Anomaly_AdaGNN.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "mg4FPZF8jb4j",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "134ba307-b430-440b-d6c3-176a481187ec"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "18A5MCCOhCIm"
      },
      "source": [
        "# DBLP\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unrar x /content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/data/DBLP/DBLP.rar"
      ],
      "metadata": {
        "id": "UZC8ulD9zqHL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "H8lEmhEcX1hO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "464f2f36-d4a0-4302-cfa2-443b9099b2f9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/main.py\n",
            "Loading DBLP dataset...\n",
            "Dataset has 4057 nodes, 334 features.\n",
            "adj: <class 'scipy.sparse._csr.csr_matrix'>\n",
            "D: <class 'scipy.sparse._dia.dia_matrix'>\n",
            "/usr/local/lib/python3.10/dist-packages/scipy/sparse/linalg/_dsolve/linsolve.py:229: SparseEfficiencyWarning: spsolve requires A be CSC or CSR matrix format\n",
            "  warn('spsolve requires A be CSC or CSR matrix format',\n",
            "/usr/local/lib/python3.10/dist-packages/scipy/sparse/linalg/_dsolve/linsolve.py:302: SparseEfficiencyWarning: spsolve is more efficient when sparse b is in the CSC matrix format\n",
            "  warn('spsolve is more efficient when sparse b '\n",
            "/content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/utils.py:16: UserWarning: torch.sparse.SparseTensor(indices, values, shape, *, device=) is deprecated.  Please use torch.sparse_coo_tensor(indices, values, shape, dtype=, device=). (Triggered internally at ../torch/csrc/utils/tensor_new.cpp:605.)\n",
            "  return torch.sparse.FloatTensor(indices, values, shape)\n",
            "AdaGNN(\n",
            "  (should_train_1): Adagnn_with_weight (334 -> 2)\n",
            "  (hidden_layers): ModuleList(\n",
            "    (0): Adagnn_without_weight (2 -> 2)\n",
            "  )\n",
            "  (should_train_2): Adagnn_with_weight (2 -> 2)\n",
            ")\n",
            "Epoch: 0001\n",
            "loss_train: 1.4521\n",
            "acc_train: 0.6788\n",
            "auc_roc_train: 0.5072\n",
            "auc_pr_train: 0.2984\n",
            "loss_val: 1.4521\n",
            "acc_val: 0.6788\n",
            "auc_roc_val: 0.5072\n",
            "auc_pr_val: 0.2984\n",
            "time: 0.2922s\n",
            "Epoch: 0002\n",
            "loss_train: 1.4468\n",
            "acc_train: 0.6734\n",
            "auc_roc_train: 0.5133\n",
            "auc_pr_train: 0.3016\n",
            "loss_val: 1.4468\n",
            "acc_val: 0.6734\n",
            "auc_roc_val: 0.5133\n",
            "auc_pr_val: 0.3016\n",
            "time: 0.1256s\n",
            "Epoch: 0003\n",
            "loss_train: 1.4417\n",
            "acc_train: 0.6712\n",
            "auc_roc_train: 0.5215\n",
            "auc_pr_train: 0.3061\n",
            "loss_val: 1.4417\n",
            "acc_val: 0.6712\n",
            "auc_roc_val: 0.5215\n",
            "auc_pr_val: 0.3061\n",
            "time: 0.1182s\n",
            "Epoch: 0004\n",
            "loss_train: 1.4398\n",
            "acc_train: 0.6808\n",
            "auc_roc_train: 0.5518\n",
            "auc_pr_train: 0.3262\n",
            "loss_val: 1.4398\n",
            "acc_val: 0.6808\n",
            "auc_roc_val: 0.5518\n",
            "auc_pr_val: 0.3262\n",
            "time: 0.1104s\n",
            "Epoch: 0005\n",
            "loss_train: 1.4363\n",
            "acc_train: 0.6670\n",
            "auc_roc_train: 0.5464\n",
            "auc_pr_train: 0.3211\n",
            "loss_val: 1.4363\n",
            "acc_val: 0.6670\n",
            "auc_roc_val: 0.5464\n",
            "auc_pr_val: 0.3211\n",
            "time: 0.1081s\n",
            "Epoch: 0006\n",
            "loss_train: 1.4262\n",
            "acc_train: 0.6566\n",
            "auc_roc_train: 0.5692\n",
            "auc_pr_train: 0.3347\n",
            "loss_val: 1.4262\n",
            "acc_val: 0.6566\n",
            "auc_roc_val: 0.5692\n",
            "auc_pr_val: 0.3347\n",
            "time: 0.1172s\n",
            "Epoch: 0007\n",
            "loss_train: 1.4242\n",
            "acc_train: 0.6522\n",
            "auc_roc_train: 0.5789\n",
            "auc_pr_train: 0.3405\n",
            "loss_val: 1.4242\n",
            "acc_val: 0.6522\n",
            "auc_roc_val: 0.5789\n",
            "auc_pr_val: 0.3405\n",
            "time: 0.1406s\n",
            "Epoch: 0008\n",
            "loss_train: 1.4153\n",
            "acc_train: 0.6500\n",
            "auc_roc_train: 0.5995\n",
            "auc_pr_train: 0.3537\n",
            "loss_val: 1.4153\n",
            "acc_val: 0.6500\n",
            "auc_roc_val: 0.5995\n",
            "auc_pr_val: 0.3537\n",
            "time: 0.1237s\n",
            "Epoch: 0009\n",
            "loss_train: 1.3954\n",
            "acc_train: 0.6517\n",
            "auc_roc_train: 0.6262\n",
            "auc_pr_train: 0.3717\n",
            "loss_val: 1.3954\n",
            "acc_val: 0.6517\n",
            "auc_roc_val: 0.6262\n",
            "auc_pr_val: 0.3717\n",
            "time: 0.1101s\n",
            "Epoch: 0010\n",
            "loss_train: 1.3923\n",
            "acc_train: 0.6421\n",
            "auc_roc_train: 0.6242\n",
            "auc_pr_train: 0.3690\n",
            "loss_val: 1.3923\n",
            "acc_val: 0.6421\n",
            "auc_roc_val: 0.6242\n",
            "auc_pr_val: 0.3690\n",
            "time: 0.1134s\n",
            "Pretraining process finished ! \n",
            "Epoch: 0001\n",
            "Model training :\n",
            "loss_train: 1.3649\n",
            "acc_train: 0.6362\n",
            "auc_roc_train: 0.6596\n",
            "auc_pr_train: 0.3918\n",
            "Model validation :\n",
            "loss_val: 1.3592\n",
            "acc_val: 0.6276\n",
            "auc_roc_val: 0.6676\n",
            "auc_pr_val: 0.3959\n",
            "time: 0.2069s\n",
            "Epoch: 0002\n",
            "Model training :\n",
            "loss_train: 1.3608\n",
            "acc_train: 0.6354\n",
            "auc_roc_train: 0.6615\n",
            "auc_pr_train: 0.3930\n",
            "Model validation :\n",
            "loss_val: 1.3576\n",
            "acc_val: 0.6258\n",
            "auc_roc_val: 0.6666\n",
            "auc_pr_val: 0.3950\n",
            "time: 0.1928s\n",
            "Epoch: 0003\n",
            "Model training :\n",
            "loss_train: 1.3712\n",
            "acc_train: 0.6266\n",
            "auc_roc_train: 0.6530\n",
            "auc_pr_train: 0.3861\n",
            "Model validation :\n",
            "loss_val: 1.3561\n",
            "acc_val: 0.6253\n",
            "auc_roc_val: 0.6672\n",
            "auc_pr_val: 0.3953\n",
            "time: 0.1849s\n",
            "Epoch: 0004\n",
            "Model training :\n",
            "loss_train: 1.3595\n",
            "acc_train: 0.6367\n",
            "auc_roc_train: 0.6622\n",
            "auc_pr_train: 0.3936\n",
            "Model validation :\n",
            "loss_val: 1.3546\n",
            "acc_val: 0.6241\n",
            "auc_roc_val: 0.6668\n",
            "auc_pr_val: 0.3949\n",
            "time: 0.1893s\n",
            "Epoch: 0005\n",
            "Model training :\n",
            "loss_train: 1.3606\n",
            "acc_train: 0.6283\n",
            "auc_roc_train: 0.6596\n",
            "auc_pr_train: 0.3907\n",
            "Model validation :\n",
            "loss_val: 1.3530\n",
            "acc_val: 0.6244\n",
            "auc_roc_val: 0.6682\n",
            "auc_pr_val: 0.3959\n",
            "time: 0.1638s\n",
            "Epoch: 0006\n",
            "Model training :\n",
            "loss_train: 1.3626\n",
            "acc_train: 0.6305\n",
            "auc_roc_train: 0.6609\n",
            "auc_pr_train: 0.3919\n",
            "Model validation :\n",
            "loss_val: 1.3515\n",
            "acc_val: 0.6231\n",
            "auc_roc_val: 0.6688\n",
            "auc_pr_val: 0.3961\n",
            "time: 0.1770s\n",
            "Epoch: 0007\n",
            "Model training :\n",
            "loss_train: 1.3571\n",
            "acc_train: 0.6251\n",
            "auc_roc_train: 0.6564\n",
            "auc_pr_train: 0.3881\n",
            "Model validation :\n",
            "loss_val: 1.3500\n",
            "acc_val: 0.6234\n",
            "auc_roc_val: 0.6697\n",
            "auc_pr_val: 0.3967\n",
            "time: 0.1785s\n",
            "Epoch: 0008\n",
            "Model training :\n",
            "loss_train: 1.3549\n",
            "acc_train: 0.6229\n",
            "auc_roc_train: 0.6577\n",
            "auc_pr_train: 0.3887\n",
            "Model validation :\n",
            "loss_val: 1.3484\n",
            "acc_val: 0.6229\n",
            "auc_roc_val: 0.6706\n",
            "auc_pr_val: 0.3972\n",
            "time: 0.1832s\n",
            "Epoch: 0009\n",
            "Model training :\n",
            "loss_train: 1.3546\n",
            "acc_train: 0.6285\n",
            "auc_roc_train: 0.6620\n",
            "auc_pr_train: 0.3923\n",
            "Model validation :\n",
            "loss_val: 1.3469\n",
            "acc_val: 0.6216\n",
            "auc_roc_val: 0.6700\n",
            "auc_pr_val: 0.3966\n",
            "time: 0.1849s\n",
            "Epoch: 0010\n",
            "Model training :\n",
            "loss_train: 1.3532\n",
            "acc_train: 0.6340\n",
            "auc_roc_train: 0.6697\n",
            "auc_pr_train: 0.3983\n",
            "Model validation :\n",
            "loss_val: 1.3453\n",
            "acc_val: 0.6224\n",
            "auc_roc_val: 0.6712\n",
            "auc_pr_val: 0.3976\n",
            "time: 0.1943s\n",
            "Epoch: 0011\n",
            "Model training :\n",
            "loss_train: 1.3475\n",
            "acc_train: 0.6281\n",
            "auc_roc_train: 0.6650\n",
            "auc_pr_train: 0.3943\n",
            "Model validation :\n",
            "loss_val: 1.3438\n",
            "acc_val: 0.6216\n",
            "auc_roc_val: 0.6717\n",
            "auc_pr_val: 0.3978\n",
            "time: 0.1848s\n",
            "Epoch: 0012\n",
            "Model training :\n",
            "loss_train: 1.3518\n",
            "acc_train: 0.6231\n",
            "auc_roc_train: 0.6606\n",
            "auc_pr_train: 0.3906\n",
            "Model validation :\n",
            "loss_val: 1.3422\n",
            "acc_val: 0.6216\n",
            "auc_roc_val: 0.6729\n",
            "auc_pr_val: 0.3986\n",
            "time: 0.1741s\n",
            "Epoch: 0013\n",
            "Model training :\n",
            "loss_train: 1.3458\n",
            "acc_train: 0.6241\n",
            "auc_roc_train: 0.6588\n",
            "auc_pr_train: 0.3896\n",
