Epoch 394/400] [Batch 937/938] [D loss: 0.197341] [G loss: 4.028614]\n",
            "[Epoch 395/400] [Batch 937/938] [D loss: 0.123444] [G loss: 5.166704]\n",
            "[Epoch 396/400] [Batch 937/938] [D loss: 0.213581] [G loss: 6.088215]\n",
            "[Epoch 397/400] [Batch 937/938] [D loss: 0.177710] [G loss: 4.214696]\n",
            "[Epoch 398/400] [Batch 937/938] [D loss: 0.158022] [G loss: 4.745089]\n",
            "[Epoch 399/400] [Batch 937/938] [D loss: 0.156122] [G loss: 3.131150]\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}