            "Model validation :\n",
            "loss_val: 1.3407\n",
            "acc_val: 0.6224\n",
            "auc_roc_val: 0.6746\n",
            "auc_pr_val: 0.3998\n",
            "time: 0.1863s\n",
            "Epoch: 0014\n",
            "Model training :\n",
            "loss_train: 1.3512\n",
            "acc_train: 0.6234\n",
            "auc_roc_train: 0.6634\n",
            "auc_pr_train: 0.3925\n",
            "Model validation :\n",
            "loss_val: 1.3391\n",
            "acc_val: 0.6204\n",
            "auc_roc_val: 0.6737\n",
            "auc_pr_val: 0.3990\n",
            "time: 0.1901s\n",
            "Epoch: 0015\n",
            "Model training :\n",
            "loss_train: 1.3482\n",
            "acc_train: 0.6244\n",
            "auc_roc_train: 0.6617\n",
            "auc_pr_train: 0.3915\n",
            "Model validation :\n",
            "loss_val: 1.3376\n",
            "acc_val: 0.6197\n",
            "auc_roc_val: 0.6741\n",
            "auc_pr_val: 0.3992\n",
            "time: 0.2179s\n",
            "Epoch: 0016\n",
            "Model training :\n",
            "loss_train: 1.3487\n",
            "acc_train: 0.6268\n",
            "auc_roc_train: 0.6688\n",
            "auc_pr_train: 0.3966\n",
            "Model validation :\n",
            "loss_val: 1.3360\n",
            "acc_val: 0.6187\n",
            "auc_roc_val: 0.6749\n",
            "auc_pr_val: 0.3995\n",
            "time: 0.1747s\n",
            "Epoch: 0017\n",
            "Model training :\n",
            "loss_train: 1.3456\n",
            "acc_train: 0.6221\n",
            "auc_roc_train: 0.6611\n",
            "auc_pr_train: 0.3908\n",
            "Model validation :\n",
            "loss_val: 1.3345\n",
            "acc_val: 0.6175\n",
            "auc_roc_val: 0.6748\n",
            "auc_pr_val: 0.3993\n",
            "time: 0.1238s\n",
            "Epoch: 0018\n",
            "Model training :\n",
            "loss_train: 1.3394\n",
            "acc_train: 0.6268\n",
            "auc_roc_train: 0.6705\n",
            "auc_pr_train: 0.3977\n",
            "Model validation :\n",
            "loss_val: 1.3330\n",
            "acc_val: 0.6160\n",
            "auc_roc_val: 0.6742\n",
            "auc_pr_val: 0.3987\n",
            "time: 0.1131s\n",
            "Epoch: 0019\n",
            "Model training :\n",
            "loss_train: 1.3388\n",
            "acc_train: 0.6224\n",
            "auc_roc_train: 0.6649\n",
            "auc_pr_train: 0.3934\n",
            "Model validation :\n",
            "loss_val: 1.3314\n",
            "acc_val: 0.6150\n",
            "auc_roc_val: 0.6737\n",
            "auc_pr_val: 0.3983\n",
            "time: 0.1209s\n",
            "Epoch: 0020\n",
            "Model training :\n",
            "loss_train: 1.3411\n",
            "acc_train: 0.6263\n",
            "auc_roc_train: 0.6687\n",
            "auc_pr_train: 0.3964\n",
            "Model validation :\n",
            "loss_val: 1.3299\n",
            "acc_val: 0.6165\n",
            "auc_roc_val: 0.6765\n",
            "auc_pr_val: 0.4003\n",
            "time: 0.1202s\n",
            "Epoch: 0021\n",
            "Model training :\n",
            "loss_train: 1.3367\n",
            "acc_train: 0.6362\n",
            "auc_roc_train: 0.6791\n",
            "auc_pr_train: 0.4049\n",
            "Model validation :\n",
            "loss_val: 1.3284\n",
            "acc_val: 0.6162\n",
            "auc_roc_val: 0.6768\n",
            "auc_pr_val: 0.4005\n",
            "time: 0.1121s\n",
            "Epoch: 0022\n",
            "Model training :\n",
            "loss_train: 1.3361\n",
            "acc_train: 0.6241\n",
            "auc_roc_train: 0.6688\n",
            "auc_pr_train: 0.3962\n",
            "Model validation :\n",
            "loss_val: 1.3268\n",
            "acc_val: 0.6165\n",
            "auc_roc_val: 0.6777\n",
            "auc_pr_val: 0.4011\n",
            "time: 0.1124s\n",
            "Epoch: 0023\n",
            "Model training :\n",
            "loss_train: 1.3325\n",
            "acc_train: 0.6231\n",
            "auc_roc_train: 0.6708\n",
            "auc_pr_train: 0.3974\n",
            "Model validation :\n",
            "loss_val: 1.3253\n",
            "acc_val: 0.6160\n",
            "auc_roc_val: 0.6781\n",
            "auc_pr_val: 0.4013\n",
            "time: 0.1251s\n",
            "Epoch: 0024\n",
            "Model training :\n",
            "loss_train: 1.3379\n",
            "acc_train: 0.6202\n",
            "auc_roc_train: 0.6665\n",
            "auc_pr_train: 0.3941\n",
            "Model validation :\n",
            "loss_val: 1.3237\n",
            "acc_val: 0.6162\n",
            "auc_roc_val: 0.6790\n",
            "auc_pr_val: 0.4019\n",
            "time: 0.1222s\n",
            "Epoch: 0025\n",
            "Model training :\n",
            "loss_train: 1.3306\n",
            "acc_train: 0.6216\n",
            "auc_roc_train: 0.6690\n",
            "auc_pr_train: 0.3960\n",
            "Model validation :\n",
            "loss_val: 1.3222\n",
            "acc_val: 0.6172\n",
            "auc_roc_val: 0.6806\n",
            "auc_pr_val: 0.4032\n",
            "time: 0.1322s\n",
            "Epoch: 0026\n",
            "Model training :\n",
            "loss_train: 1.3298\n",
            "acc_train: 0.6234\n",
            "auc_roc_train: 0.6731\n",
            "auc_pr_train: 0.3990\n",
            "Model validation :\n",
            "loss_val: 1.3207\n",
            "acc_val: 0.6172\n",
            "auc_roc_val: 0.6811\n",
            "auc_pr_val: 0.4035\n",
            "time: 0.1173s\n",
            "Epoch: 0027\n",
            "Model training :\n",
            "loss_train: 1.3266\n",
            "acc_train: 0.6221\n",
            "auc_roc_train: 0.6696\n",
            "auc_pr_train: 0.3965\n",
            "Model validation :\n",
            "loss_val: 1.3191\n",
            "acc_val: 0.6170\n",
            "auc_roc_val: 0.6822\n",
            "auc_pr_val: 0.4041\n",
            "time: 0.1166s\n",
            "Epoch: 0028\n",
            "Model training :\n",
            "loss_train: 1.3297\n",
            "acc_train: 0.6268\n",
            "auc_roc_train: 0.6753\n",
            "auc_pr_train: 0.4010\n",
            "Model validation :\n",
            "loss_val: 1.3175\n",
            "acc_val: 0.6177\n",
            "auc_roc_val: 0.6829\n",
            "auc_pr_val: 0.4047\n",
            "time: 0.1093s\n",
            "Epoch: 0029\n",
            "Model training :\n",
            "loss_train: 1.3227\n",
            "acc_train: 0.6221\n",
            "auc_roc_train: 0.6720\n",
            "auc_pr_train: 0.3981\n",
            "Model validation :\n",
            "loss_val: 1.3160\n",
            "acc_val: 0.6179\n",
            "auc_roc_val: 0.6838\n",
            "auc_pr_val: 0.4054\n",
            "time: 0.1142s\n",
            "Epoch: 0030\n",
            "Model training :\n",
            "loss_train: 1.3262\n",
            "acc_train: 0.6251\n",
            "auc_roc_train: 0.6775\n",
            "auc_pr_train: 0.4022\n",
            "Model validation :\n",
            "loss_val: 1.3144\n",
            "acc_val: 0.6189\n",
            "auc_roc_val: 0.6850\n",
            "auc_pr_val: 0.4063\n",
            "time: 0.1149s\n",
            "Epoch: 0031\n",
            "Model training :\n",
            "loss_train: 1.3201\n",
            "acc_train: 0.6303\n",
            "auc_roc_train: 0.6795\n",
            "auc_pr_train: 0.4043\n",
            "Model validation :\n",
            "loss_val: 1.3129\n",
            "acc_val: 0.6192\n",
            "auc_roc_val: 0.6857\n",
            "auc_pr_val: 0.4068\n",
            "time: 0.1189s\n",
            "Epoch: 0032\n",
            "Model training :\n",
            "loss_train: 1.3235\n",
            "acc_train: 0.6182\n",
            "auc_roc_train: 0.6680\n",
            "auc_pr_train: 0.3949\n",
            "Model validation :\n",
            "loss_val: 1.3113\n",
            "acc_val: 0.6199\n",
            "auc_roc_val: 0.6872\n",
            "auc_pr_val: 0.4079\n",
            "time: 0.1295s\n",
            "Epoch: 0033\n",
            "Model training :\n",
            "loss_train: 1.3265\n",
            "acc_train: 0.6214\n",
            "auc_roc_train: 0.6722\n",
            "auc_pr_train: 0.3981\n",
            "Model validation :\n",
            "loss_val: 1.3098\n",
            "acc_val: 0.6211\n",
            "auc_roc_val: 0.6890\n",
            "auc_pr_val: 0.4093\n",
            "time: 0.1204s\n",
            "Epoch: 0034\n",
            "Model training :\n",
            "loss_train: 1.3197\n",
            "acc_train: 0.6239\n",
            "auc_roc_train: 0.6747\n",
            "auc_pr_train: 0.4001\n",
            "Model validation :\n",
            "loss_val: 1.3082\n",
            "acc_val: 0.6214\n",
            "auc_roc_val: 0.6894\n",
            "auc_pr_val: 0.4096\n",
            "time: 0.1123s\n",
            "Epoch: 0035\n",
            "Model training :\n",
            "loss_train: 1.3175\n",
            "acc_train: 0.6211\n",
            "auc_roc_train: 0.6752\n",
            "auc_pr_train: 0.4001\n",
            "Model validation :\n",
            "loss_val: 1.3067\n",
            "acc_val: 0.6231\n",
            "auc_roc_val: 0.6912\n",
            "auc_pr_val: 0.4110\n",
            "time: 0.1178s\n",
            "Epoch: 0036\n",
            "Model training :\n",
            "loss_train: 1.3143\n",
            "acc_train: 0.6320\n",
            "auc_roc_train: 0.6860\n",
            "auc_pr_train: 0.4090\n",
            "Model validation :\n",
            "loss_val: 1.3051\n",
            "acc_val: 0.6244\n",
            "auc_roc_val: 0.6925\n",
            "auc_pr_val: 0.4121\n",
            "time: 0.1225s\n",
            "Epoch: 0037\n",
            "Model training :\n",
            "loss_train: 1.3186\n",
            "acc_train: 0.6273\n",
            "auc_roc_train: 0.6776\n",
            "auc_pr_train: 0.4026\n",
            "Model validation :\n",
            "loss_val: 1.3036\n",
            "acc_val: 0.6246\n",
            "auc_roc_val: 0.6927\n",
            "auc_pr_val: 0.4123\n",
            "time: 0.1155s\n",
            "Epoch: 0038\n",
            "Model training :\n",
            "loss_train: 1.3149\n",
            "acc_train: 0.6281\n",
            "auc_roc_train: 0.6823\n",
            "auc_pr_train: 0.4058\n",
            "Model validation :\n",
            "loss_val: 1.3021\n",
            "acc_val: 0.6253\n",
            "auc_roc_val: 0.6935\n",
            "auc_pr_val: 0.4129\n",
            "time: 0.1363s\n",
            "Epoch: 0039\n",
            "Model training :\n",
            "loss_train: 1.3127\n",
            "acc_train: 0.6347\n",
            "auc_roc_train: 0.6887\n",
            "auc_pr_train: 0.4112\n",
            "Model validation :\n",
            "loss_val: 1.3005\n",
            "acc_val: 0.6256\n",
            "auc_roc_val: 0.6941\n",
            "auc_pr_val: 0.4134\n",
            "time: 0.1250s\n",
            "Epoch: 0040\n",
            "Model training :\n",
            "loss_train: 1.3099\n",
            "acc_train: 0.6310\n",
            "auc_roc_train: 0.6812\n",
            "auc_pr_train: 0.4056\n",
            "Model validation :\n",
            "loss_val: 1.2990\n",
            "acc_val: 0.6271\n",
            "auc_roc_val: 0.6957\n",
            "auc_pr_val: 0.4147\n",
            "time: 0.1238s\n",
            "Epoch: 0041\n",
            "Model training :\n",
            "loss_train: 1.3095\n",
            "acc_train: 0.6317\n",
            "auc_roc_train: 0.6803\n",
            "auc_pr_train: 0.4050\n",
            "Model validation :\n",
            "loss_val: 1.2975\n",
            "acc_val: 0.6278\n",
            "auc_roc_val: 0.6964\n",
            "auc_pr_val: 0.4153\n",
            "time: 0.1112s\n",
            "Epoch: 0042\n",
            "Model training :\n",
            "loss_train: 1.3031\n",
            "acc_train: 0.6273\n",
            "auc_roc_train: 0.6786\n",
            "auc_pr_train: 0.4032\n",
            "Model validation :\n",
            "loss_val: 1.2959\n",
            "acc_val: 0.6290\n",
            "auc_roc_val: 0.6978\n",
            "auc_pr_val: 0.4164\n",
            "time: 0.1179s\n",
            "Epoch: 0043\n",
            "Model training :\n",
            "loss_train: 1.3086\n",
            "acc_train: 0.6248\n",
            "auc_roc_train: 0.6800\n",
            "auc_pr_train: 0.4038\n",
            "Model validation :\n",
            "loss_val: 1.2944\n",
            "acc_val: 0.6303\n",
            "auc_roc_val: 0.6989\n",
            "auc_pr_val: 0.4174\n",
            "time: 0.1240s\n",
            "Epoch: 0044\n",
            "Model training :\n",
            "loss_train: 1.3086\n",
            "acc_train: 0.6310\n",
            "auc_roc_train: 0.6815\n",
            "auc_pr_train: 0.4057\n",
            "Model validation :\n",
            "loss_val: 1.2929\n",
            "acc_val: 0.6317\n",
            "auc_roc_val: 0.6999\n",
            "auc_pr_val: 0.4183\n",
            "time: 0.1223s\n",
            "Epoch: 0045\n",
            "Model training :\n",
            "loss_train: 1.3021\n",
            "acc_train: 0.6327\n",
            "auc_roc_train: 0.6827\n",
            "auc_pr_train: 0.4068\n",
            "Model validation :\n",
            "loss_val: 1.2913\n",
            "acc_val: 0.6325\n",
            "auc_roc_val: 0.7007\n",
            "auc_pr_val: 0.4190\n",
            "time: 0.1199s\n",
            "Epoch: 0046\n",
            "Model training :\n",
            "loss_train: 1.2972\n",
            "acc_train: 0.6399\n",
            "auc_roc_train: 0.6926\n",
            "auc_pr_train: 0.4147\n",
            "Model validation :\n",
            "loss_val: 1.2898\n",
            "acc_val: 0.6325\n",
            "auc_roc_val: 0.7010\n",
            "auc_pr_val: 0.4192\n",
            "time: 0.1073s\n",
            "Epoch: 0047\n",
            "Model training :\n",
            "loss_train: 1.3013\n",
            "acc_train: 0.6310\n",
            "auc_roc_train: 0.6861\n",
            "auc_pr_train: 0.4088\n",
            "Model validation :\n",
            "loss_val: 1.2883\n",
            "acc_val: 0.6335\n",
            "auc_roc_val: 0.7017\n",
            "auc_pr_val: 0.4198\n",
            "time: 0.1127s\n",
            "Epoch: 0048\n",
            "Model training :\n",
            "loss_train: 1.3019\n",
            "acc_train: 0.6342\n",
            "auc_roc_train: 0.6862\n",
            "auc_pr_train: 0.4094\n",
            "Model validation :\n",
            "loss_val: 1.2868\n",
            "acc_val: 0.6342\n",
            "auc_roc_val: 0.7022\n",
            "auc_pr_val: 0.4203\n",
            "time: 0.1213s\n",
            "Epoch: 0049\n",
            "Model training :\n",
            "loss_train: 1.2899\n",
            "acc_train: 0.6335\n",
            "auc_roc_train: 0.6876\n",
            "auc_pr_train: 0.4102\n",
            "Model validation :\n",
            "loss_val: 1.2852\n",
            "acc_val: 0.6350\n",
            "auc_roc_val: 0.7027\n",
            "auc_pr_val: 0.4208\n",
            "time: 0.1329s\n",
            "Epoch: 0050\n",
            "Model training :\n",
            "loss_train: 1.2934\n",
            "acc_train: 0.6406\n",
            "auc_roc_train: 0.6922\n",
            "auc_pr_train: 0.4146\n",
            "Model validation :\n",
            "loss_val: 1.2837\n",
            "acc_val: 0.6362\n",
            "auc_roc_val: 0.7036\n",
            "auc_pr_val: 0.4216\n",
            "time: 0.1171s\n",
            "Epoch: 0051\n",
            "Model training :\n",
            "loss_train: 1.2986\n",
            "acc_train: 0.6382\n",
            "auc_roc_train: 0.6880\n",
            "auc_pr_train: 0.4113\n",
            "Model validation :\n",
            "loss_val: 1.2822\n",
            "acc_val: 0.6377\n",
            "auc_roc_val: 0.7051\n",
            "auc_pr_val: 0.4229\n",
            "time: 0.1243s\n",
            "Epoch: 0052\n",
            "Model training :\n",
            "loss_train: 1.2920\n",
            "acc_train: 0.6340\n",
            "auc_roc_train: 0.6840\n",
            "auc_pr_train: 0.4079\n",
            "Model validation :\n",
            "loss_val: 1.2807\n",
            "acc_val: 0.6389\n",
            "auc_roc_val: 0.7060\n",
            "auc_pr_val: 0.4237\n",
            "time: 0.1148s\n",
            "Epoch: 0053\n",
            "Model training :\n",
            "loss_train: 1.2901\n",
            "acc_train: 0.6416\n",
            "auc_roc_train: 0.6955\n",
            "auc_pr_train: 0.4170\n",
            "Model validation :\n",
            "loss_val: 1.2792\n",
            "acc_val: 0.6404\n",
            "auc_roc_val: 0.7070\n",
            "auc_pr_val: 0.4247\n",
            "time: 0.1225s\n",
            "Epoch: 0054\n",
            "Model training :\n",
            "loss_train: 1.2935\n",
            "acc_train: 0.6332\n",
            "auc_roc_train: 0.6842\n",
            "auc_pr_train: 0.4080\n",
            "Model validation :\n",
            "loss_val: 1.2776\n",
            "acc_val: 0.6411\n",
            "auc_roc_val: 0.7076\n",
            "auc_pr_val: 0.4252\n",
            "time: 0.1147s\n",
            "Epoch: 0055\n",
            "Model training :\n",
            "loss_train: 1.2857\n",
            "acc_train: 0.6468\n",
            "auc_roc_train: 0.6982\n",
            "auc_pr_train: 0.4199\n",
            "Model validation :\n",
            "loss_val: 1.2761\n",
            "acc_val: 0.6419\n",
            "auc_roc_val: 0.7081\n",
            "auc_pr_val: 0.4257\n",
            "time: 0.1163s\n",
            "Epoch: 0056\n",
            "Model training :\n",
            "loss_train: 1.2851\n",
            "acc_train: 0.6488\n",
            "auc_roc_train: 0.7011\n",
            "auc_pr_train: 0.4222\n",
            "Model validation :\n",
            "loss_val: 1.2746\n",
            "acc_val: 0.6436\n",
            "auc_roc_val: 0.7093\n",
            "auc_pr_val: 0.4268\n",
            "time: 0.1286s\n",
            "Epoch: 0057\n",
            "Model training :\n",
            "loss_train: 1.2879\n",
            "acc_train: 0.6367\n",
            "auc_roc_train: 0.6872\n",
            "auc_pr_train: 0.4105\n",
            "Model validation :\n",
            "loss_val: 1.2731\n",
            "acc_val: 0.6446\n",
            "auc_roc_val: 0.7100\n",
            "auc_pr_val: 0.4275\n",
            "time: 0.1181s\n",
            "Epoch: 0058\n",
            "Model training :\n",
            "loss_train: 1.2830\n",
            "acc_train: 0.6438\n",
            "auc_roc_train: 0.6969\n",
            "auc_pr_train: 0.4184\n",
            "Model validation :\n",
            "loss_val: 1.2716\n",
            "acc_val: 0.6446\n",
            "auc_roc_val: 0.7100\n",
            "auc_pr_val: 0.4275\n",
            "time: 0.1314s\n",
            "Epoch: 0059\n",
            "Model training :\n",
            "loss_train: 1.2785\n",
            "acc_train: 0.6542\n",
            "auc_roc_train: 0.7059\n",
            "auc_pr_train: 0.4266\n",
            "Model validation :\n",
            "loss_val: 1.2700\n",
            "acc_val: 0.6453\n",
            "auc_roc_val: 0.7103\n",
            "auc_pr_val: 0.4278\n",
            "time: 0.1163s\n",
            "Epoch: 0060\n",
            "Model training :\n",
            "loss_train: 1.2870\n",
            "acc_train: 0.6507\n",
            "auc_roc_train: 0.6984\n",
            "auc_pr_train: 0.4207\n",
            "Model validation :\n",
            "loss_val: 1.2685\n",
            "acc_val: 0.6485\n",
            "auc_roc_val: 0.7131\n",
            "auc_pr_val: 0.4304\n",
            "time: 0.1197s\n",
            "Epoch: 0061\n",
            "Model training :\n",
            "loss_train: 1.2814\n",
            "acc_train: 0.6515\n",
            "auc_roc_train: 0.6979\n",
            "auc_pr_train: 0.4205\n",
            "Model validation :\n",
            "loss_val: 1.2670\n",
            "acc_val: 0.6507\n",
            "auc_roc_val: 0.7151\n",
            "auc_pr_val: 0.4322\n",
            "time: 0.1194s\n",
            "Epoch: 0062\n",
            "Model training :\n",
            "loss_train: 1.2752\n",
            "acc_train: 0.6663\n",
            "auc_roc_train: 0.7116\n",
            "auc_pr_train: 0.4332\n",
            "Model validation :\n",
            "loss_val: 1.2655\n",
            "acc_val: 0.6522\n",
            "auc_roc_val: 0.7162\n",
            "auc_pr_val: 0.4333\n",
            "time: 0.1093s\n",
            "Epoch: 0063\n",
            "Model training :\n",
            "loss_train: 1.2749\n",
            "acc_train: 0.6571\n",
            "auc_roc_train: 0.7029\n",
            "auc_pr_train: 0.4251\n",
            "Model validation :\n",
            "loss_val: 1.2640\n",
            "acc_val: 0.6539\n",
            "auc_roc_val: 0.7174\n",
            "auc_pr_val: 0.4345\n",
            "time: 0.1208s\n",
            "Epoch: 0064\n",
            "Model training :\n",
            "loss_train: 1.2756\n",
            "acc_train: 0.6522\n",
            "auc_roc_train: 0.7033\n",
            "auc_pr_train: 0.4244\n",
            "Model validation :\n",
            "loss_val: 1.2625\n",
            "acc_val: 0.6574\n",
            "auc_roc_val: 0.7198\n",
            "auc_pr_val: 0.4369\n",
            "time: 0.1126s\n",
            "Epoch: 0065\n",
            "Model training :\n",
            "loss_train: 1.2783\n",
            "acc_train: 0.6584\n",
            "auc_roc_train: 0.7040\n",
            "auc_pr_train: 0.4262\n",
            "Model validation :\n",
            "loss_val: 1.2610\n",
            "acc_val: 0.6581\n",
            "auc_roc_val: 0.7204\n",
            "auc_pr_val: 0.4374\n",
            "time: 0.1099s\n",
            "Epoch: 0066\n",
            "Model training :\n",
            "loss_train: 1.2742\n",
            "acc_train: 0.6621\n",
            "auc_roc_train: 0.7117\n",
            "auc_pr_train: 0.4323\n",
            "Model validation :\n",
            "loss_val: 1.2595\n",
            "acc_val: 0.6584\n",
            "auc_roc_val: 0.7205\n",
            "auc_pr_val: 0.4376\n",
            "time: 0.1311s\n",
            "Epoch: 0067\n",
            "Model training :\n",
            "loss_train: 1.2749\n",
            "acc_train: 0.6502\n",
            "auc_roc_train: 0.6944\n",
            "auc_pr_train: 0.4179\n",
            "Model validation :\n",
            "loss_val: 1.2580\n",
            "acc_val: 0.6596\n",
            "auc_roc_val: 0.7214\n",
            "auc_pr_val: 0.4385\n",
            "time: 0.1109s\n",
            "Epoch: 0068\n",
            "Model training :\n",
            "loss_train: 1.2674\n",
            "acc_train: 0.6756\n",
            "auc_roc_train: 0.7172\n",
            "auc_pr_train: 0.4394\n",
            "Model validation :\n",
            "loss_val: 1.2565\n",
            "acc_val: 0.6618\n",
            "auc_roc_val: 0.7230\n",
            "auc_pr_val: 0.4401\n",
            "time: 0.1261s\n",
            "Epoch: 0069\n",
            "Model training :\n",
            "loss_train: 1.2707\n",
            "acc_train: 0.6616\n",
            "auc_roc_train: 0.7107\n",
            "auc_pr_train: 0.4315\n",
            "Model validation :\n",
            "loss_val: 1.2550\n",
            "acc_val: 0.6628\n",
            "auc_roc_val: 0.7237\n",
            "auc_pr_val: 0.4408\n",
            "time: 0.1222s\n",
            "Epoch: 0070\n",
            "Model training :\n",
            "loss_train: 1.2706\n",
            "acc_train: 0.6608\n",
            "auc_roc_train: 0.7050\n",
            "auc_pr_train: 0.4274\n",
            "Model validation :\n",
            "loss_val: 1.2535\n",
            "acc_val: 0.6648\n",
            "auc_roc_val: 0.7251\n",
            "auc_pr_val: 0.4422\n",
            "time: 0.1168s\n",
            "Epoch: 0071\n",
            "Model training :\n",
            "loss_train: 1.2637\n",
            "acc_train: 0.6660\n",
            "auc_roc_train: 0.7111\n",
            "auc_pr_train: 0.4328\n",
            "Model validation :\n",
            "loss_val: 1.2520\n",
            "acc_val: 0.6660\n",
            "auc_roc_val: 0.7260\n",
            "auc_pr_val: 0.4431\n",
            "time: 0.1241s\n",
            "Epoch: 0072\n",
            "Model training :\n",
            "loss_train: 1.2630\n",
            "acc_train: 0.6737\n",
            "auc_roc_train: 0.7173\n",
            "auc_pr_train: 0.4390\n",
            "Model validation :\n",
            "loss_val: 1.2505\n",
            "acc_val: 0.6672\n",
            "auc_roc_val: 0.7266\n",
            "auc_pr_val: 0.4439\n",
            "time: 0.1066s\n",
            "Epoch: 0073\n",
            "Model training :\n",
            "loss_train: 1.2592\n",
            "acc_train: 0.6635\n",
            "auc_roc_train: 0.7065\n",
            "auc_pr_train: 0.4290\n",
            "Model validation :\n",
            "loss_val: 1.2491\n",
            "acc_val: 0.6682\n",
            "auc_roc_val: 0.7273\n",
            "auc_pr_val: 0.4446\n",
            "time: 0.1147s\n",
            "Epoch: 0074\n",
            "Model training :\n",
            "loss_train: 1.2557\n",
            "acc_train: 0.6690\n",
            "auc_roc_train: 0.7135\n",
            "auc_pr_train: 0.4351\n",
            "Model validation :\n",
            "loss_val: 1.2476\n",
            "acc_val: 0.6695\n",
            "auc_roc_val: 0.7282\n",
            "auc_pr_val: 0.4455\n",
            "time: 0.1145s\n",
            "Epoch: 0075\n",
            "Model training :\n",
            "loss_train: 1.2606\n",
            "acc_train: 0.6717\n",
            "auc_roc_train: 0.7149\n",
            "auc_pr_train: 0.4368\n",
            "Model validation :\n",
            "loss_val: 1.2461\n",
            "acc_val: 0.6714\n",
            "auc_roc_val: 0.7296\n",
            "auc_pr_val: 0.4470\n",
            "time: 0.1209s\n",
            "Epoch: 0076\n",
            "Model training :\n",
            "loss_train: 1.2585\n",
            "acc_train: 0.6687\n",
            "auc_roc_train: 0.7131\n",
            "auc_pr_train: 0.4348\n",
            "Model validation :\n",
            "loss_val: 1.2446\n",
            "acc_val: 0.6729\n",
            "auc_roc_val: 0.7308\n",
            "auc_pr_val: 0.4482\n",
            "time: 0.1250s\n",
            "Epoch: 0077\n",
            "Model training :\n",
            "loss_train: 1.2603\n",
            "acc_train: 0.6704\n",
            "auc_roc_train: 0.7133\n",
            "auc_pr_train: 0.4354\n",
            "Model validation :\n",
            "loss_val: 1.2431\n",
            "acc_val: 0.6751\n",
            "auc_roc_val: 0.7324\n",
            "auc_pr_val: 0.4499\n",
            "time: 0.1267s\n",
            "Epoch: 0078\n",
            "Model training :\n",
            "loss_train: 1.2587\n",
            "acc_train: 0.6776\n",
            "auc_roc_train: 0.7208\n",
            "auc_pr_train: 0.4424\n",
            "Model validation :\n",
            "loss_val: 1.2417\n",
            "acc_val: 0.6764\n",
            "auc_roc_val: 0.7333\n",
            "auc_pr_val: 0.4509\n",
            "time: 0.1208s\n",
            "Epoch: 0079\n",
            "Model training :\n",
            "loss_train: 1.2524\n",
            "acc_train: 0.6803\n",
            "auc_roc_train: 0.7222\n",
            "auc_pr_train: 0.4442\n",
            "Model validation :\n",
            "loss_val: 1.2402\n",
            "acc_val: 0.6773\n",
            "auc_roc_val: 0.7340\n",
            "auc_pr_val: 0.4516\n",
            "time: 0.1130s\n",
            "Epoch: 0080\n",
            "Model training :\n",
            "loss_train: 1.2522\n",
            "acc_train: 0.6872\n",
            "auc_roc_train: 0.7284\n",
            "auc_pr_train: 0.4504\n",
            "Model validation :\n",
            "loss_val: 1.2387\n",
            "acc_val: 0.6783\n",
            "auc_roc_val: 0.7347\n",
            "auc_pr_val: 0.4524\n",
            "time: 0.1106s\n",
            "Epoch: 0081\n",
            "Model training :\n",
            "loss_train: 1.2499\n",
            "acc_train: 0.6806\n",
            "auc_roc_train: 0.7210\n",
            "auc_pr_train: 0.4433\n",
            "Model validation :\n",
            "loss_val: 1.2372\n",
            "acc_val: 0.6803\n",
            "auc_roc_val: 0.7363\n",
            "auc_pr_val: 0.4540\n",
            "time: 0.1091s\n",
            "Epoch: 0082\n",
            "Model training :\n",
            "loss_train: 1.2521\n",
            "acc_train: 0.6788\n",
            "auc_roc_train: 0.7205\n",
            "auc_pr_train: 0.4425\n",
            "Model validation :\n",
            "loss_val: 1.2358\n",
            "acc_val: 0.6815\n",
            "auc_roc_val: 0.7375\n",
            "auc_pr_val: 0.4552\n",
            "time: 0.1337s\n",
            "Epoch: 0083\n",
            "Model training :\n",
            "loss_train: 1.2517\n",
            "acc_train: 0.6838\n",
            "auc_roc_train: 0.7215\n",
            "auc_pr_train: 0.4446\n",
            "Model validation :\n",
            "loss_val: 1.2343\n",
            "acc_val: 0.6823\n",
            "auc_roc_val: 0.7380\n",
            "auc_pr_val: 0.4557\n",
            "time: 0.1232s\n",
            "Epoch: 0084\n",
            "Model training :\n",
            "loss_train: 1.2481\n",
            "acc_train: 0.6894\n",
            "auc_roc_train: 0.7304\n",
            "auc_pr_train: 0.4525\n",
            "Model validation :\n",
            "loss_val: 1.2329\n",
            "acc_val: 0.6835\n",
            "auc_roc_val: 0.7388\n",
            "auc_pr_val: 0.4567\n",
            "time: 0.1202s\n",
            "Epoch: 0085\n",
            "Model training :\n",
            "loss_train: 1.2383\n",
            "acc_train: 0.6877\n",
            "auc_roc_train: 0.7314\n",
            "auc_pr_train: 0.4527\n",
            "Model validation :\n",
            "loss_val: 1.2314\n",
            "acc_val: 0.6850\n",
            "auc_roc_val: 0.7401\n",
            "auc_pr_val: 0.4580\n",
            "time: 0.1166s\n",
            "Epoch: 0086\n",
            "Model training :\n",
            "loss_train: 1.2489\n",
            "acc_train: 0.6830\n",
            "auc_roc_train: 0.7234\n",
            "auc_pr_train: 0.4457\n",
            "Model validation :\n",
            "loss_val: 1.2300\n",
            "acc_val: 0.6870\n",
            "auc_roc_val: 0.7415\n",
            "auc_pr_val: 0.4596\n",
            "time: 0.1142s\n",
            "Epoch: 0087\n",
            "Model training :\n",
            "loss_train: 1.2457\n",
            "acc_train: 0.6776\n",
            "auc_roc_train: 0.7186\n",
            "auc_pr_train: 0.4409\n",
            "Model validation :\n",
            "loss_val: 1.2286\n",
            "acc_val: 0.6882\n",
            "auc_roc_val: 0.7427\n",
            "auc_pr_val: 0.4607\n",
            "time: 0.1186s\n",
            "Epoch: 0088\n",
            "Model training :\n",
            "loss_train: 1.2384\n",
            "acc_train: 0.6973\n",
            "auc_roc_train: 0.7365\n",
            "auc_pr_train: 0.4592\n",
            "Model validation :\n",
            "loss_val: 1.2271\n",
            "acc_val: 0.6904\n",
            "auc_roc_val: 0.7442\n",
            "auc_pr_val: 0.4625\n",
            "time: 0.1114s\n",
            "Epoch: 0089\n",
            "Model training :\n",
            "loss_train: 1.2404\n",
            "acc_train: 0.6850\n",
            "auc_roc_train: 0.7256\n",
            "auc_pr_train: 0.4478\n",
            "Model validation :\n",
            "loss_val: 1.2257\n",
            "acc_val: 0.6912\n",
            "auc_roc_val: 0.7448\n",
            "auc_pr_val: 0.4631\n",
            "time: 0.1213s\n",
            "Epoch: 0090\n",
            "Model training :\n",
            "loss_train: 1.2415\n",
            "acc_train: 0.6884\n",
            "auc_roc_train: 0.7234\n",
            "auc_pr_train: 0.4473\n",
            "Model validation :\n",
            "loss_val: 1.2243\n",
            "acc_val: 0.6929\n",
            "auc_roc_val: 0.7465\n",
            "auc_pr_val: 0.4648\n",
            "time: 0.1209s\n",
            "Epoch: 0091\n",
            "Model training :\n",
            "loss_train: 1.2377\n",
            "acc_train: 0.6879\n",
            "auc_roc_train: 0.7277\n",
            "auc_pr_train: 0.4501\n",
            "Model validation :\n",
            "loss_val: 1.2228\n",
            "acc_val: 0.6941\n",
            "auc_roc_val: 0.7473\n",
            "auc_pr_val: 0.4658\n",
            "time: 0.1155s\n",
            "Epoch: 0092\n",
            "Model training :\n",
            "loss_train: 1.2372\n",
            "acc_train: 0.6907\n",
            "auc_roc_train: 0.7298\n",
            "auc_pr_train: 0.4524\n",
            "Model validation :\n",
            "loss_val: 1.2214\n",
            "acc_val: 0.6961\n",
            "auc_roc_val: 0.7490\n",
            "auc_pr_val: 0.4676\n",
            "time: 0.1223s\n",
            "Epoch: 0093\n",
            "Model training :\n",
            "loss_train: 1.2420\n",
            "acc_train: 0.6941\n",
            "auc_roc_train: 0.7296\n",
            "auc_pr_train: 0.4533\n",
            "Model validation :\n",
            "loss_val: 1.2200\n",
            "acc_val: 0.6973\n",
            "auc_roc_val: 0.7499\n",
            "auc_pr_val: 0.4686\n",
            "time: 0.1218s\n",
            "Epoch: 0094\n",
            "Model training :\n",
            "loss_train: 1.2300\n",
            "acc_train: 0.6951\n",
            "auc_roc_train: 0.7310\n",
            "auc_pr_train: 0.4547\n",
            "Model validation :\n",
            "loss_val: 1.2186\n",
            "acc_val: 0.6985\n",
            "auc_roc_val: 0.7507\n",
            "auc_pr_val: 0.4696\n",
            "time: 0.1068s\n",
            "Epoch: 0095\n",
            "Model training :\n",
            "loss_train: 1.2365\n",
            "acc_train: 0.6973\n",
            "auc_roc_train: 0.7348\n",
            "auc_pr_train: 0.4580\n",
            "Model validation :\n",
            "loss_val: 1.2172\n",
            "acc_val: 0.6993\n",
            "auc_roc_val: 0.7513\n",
            "auc_pr_val: 0.4702\n",
            "time: 0.1113s\n",
            "Epoch: 0096\n",
            "Model training :\n",
            "loss_train: 1.2329\n",
            "acc_train: 0.6993\n",
            "auc_roc_train: 0.7347\n",
            "auc_pr_train: 0.4586\n",
            "Model validation :\n",
            "loss_val: 1.2158\n",
            "acc_val: 0.7003\n",
            "auc_roc_val: 0.7522\n",
            "auc_pr_val: 0.4712\n",
            "time: 0.1147s\n",
            "Epoch: 0097\n",
            "Model training :\n",
            "loss_train: 1.2379\n",
            "acc_train: 0.6988\n",
            "auc_roc_train: 0.7327\n",
            "auc_pr_train: 0.4570\n",
            "Model validation :\n",
            "loss_val: 1.2144\n",
            "acc_val: 0.7005\n",
            "auc_roc_val: 0.7524\n",
            "auc_pr_val: 0.4714\n",
            "time: 0.1164s\n",
            "Epoch: 0098\n",
            "Model training :\n",
            "loss_train: 1.2337\n",
            "acc_train: 0.7079\n",
            "auc_roc_train: 0.7423\n",
            "auc_pr_train: 0.4669\n",
            "Model validation :\n",
            "loss_val: 1.2130\n",
            "acc_val: 0.7010\n",
            "auc_roc_val: 0.7527\n",
            "auc_pr_val: 0.4719\n",
            "time: 0.1188s\n",
            "Epoch: 0099\n",
            "Model training :\n",
            "loss_train: 1.2312\n",
            "acc_train: 0.7000\n",
            "auc_roc_train: 0.7331\n",
            "auc_pr_train: 0.4577\n",
            "Model validation :\n",
            "loss_val: 1.2116\n",
            "acc_val: 0.7018\n",
            "auc_roc_val: 0.7532\n",
            "auc_pr_val: 0.4725\n",
            "time: 0.1230s\n",
            "Epoch: 0100\n",
            "Model training :\n",
            "loss_train: 1.2341\n",
            "acc_train: 0.6951\n",
            "auc_roc_train: 0.7325\n",
            "auc_pr_train: 0.4557\n",
            "Model validation :\n",
            "loss_val: 1.2102\n",
            "acc_val: 0.7018\n",
            "auc_roc_val: 0.7532\n",
            "auc_pr_val: 0.4725\n",
            "time: 0.1286s\n",
            "Epoch: 0101\n",
            "Model training :\n",
            "loss_train: 1.2267\n",
            "acc_train: 0.7062\n",
            "auc_roc_train: 0.7394\n",
            "auc_pr_train: 0.4642\n",
            "Model validation :\n",
            "loss_val: 1.2088\n",
            "acc_val: 0.7018\n",
            "auc_roc_val: 0.7532\n",
            "auc_pr_val: 0.4725\n",
            "time: 0.1966s\n",
            "Epoch: 0102\n",
            "Model training :\n",
            "loss_train: 1.2248\n",
            "acc_train: 0.7003\n",
            "auc_roc_train: 0.7357\n",
            "auc_pr_train: 0.4596\n",
            "Model validation :\n",
            "loss_val: 1.2074\n",
            "acc_val: 0.7032\n",
            "auc_roc_val: 0.7543\n",
            "auc_pr_val: 0.4737\n",
            "time: 0.1844s\n",
            "Epoch: 0103\n",
            "Model training :\n",
            "loss_train: 1.2213\n",
            "acc_train: 0.6985\n",
            "auc_roc_train: 0.7362\n",
            "auc_pr_train: 0.4594\n",
            "Model validation :\n",
            "loss_val: 1.2060\n",
            "acc_val: 0.7052\n",
            "auc_roc_val: 0.7557\n",
            "auc_pr_val: 0.4754\n",
            "time: 0.1903s\n",
            "Epoch: 0104\n",
            "Model training :\n",
            "loss_train: 1.2182\n",
            "acc_train: 0.7091\n",
            "auc_roc_train: 0.7463\n",
            "auc_pr_train: 0.4702\n",
            "Model validation :\n",
            "loss_val: 1.2047\n",
            "acc_val: 0.7059\n",
            "auc_roc_val: 0.7562\n",
            "auc_pr_val: 0.4760\n",
            "time: 0.1775s\n",
            "Epoch: 0105\n",
            "Model training :\n",
            "loss_train: 1.2193\n",
            "acc_train: 0.7025\n",
            "auc_roc_train: 0.7385\n",
            "auc_pr_train: 0.4623\n",
            "Model validation :\n",
            "loss_val: 1.2033\n",
            "acc_val: 0.7072\n",
            "auc_roc_val: 0.7571\n",
            "auc_pr_val: 0.4771\n",
            "time: 0.1827s\n",
            "Epoch: 0106\n",
            "Model training :\n",
            "loss_train: 1.2207\n",
            "acc_train: 0.7042\n",
            "auc_roc_train: 0.7392\n",
            "auc_pr_train: 0.4634\n",
            "Model validation :\n",
            "loss_val: 1.2019\n",
            "acc_val: 0.7079\n",
            "auc_roc_val: 0.7579\n",
            "auc_pr_val: 0.4779\n",
            "time: 0.2008s\n",
            "Epoch: 0107\n",
            "Model training :\n",
            "loss_train: 1.2173\n",
            "acc_train: 0.7010\n",
            "auc_roc_train: 0.7355\n",
            "auc_pr_train: 0.4597\n",
            "Model validation :\n",
            "loss_val: 1.2005\n",
            "acc_val: 0.7079\n",
            "auc_roc_val: 0.7579\n",
            "auc_pr_val: 0.4779\n",
            "time: 0.1801s\n",
            "Epoch: 0108\n",
            "Model training :\n",
            "loss_train: 1.2215\n",
            "acc_train: 0.6981\n",
            "auc_roc_train: 0.7329\n",
            "auc_pr_train: 0.4569\n",
            "Model validation :\n",
            "loss_val: 1.1992\n",
            "acc_val: 0.7084\n",
            "auc_roc_val: 0.7584\n",
            "auc_pr_val: 0.4785\n",
            "time: 0.1748s\n",
            "Epoch: 0109\n",
            "Model training :\n",
            "loss_train: 1.2131\n",
            "acc_train: 0.7040\n",
            "auc_roc_train: 0.7407\n",
            "auc_pr_train: 0.4644\n",
            "Model validation :\n",
            "loss_val: 1.1978\n",
            "acc_val: 0.7091\n",
            "auc_roc_val: 0.7590\n",
            "auc_pr_val: 0.4791\n",
            "time: 0.1718s\n",
            "Epoch: 0110\n",
            "Model training :\n",
            "loss_train: 1.2164\n",
            "acc_train: 0.7126\n",
            "auc_roc_train: 0.7473\n",
            "auc_pr_train: 0.4722\n",
            "Model validation :\n",
            "loss_val: 1.1965\n",
            "acc_val: 0.7099\n",
            "auc_roc_val: 0.7597\n",
            "auc_pr_val: 0.4799\n",
            "time: 0.1811s\n",
            "Epoch: 0111\n",
            "Model training :\n",
            "loss_train: 1.2108\n",
            "acc_train: 0.7119\n",
            "auc_roc_train: 0.7458\n",
            "auc_pr_train: 0.4708\n",
            "Model validation :\n",
            "loss_val: 1.1951\n",
            "acc_val: 0.7106\n",
            "auc_roc_val: 0.7603\n",
            "auc_pr_val: 0.4805\n",
            "time: 0.1779s\n",
            "Epoch: 0112\n",
            "Model training :\n",
            "loss_train: 1.2174\n",
            "acc_train: 0.7082\n",
            "auc_roc_train: 0.7403\n",
            "auc_pr_train: 0.4656\n",
            "Model validation :\n",
            "loss_val: 1.1938\n",
            "acc_val: 0.7119\n",
            "auc_roc_val: 0.7614\n",
            "auc_pr_val: 0.4818\n",
            "time: 0.1957s\n",
            "Epoch: 0113\n",
            "Model training :\n",
            "loss_train: 1.2130\n",
            "acc_train: 0.7077\n",
            "auc_roc_train: 0.7436\n",
            "auc_pr_train: 0.4677\n",
            "Model validation :\n",
            "loss_val: 1.1925\n",
            "acc_val: 0.7138\n",
            "auc_roc_val: 0.7628\n",
            "auc_pr_val: 0.4835\n",
            "time: 0.1809s\n",
            "Epoch: 0114\n",
            "Model training :\n",
            "loss_train: 1.2112\n",
            "acc_train: 0.7175\n",
            "auc_roc_train: 0.7540\n",
            "auc_pr_train: 0.4787\n",
            "Model validation :\n",
            "loss_val: 1.1911\n",
            "acc_val: 0.7153\n",
            "auc_roc_val: 0.7638\n",
            "auc_pr_val: 0.4848\n",
            "time: 0.1928s\n",
            "Epoch: 0115\n",
            "Model training :\n",
            "loss_train: 1.2084\n",
            "acc_train: 0.7087\n",
            "auc_roc_train: 0.7441\n",
            "auc_pr_train: 0.4684\n",
            "Model validation :\n",
            "loss_val: 1.1898\n",
            "acc_val: 0.7165\n",
            "auc_roc_val: 0.7647\n",
            "auc_pr_val: 0.4859\n",
            "time: 0.1696s\n",
            "Epoch: 0116\n",
            "Model training :\n",
            "loss_train: 1.2068\n",
            "acc_train: 0.7178\n",
            "auc_roc_train: 0.7498\n",
            "auc_pr_train: 0.4759\n",
            "Model validation :\n",
            "loss_val: 1.1884\n",
            "acc_val: 0.7188\n",
            "auc_roc_val: 0.7663\n",
            "auc_pr_val: 0.4879\n",
            "time: 0.2037s\n",
            "Epoch: 0117\n",
            "Model training :\n",
            "loss_train: 1.2026\n",
            "acc_train: 0.7217\n",
            "auc_roc_train: 0.7562\n",
            "auc_pr_train: 0.4820\n",
            "Model validation :\n",
            "loss_val: 1.1871\n",
            "acc_val: 0.7190\n",
            "auc_roc_val: 0.7665\n",
            "auc_pr_val: 0.4881\n",
            "time: 0.1734s\n",
            "Epoch: 0118\n",
            "Model training :\n",
            "loss_train: 1.2043\n",
            "acc_train: 0.7183\n",
            "auc_roc_train: 0.7497\n",
            "auc_pr_train: 0.4760\n",
            "Model validation :\n",
            "loss_val: 1.1858\n",
            "acc_val: 0.7207\n",
            "auc_roc_val: 0.7677\n",
            "auc_pr_val: 0.4896\n",
            "time: 0.1849s\n",
            "Epoch: 0119\n",
            "Model training :\n",
            "loss_train: 1.2020\n",
            "acc_train: 0.7188\n",
            "auc_roc_train: 0.7500\n",
            "auc_pr_train: 0.4764\n",
            "Model validation :\n",
            "loss_val: 1.1844\n",
            "acc_val: 0.7229\n",
            "auc_roc_val: 0.7692\n",
            "auc_pr_val: 0.4916\n",
            "time: 0.1692s\n",
            "Epoch: 0120\n",
            "Model training :\n",
            "loss_train: 1.2002\n",
            "acc_train: 0.7229\n",
            "auc_roc_train: 0.7564\n",
            "auc_pr_train: 0.4826\n",
            "Model validation :\n",
            "loss_val: 1.1831\n",
            "acc_val: 0.7252\n",
            "auc_roc_val: 0.7708\n",
            "auc_pr_val: 0.4937\n",
            "time: 0.1879s\n",
            "Epoch: 0121\n",
            "Model training :\n",
            "loss_train: 1.2033\n",
            "acc_train: 0.7222\n",
            "auc_roc_train: 0.7551\n",
            "auc_pr_train: 0.4814\n",
            "Model validation :\n",
            "loss_val: 1.1818\n",
            "acc_val: 0.7259\n",
            "auc_roc_val: 0.7711\n",
            "auc_pr_val: 0.4942\n",
            "time: 0.1654s\n",
            "Epoch: 0122\n",
            "Model training :\n",
            "loss_train: 1.1968\n",
            "acc_train: 0.7239\n",
            "auc_roc_train: 0.7571\n",
            "auc_pr_train: 0.4835\n",
            "Model validation :\n",
            "loss_val: 1.1804\n",
            "acc_val: 0.7279\n",
            "auc_roc_val: 0.7725\n",
            "auc_pr_val: 0.4960\n",
            "time: 0.2001s\n",
            "Epoch: 0123\n",
            "Model training :\n",
            "loss_train: 1.1940\n",
            "acc_train: 0.7353\n",
            "auc_roc_train: 0.7683\n",
            "auc_pr_train: 0.4964\n",
            "Model validation :\n",
            "loss_val: 1.1791\n",
            "acc_val: 0.7291\n",
            "auc_roc_val: 0.7736\n",
            "auc_pr_val: 0.4973\n",
            "time: 0.1798s\n",
            "Epoch: 0124\n",
            "Model training :\n",
            "loss_train: 1.1905\n",
            "acc_train: 0.7345\n",
            "auc_roc_train: 0.7653\n",
            "auc_pr_train: 0.4939\n",
            "Model validation :\n",
            "loss_val: 1.1778\n",
            "acc_val: 0.7308\n",
            "auc_roc_val: 0.7748\n",
            "auc_pr_val: 0.4989\n",
            "time: 0.2066s\n",
            "Epoch: 0125\n",
            "Model training :\n",
            "loss_train: 1.1949\n",
            "acc_train: 0.7229\n",
            "auc_roc_train: 0.7566\n",
            "auc_pr_train: 0.4828\n",
            "Model validation :\n",
            "loss_val: 1.1764\n",
            "acc_val: 0.7318\n",
            "auc_roc_val: 0.7755\n",
            "auc_pr_val: 0.4999\n",
            "time: 0.1720s\n",
            "Epoch: 0126\n",
            "Model training :\n",
            "loss_train: 1.1940\n",
            "acc_train: 0.7301\n",
            "auc_roc_train: 0.7585\n",
            "auc_pr_train: 0.4872\n",
            "Model validation :\n",
            "loss_val: 1.1751\n",
            "acc_val: 0.7335\n",
            "auc_roc_val: 0.7765\n",
            "auc_pr_val: 0.5013\n",
            "time: 0.1243s\n",
            "Epoch: 0127\n",
            "Model training :\n",
            "loss_train: 1.1891\n",
            "acc_train: 0.7368\n",
            "auc_roc_train: 0.7659\n",
            "auc_pr_train: 0.4954\n",
            "Model validation :\n",
            "loss_val: 1.1738\n",
            "acc_val: 0.7345\n",
            "auc_roc_val: 0.7772\n",
            "auc_pr_val: 0.5023\n",
            "time: 0.1115s\n",
            "Epoch: 0128\n",
            "Model training :\n",
            "loss_train: 1.1878\n",
            "acc_train: 0.7289\n",
            "auc_roc_train: 0.7615\n",
            "auc_pr_train: 0.4888\n",
            "Model validation :\n",
            "loss_val: 1.1725\n",
            "acc_val: 0.7365\n",
            "auc_roc_val: 0.7789\n",
            "auc_pr_val: 0.5043\n",
            "time: 0.1181s\n",
            "Epoch: 0129\n",
            "Model training :\n",
            "loss_train: 1.1930\n",
            "acc_train: 0.7328\n",
            "auc_roc_train: 0.7609\n",
            "auc_pr_train: 0.4901\n",
            "Model validation :\n",
            "loss_val: 1.1712\n",
            "acc_val: 0.7377\n",
            "auc_roc_val: 0.7802\n",
            "auc_pr_val: 0.5058\n",
            "time: 0.1191s\n",
            "Epoch: 0130\n",
            "Model training :\n",
            "loss_train: 1.1909\n",
            "acc_train: 0.7286\n",
            "auc_roc_train: 0.7580\n",
            "auc_pr_train: 0.4861\n",
            "Model validation :\n",
            "loss_val: 1.1699\n",
            "acc_val: 0.7382\n",
            "auc_roc_val: 0.7806\n",
            "auc_pr_val: 0.5063\n",
            "time: 0.1187s\n",
            "Epoch: 0131\n",
            "Model training :\n",
            "loss_train: 1.1928\n",
            "acc_train: 0.7303\n",
            "auc_roc_train: 0.7597\n",
            "auc_pr_train: 0.4881\n",
            "Model validation :\n",
            "loss_val: 1.1686\n",
            "acc_val: 0.7392\n",
            "auc_roc_val: 0.7813\n",
            "auc_pr_val: 0.5073\n",
            "time: 0.1237s\n",
            "Epoch: 0132\n",
            "Model training :\n",
            "loss_train: 1.1845\n",
            "acc_train: 0.7390\n",
            "auc_roc_train: 0.7677\n",
            "auc_pr_train: 0.4977\n",
            "Model validation :\n",
            "loss_val: 1.1673\n",
            "acc_val: 0.7400\n",
            "auc_roc_val: 0.7818\n",
            "auc_pr_val: 0.5080\n",
            "time: 0.1330s\n",
            "Epoch: 0133\n",
            "Model training :\n",
            "loss_train: 1.1921\n",
            "acc_train: 0.7368\n",
            "auc_roc_train: 0.7703\n",
            "auc_pr_train: 0.4985\n",
            "Model validation :\n",
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            "acc_val: 0.7409\n",
            "auc_roc_val: 0.7825\n",
            "auc_pr_val: 0.5090\n",
            "time: 0.1268s\n",
            "Epoch: 0134\n",
            "Model training :\n",
            "loss_train: 1.1823\n",
            "acc_train: 0.7326\n",
            "auc_roc_train: 0.7644\n",
            "auc_pr_train: 0.4924\n",
            "Model validation :\n",
            "loss_val: 1.1648\n",
            "acc_val: 0.7417\n",
            "auc_roc_val: 0.7835\n",
            "auc_pr_val: 0.5100\n",
            "time: 0.1199s\n",
            "Epoch: 0135\n",
            "Model training :\n",
            "loss_train: 1.1867\n",
            "acc_train: 0.7306\n",
            "auc_roc_train: 0.7618\n",
            "auc_pr_train: 0.4897\n",
            "Model validation :\n",
            "loss_val: 1.1635\n",
            "acc_val: 0.7422\n",
            "auc_roc_val: 0.7839\n",
            "auc_pr_val: 0.5105\n",
            "time: 0.1337s\n",
            "Epoch: 0136\n",
            "Model training :\n",
            "loss_train: 1.1794\n",
            "acc_train: 0.7353\n",
            "auc_roc_train: 0.7661\n",
            "auc_pr_train: 0.4948\n",
            "Model validation :\n",
            "loss_val: 1.1622\n",
            "acc_val: 0.7429\n",
            "auc_roc_val: 0.7844\n",
            "auc_pr_val: 0.5112\n",
            "time: 0.1083s\n",
            "Epoch: 0137\n",
            "Model training :\n",
            "loss_train: 1.1752\n",
            "acc_train: 0.7385\n",
            "auc_roc_train: 0.7693\n",
            "auc_pr_train: 0.4986\n",
            "Model validation :\n",
            "loss_val: 1.1609\n",
            "acc_val: 0.7437\n",
            "auc_roc_val: 0.7851\n",
            "auc_pr_val: 0.5121\n",
            "time: 0.1143s\n",
            "Epoch: 0138\n",
            "Model training :\n",
            "loss_train: 1.1766\n",
            "acc_train: 0.7404\n",
            "auc_roc_train: 0.7702\n",
            "auc_pr_train: 0.5002\n",
            "Model validation :\n",
            "loss_val: 1.1596\n",
            "acc_val: 0.7444\n",
            "auc_roc_val: 0.7859\n",
            "auc_pr_val: 0.5130\n",
            "time: 0.1209s\n",
            "Epoch: 0139\n",
            "Model training :\n",
            "loss_train: 1.1762\n",
            "acc_train: 0.7395\n",
            "auc_roc_train: 0.7708\n",
            "auc_pr_train: 0.5001\n",
            "Model validation :\n",
            "loss_val: 1.1584\n",
            "acc_val: 0.7451\n",
            "auc_roc_val: 0.7864\n",
            "auc_pr_val: 0.5138\n",
            "time: 0.1128s\n",
            "Epoch: 0140\n",
            "Model training :\n",
            "loss_train: 1.1808\n",
            "acc_train: 0.7370\n",
            "auc_roc_train: 0.7676\n",
            "auc_pr_train: 0.4967\n",
            "Model validation :\n",
            "loss_val: 1.1571\n",
            "acc_val: 0.7456\n",
            "auc_roc_val: 0.7868\n",
            "auc_pr_val: 0.5142\n",
            "time: 0.1234s\n",
            "Epoch: 0141\n",
            "Model training :\n",
            "loss_train: 1.1749\n",
            "acc_train: 0.7422\n",
            "auc_roc_train: 0.7737\n",
            "auc_pr_train: 0.5034\n",
            "Model validation :\n",
            "loss_val: 1.1558\n",
            "acc_val: 0.7466\n",
            "auc_roc_val: 0.7877\n",
            "auc_pr_val: 0.5154\n",
            "time: 0.1175s\n",
            "Epoch: 0142\n",
            "Model training :\n",
            "loss_train: 1.1732\n",
            "acc_train: 0.7451\n",
            "auc_roc_train: 0.7748\n",
            "auc_pr_train: 0.5057\n",
            "Model validation :\n",
            "loss_val: 1.1545\n",
            "acc_val: 0.7481\n",
            "auc_roc_val: 0.7888\n",
            "auc_pr_val: 0.5169\n",
            "time: 0.1101s\n",
            "Epoch: 0143\n",
            "Model training :\n",
            "loss_train: 1.1684\n",
            "acc_train: 0.7466\n",
            "auc_roc_train: 0.7778\n",
            "auc_pr_train: 0.5085\n",
            "Model validation :\n",
            "loss_val: 1.1533\n",
            "acc_val: 0.7488\n",
            "auc_roc_val: 0.7898\n",
            "auc_pr_val: 0.5180\n",
            "time: 0.1115s\n",
            "Epoch: 0144\n",
            "Model training :\n",
            "loss_train: 1.1741\n",
            "acc_train: 0.7424\n",
            "auc_roc_train: 0.7729\n",
            "auc_pr_train: 0.5030\n",
            "Model validation :\n",
            "loss_val: 1.1520\n",
            "acc_val: 0.7493\n",
            "auc_roc_val: 0.7906\n",
            "auc_pr_val: 0.5188\n",
            "time: 0.1197s\n",
            "Epoch: 0145\n",
            "Model training :\n",
            "loss_train: 1.1729\n",
            "acc_train: 0.7491\n",
            "auc_roc_train: 0.7764\n",
            "auc_pr_train: 0.5088\n",
            "Model validation :\n",
            "loss_val: 1.1507\n",
            "acc_val: 0.7508\n",
            "auc_roc_val: 0.7919\n",
            "auc_pr_val: 0.5205\n",
            "time: 0.1085s\n",
            "Epoch: 0146\n",
            "Model training :\n",
            "loss_train: 1.1752\n",
            "acc_train: 0.7446\n",
            "auc_roc_train: 0.7688\n",
            "auc_pr_train: 0.5013\n",
            "Model validation :\n",
            "loss_val: 1.1495\n",
            "acc_val: 0.7518\n",
            "auc_roc_val: 0.7929\n",
            "auc_pr_val: 0.5216\n",
            "time: 0.1121s\n",
            "Epoch: 0147\n",
            "Model training :\n",
            "loss_train: 1.1700\n",
            "acc_train: 0.7496\n",
            "auc_roc_train: 0.7770\n",
            "auc_pr_train: 0.5095\n",
            "Model validation :\n",
            "loss_val: 1.1482\n",
            "acc_val: 0.7538\n",
            "auc_roc_val: 0.7943\n",
            "auc_pr_val: 0.5237\n",
            "time: 0.1154s\n",
            "Epoch: 0148\n",
            "Model training :\n",
            "loss_train: 1.1712\n",
            "acc_train: 0.7459\n",
            "auc_roc_train: 0.7726\n",
            "auc_pr_train: 0.5046\n",
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            "acc_val: 0.7545\n",
            "auc_roc_val: 0.7948\n",
            "auc_pr_val: 0.5244\n",
            "time: 0.1139s\n",
            "Epoch: 0149\n",
            "Model training :\n",
            "loss_train: 1.1645\n",
            "acc_train: 0.7518\n",
            "auc_roc_train: 0.7795\n",
            "auc_pr_train: 0.5125\n",
            "Model validation :\n",
            "loss_val: 1.1457\n",
            "acc_val: 0.7547\n",
            "auc_roc_val: 0.7950\n",
            "auc_pr_val: 0.5247\n",
            "time: 0.1361s\n",
            "Epoch: 0150\n",
            "Model training :\n",
            "loss_train: 1.1698\n",
            "acc_train: 0.7493\n",
            "auc_roc_train: 0.7746\n",
            "auc_pr_train: 0.5077\n",
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            "acc_val: 0.7577\n",
            "auc_roc_val: 0.7971\n",
            "auc_pr_val: 0.5277\n",
            "time: 0.1175s\n",
            "Epoch: 0151\n",
            "Model training :\n",
            "loss_train: 1.1660\n",
            "acc_train: 0.7547\n",
            "auc_roc_train: 0.7823\n",
            "auc_pr_train: 0.5160\n",
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            "acc_val: 0.7582\n",
            "auc_roc_val: 0.7974\n",
            "auc_pr_val: 0.5283\n",
            "time: 0.1202s\n",
            "Epoch: 0152\n",
            "Model training :\n",
            "loss_train: 1.1685\n",
            "acc_train: 0.7429\n",
            "auc_roc_train: 0.7720\n",
            "auc_pr_train: 0.5026\n",
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            "acc_val: 0.7589\n",
            "auc_roc_val: 0.7982\n",
            "auc_pr_val: 0.5292\n",
            "time: 0.1279s\n",
            "Epoch: 0153\n",
            "Model training :\n",
            "loss_train: 1.1571\n",
            "acc_train: 0.7557\n",
            "auc_roc_train: 0.7847\n",
            "auc_pr_train: 0.5182\n",
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            "acc_val: 0.7604\n",
            "auc_roc_val: 0.7995\n",
            "auc_pr_val: 0.5309\n",
            "time: 0.1142s\n",
            "Epoch: 0154\n",
            "Model training :\n",
            "loss_train: 1.1573\n",
            "acc_train: 0.7658\n",
            "auc_roc_train: 0.7919\n",
            "auc_pr_train: 0.5290\n",
            "Model validation :\n",
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            "acc_val: 0.7616\n",
            "auc_roc_val: 0.8003\n",
            "auc_pr_val: 0.5322\n",
            "time: 0.1224s\n",
            "Epoch: 0155\n",
            "Model training :\n",
            "loss_train: 1.1625\n",
            "acc_train: 0.7589\n",
            "auc_roc_train: 0.7858\n",
            "auc_pr_train: 0.5208\n",
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            "acc_val: 0.7634\n",
            "auc_roc_val: 0.8020\n",
            "auc_pr_val: 0.5344\n",
            "time: 0.1159s\n",
            "Epoch: 0156\n",
            "Model training :\n",
            "loss_train: 1.1586\n",
            "acc_train: 0.7619\n",
            "auc_roc_train: 0.7889\n",
            "auc_pr_train: 0.5246\n",
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            "loss_val: 1.1371\n",
            "acc_val: 0.7641\n",
            "auc_roc_val: 0.8026\n",
            "auc_pr_val: 0.5352\n",
            "time: 0.1235s\n",
            "Epoch: 0157\n",
            "Model training :\n",
            "loss_train: 1.1560\n",
            "acc_train: 0.7602\n",
            "auc_roc_train: 0.7874\n",
            "auc_pr_train: 0.5226\n",
            "Model validation :\n",
            "loss_val: 1.1358\n",
            "acc_val: 0.7653\n",
            "auc_roc_val: 0.8034\n",
            "auc_pr_val: 0.5365\n",
            "time: 0.1125s\n",
            "Epoch: 0158\n",
            "Model training :\n",
            "loss_train: 1.1547\n",
            "acc_train: 0.7614\n",
            "auc_roc_train: 0.7868\n",
            "auc_pr_train: 0.5229\n",
            "Model validation :\n",
            "loss_val: 1.1346\n",
            "acc_val: 0.7671\n",
            "auc_roc_val: 0.8047\n",
            "auc_pr_val: 0.5384\n",
            "time: 0.1179s\n",
            "Epoch: 0159\n",
            "Model training :\n",
            "loss_train: 1.1576\n",
            "acc_train: 0.7570\n",
            "auc_roc_train: 0.7837\n",
            "auc_pr_train: 0.5182\n",
            "Model validation :\n",
            "loss_val: 1.1334\n",
            "acc_val: 0.7685\n",
            "auc_roc_val: 0.8060\n",
            "auc_pr_val: 0.5402\n",
            "time: 0.1242s\n",
            "Epoch: 0160\n",
            "Model training :\n",
            "loss_train: 1.1508\n",
            "acc_train: 0.7562\n",
            "auc_roc_train: 0.7817\n",
            "auc_pr_train: 0.5164\n",
            "Model validation :\n",
            "loss_val: 1.1322\n",
            "acc_val: 0.7698\n",
            "auc_roc_val: 0.8066\n",
            "auc_pr_val: 0.5414\n",
            "time: 0.1162s\n",
            "Epoch: 0161\n",
            "Model training :\n",
            "loss_train: 1.1506\n",
            "acc_train: 0.7614\n",
            "auc_roc_train: 0.7868\n",
            "auc_pr_train: 0.5229\n",
            "Model validation :\n",
            "loss_val: 1.1310\n",
            "acc_val: 0.7708\n",
            "auc_roc_val: 0.8073\n",
            "auc_pr_val: 0.5425\n",
            "time: 0.1179s\n",
            "Epoch: 0162\n",
            "Model training :\n",
            "loss_train: 1.1449\n",
            "acc_train: 0.7708\n",
            "auc_roc_train: 0.7986\n",
            "auc_pr_train: 0.5366\n",
            "Model validation :\n",
            "loss_val: 1.1298\n",
            "acc_val: 0.7713\n",
            "auc_roc_val: 0.8076\n",
            "auc_pr_val: 0.5430\n",
            "time: 0.1220s\n",
            "Epoch: 0163\n",
            "Model training :\n",
            "loss_train: 1.1487\n",
            "acc_train: 0.7621\n",
            "auc_roc_train: 0.7866\n",
            "auc_pr_train: 0.5232\n",
            "Model validation :\n",
            "loss_val: 1.1286\n",
            "acc_val: 0.7720\n",
            "auc_roc_val: 0.8082\n",
            "auc_pr_val: 0.5438\n",
            "time: 0.1210s\n",
            "Epoch: 0164\n",
            "Model training :\n",
            "loss_train: 1.1483\n",
            "acc_train: 0.7579\n",
            "auc_roc_train: 0.7827\n",
            "auc_pr_train: 0.5181\n",
            "Model validation :\n",
            "loss_val: 1.1274\n",
            "acc_val: 0.7722\n",
            "auc_roc_val: 0.8083\n",
            "auc_pr_val: 0.5441\n",
            "time: 0.1130s\n",
            "Epoch: 0165\n",
            "Model training :\n",
            "loss_train: 1.1503\n",
            "acc_train: 0.7661\n",
            "auc_roc_train: 0.7901\n",
            "auc_pr_train: 0.5280\n",
            "Model validation :\n",
            "loss_val: 1.1262\n",
            "acc_val: 0.7737\n",
            "auc_roc_val: 0.8094\n",
            "auc_pr_val: 0.5457\n",
            "time: 0.1282s\n",
            "Epoch: 0166\n",
            "Model training :\n",
            "loss_train: 1.1533\n",
            "acc_train: 0.7683\n",
            "auc_roc_train: 0.7922\n",
            "auc_pr_train: 0.5308\n",
            "Model validation :\n",
            "loss_val: 1.1250\n",
            "acc_val: 0.7745\n",
            "auc_roc_val: 0.8097\n",
            "auc_pr_val: 0.5464\n",
            "time: 0.1313s\n",
            "Epoch: 0167\n",
            "Model training :\n",
            "loss_train: 1.1475\n",
            "acc_train: 0.7693\n",
            "auc_roc_train: 0.7939\n",
            "auc_pr_train: 0.5325\n",
            "Model validation :\n",
            "loss_val: 1.1238\n",
            "acc_val: 0.7752\n",
            "auc_roc_val: 0.8104\n",
            "auc_pr_val: 0.5474\n",
            "time: 0.1171s\n",
            "Epoch: 0168\n",
            "Model training :\n",
            "loss_train: 1.1458\n",
            "acc_train: 0.7671\n",
            "auc_roc_train: 0.7918\n",
            "auc_pr_train: 0.5297\n",
            "Model validation :\n",
            "loss_val: 1.1226\n",
            "acc_val: 0.7762\n",
            "auc_roc_val: 0.8116\n",
            "auc_pr_val: 0.5488\n",
            "time: 0.1151s\n",
            "Epoch: 0169\n",
            "Model training :\n",
            "loss_train: 1.1448\n",
            "acc_train: 0.7784\n",
            "auc_roc_train: 0.8023\n",
            "auc_pr_train: 0.5442\n",
            "Model validation :\n",
            "loss_val: 1.1214\n",
            "acc_val: 0.7772\n",
            "auc_roc_val: 0.8128\n",
            "auc_pr_val: 0.5503\n",
            "time: 0.1160s\n",
            "Epoch: 0170\n",
            "Model training :\n",
            "loss_train: 1.1420\n",
            "acc_train: 0.7700\n",
            "auc_roc_train: 0.7934\n",
            "auc_pr_train: 0.5327\n",
            "Model validation :\n",
            "loss_val: 1.1203\n",
            "acc_val: 0.7769\n",
            "auc_roc_val: 0.8122\n",
            "auc_pr_val: 0.5497\n",
            "time: 0.1195s\n",
            "Epoch: 0171\n",
            "Model training :\n",
            "loss_train: 1.1421\n",
            "acc_train: 0.7661\n",
            "auc_roc_train: 0.7913\n",
            "auc_pr_train: 0.5288\n",
            "Model validation :\n",
            "loss_val: 1.1191\n",
            "acc_val: 0.7779\n",
            "auc_roc_val: 0.8131\n",
            "auc_pr_val: 0.5510\n",
            "time: 0.1077s\n",
            "Epoch: 0172\n",
            "Model training :\n",
            "loss_train: 1.1471\n",
            "acc_train: 0.7764\n",
            "auc_roc_train: 0.7987\n",
            "auc_pr_train: 0.5405\n",
            "Model validation :\n",
            "loss_val: 1.1179\n",
            "acc_val: 0.7777\n",
            "auc_roc_val: 0.8129\n",
            "auc_pr_val: 0.5507\n",
            "time: 0.1164s\n",
            "Epoch: 0173\n",
            "Model training :\n",
            "loss_train: 1.1345\n",
            "acc_train: 0.7673\n",
            "auc_roc_train: 0.7954\n",
            "auc_pr_train: 0.5323\n",
            "Model validation :\n",
            "loss_val: 1.1168\n",
            "acc_val: 0.7779\n",
            "auc_roc_val: 0.8131\n",
            "auc_pr_val: 0.5510\n",
            "time: 0.1164s\n",
            "Epoch: 0174\n",
            "Model training :\n",
            "loss_train: 1.1369\n",
            "acc_train: 0.7769\n",
            "auc_roc_train: 0.7995\n",
            "auc_pr_train: 0.5413\n",
            "Model validation :\n",
            "loss_val: 1.1156\n",
            "acc_val: 0.7782\n",
            "auc_roc_val: 0.8133\n",
            "auc_pr_val: 0.5512\n",
            "time: 0.1230s\n",
            "Epoch: 0175\n",
            "Model training :\n",
            "loss_train: 1.1454\n",
            "acc_train: 0.7727\n",
            "auc_roc_train: 0.7953\n",
            "auc_pr_train: 0.5358\n",
            "Model validation :\n",
            "loss_val: 1.1144\n",
            "acc_val: 0.7799\n",
            "auc_roc_val: 0.8150\n",
            "auc_pr_val: 0.5535\n",
            "time: 0.1290s\n",
            "Epoch: 0176\n",
            "Model training :\n",
            "loss_train: 1.1371\n",
            "acc_train: 0.7745\n",
            "auc_roc_train: 0.7968\n",
            "auc_pr_train: 0.5379\n",
            "Model validation :\n",
            "loss_val: 1.1133\n",
            "acc_val: 0.7806\n",
            "auc_roc_val: 0.8162\n",
            "auc_pr_val: 0.5549\n",
            "time: 0.1115s\n",
            "Epoch: 0177\n",
            "Model training :\n",
            "loss_train: 1.1402\n",
            "acc_train: 0.7745\n",
            "auc_roc_train: 0.7961\n",
            "auc_pr_train: 0.5374\n",
            "Model validation :\n",
            "loss_val: 1.1122\n",
            "acc_val: 0.7814\n",
            "auc_roc_val: 0.8168\n",
            "auc_pr_val: 0.5557\n",
            "time: 0.1213s\n",
            "Epoch: 0178\n",
            "Model training :\n",
            "loss_train: 1.1382\n",
            "acc_train: 0.7713\n",
            "auc_roc_train: 0.7950\n",
            "auc_pr_train: 0.5346\n",
            "Model validation :\n",
            "loss_val: 1.1110\n",
            "acc_val: 0.7814\n",
            "auc_roc_val: 0.8168\n",
            "auc_pr_val: 0.5557\n",
            "time: 0.1310s\n",
            "Epoch: 0179\n",
            "Model training :\n",
            "loss_train: 1.1391\n",
            "acc_train: 0.7727\n",
            "auc_roc_train: 0.7968\n",
            "auc_pr_train: 0.5367\n",
            "Model validation :\n",
            "loss_val: 1.1099\n",
            "acc_val: 0.7819\n",
            "auc_roc_val: 0.8173\n",
            "auc_pr_val: 0.5564\n",
            "time: 0.1118s\n",
            "Epoch: 0180\n",
            "Model training :\n",
            "loss_train: 1.1336\n",
            "acc_train: 0.7777\n",
            "auc_roc_train: 0.8008\n",
            "auc_pr_train: 0.5427\n",
            "Model validation :\n",
            "loss_val: 1.1088\n",
            "acc_val: 0.7824\n",
            "auc_roc_val: 0.8177\n",
            "auc_pr_val: 0.5570\n",
            "time: 0.1217s\n",
            "Epoch: 0181\n",
            "Model training :\n",
            "loss_train: 1.1318\n",
            "acc_train: 0.7794\n",
            "auc_roc_train: 0.8008\n",
            "auc_pr_train: 0.5439\n",
            "Model validation :\n",
            "loss_val: 1.1076\n",
            "acc_val: 0.7831\n",
            "auc_roc_val: 0.8182\n",
            "auc_pr_val: 0.5579\n",
            "time: 0.1105s\n",
            "Epoch: 0182\n",
            "Model training :\n",
            "loss_train: 1.1276\n",
            "acc_train: 0.7853\n",
            "auc_roc_train: 0.8033\n",
            "auc_pr_train: 0.5498\n",
            "Model validation :\n",
            "loss_val: 1.1065\n",
            "acc_val: 0.7846\n",
            "auc_roc_val: 0.8195\n",
            "auc_pr_val: 0.5598\n",
            "time: 0.1179s\n",
            "Epoch: 0183\n",
            "Model training :\n",
            "loss_train: 1.1251\n",
            "acc_train: 0.7863\n",
            "auc_roc_train: 0.8074\n",
            "auc_pr_train: 0.5532\n",
            "Model validation :\n",
            "loss_val: 1.1054\n",
            "acc_val: 0.7851\n",
            "auc_roc_val: 0.8201\n",
            "auc_pr_val: 0.5605\n",
            "time: 0.1245s\n",
            "Epoch: 0184\n",
            "Model training :\n",
            "loss_train: 1.1249\n",
            "acc_train: 0.7865\n",
            "auc_roc_train: 0.8095\n",
            "auc_pr_train: 0.5547\n",
            "Model validation :\n",
            "loss_val: 1.1042\n",
            "acc_val: 0.7870\n",
            "auc_roc_val: 0.8213\n",
            "auc_pr_val: 0.5627\n",
            "time: 0.1091s\n",
            "Epoch: 0185\n",
            "Model training :\n",
            "loss_train: 1.1225\n",
            "acc_train: 0.7838\n",
            "auc_roc_train: 0.8059\n",
            "auc_pr_train: 0.5504\n",
            "Model validation :\n",
            "loss_val: 1.1031\n",
            "acc_val: 0.7885\n",
            "auc_roc_val: 0.8223\n",
            "auc_pr_val: 0.5644\n",
            "time: 0.1092s\n",
            "Epoch: 0186\n",
            "Model training :\n",
            "loss_train: 1.1197\n",
            "acc_train: 0.7806\n",
            "auc_roc_train: 0.8070\n",
            "auc_pr_train: 0.5488\n",
            "Model validation :\n",
            "loss_val: 1.1020\n",
            "acc_val: 0.7905\n",
            "auc_roc_val: 0.8240\n",
            "auc_pr_val: 0.5669\n",
            "time: 0.1238s\n",
            "Epoch: 0187\n",
            "Model training :\n",
            "loss_train: 1.1241\n",
            "acc_train: 0.7799\n",
            "auc_roc_train: 0.8002\n",
            "auc_pr_train: 0.5438\n",
            "Model validation :\n",
            "loss_val: 1.1009\n",
            "acc_val: 0.7927\n",
            "auc_roc_val: 0.8255\n",
            "auc_pr_val: 0.5696\n",
            "time: 0.1116s\n",
            "Epoch: 0188\n",
            "Model training :\n",
            "loss_train: 1.1249\n",
            "acc_train: 0.7789\n",
            "auc_roc_train: 0.8007\n",
            "auc_pr_train: 0.5435\n",
            "Model validation :\n",
            "loss_val: 1.0998\n",
            "acc_val: 0.7934\n",
            "auc_roc_val: 0.8261\n",
            "auc_pr_val: 0.5705\n",
            "time: 0.1194s\n",
            "Epoch: 0189\n",
            "Model training :\n",
            "loss_train: 1.1243\n",
            "acc_train: 0.7858\n",
            "auc_roc_train: 0.8065\n",
            "auc_pr_train: 0.5523\n",
            "Model validation :\n",
            "loss_val: 1.0987\n",
            "acc_val: 0.7942\n",
            "auc_roc_val: 0.8266\n",
            "auc_pr_val: 0.5714\n",
            "time: 0.1326s\n",
            "Epoch: 0190\n",
            "Model training :\n",
            "loss_train: 1.1224\n",
            "acc_train: 0.7819\n",
            "auc_roc_train: 0.8040\n",
            "auc_pr_train: 0.5477\n",
            "Model validation :\n",
            "loss_val: 1.0976\n",
            "acc_val: 0.7962\n",
            "auc_roc_val: 0.8280\n",
            "auc_pr_val: 0.5738\n",
            "time: 0.1231s\n",
            "Epoch: 0191\n",
            "Model training :\n",
            "loss_train: 1.1206\n",
            "acc_train: 0.7915\n",
            "auc_roc_train: 0.8118\n",
            "auc_pr_train: 0.5599\n",
            "Model validation :\n",
            "loss_val: 1.0965\n",
            "acc_val: 0.7969\n",
            "auc_roc_val: 0.8285\n",
            "auc_pr_val: 0.5747\n",
            "time: 0.1140s\n",
            "Epoch: 0192\n",
            "Model training :\n",
            "loss_train: 1.1134\n",
            "acc_train: 0.7947\n",
            "auc_roc_train: 0.8165\n",
            "auc_pr_train: 0.5654\n",
            "Model validation :\n",
            "loss_val: 1.0954\n",
            "acc_val: 0.7976\n",
            "auc_roc_val: 0.8290\n",
            "auc_pr_val: 0.5757\n",
            "time: 0.1367s\n",
            "Epoch: 0193\n",
            "Model training :\n",
            "loss_train: 1.1235\n",
            "acc_train: 0.7875\n",
            "auc_roc_train: 0.8085\n",
            "auc_pr_train: 0.5548\n",
            "Model validation :\n",
            "loss_val: 1.0943\n",
            "acc_val: 0.7984\n",
            "auc_roc_val: 0.8295\n",
            "auc_pr_val: 0.5766\n",
            "time: 0.1208s\n",
            "Epoch: 0194\n",
            "Model training :\n",
            "loss_train: 1.1154\n",
            "acc_train: 0.7934\n",
            "auc_roc_train: 0.8141\n",
            "auc_pr_train: 0.5630\n",
            "Model validation :\n",
            "loss_val: 1.0932\n",
            "acc_val: 0.7994\n",
            "auc_roc_val: 0.8298\n",
            "auc_pr_val: 0.5775\n",
            "time: 0.1097s\n",
            "Epoch: 0195\n",
            "Model training :\n",
            "loss_train: 1.1260\n",
            "acc_train: 0.7824\n",
            "auc_roc_train: 0.8007\n",
            "auc_pr_train: 0.5459\n",
            "Model validation :\n",
            "loss_val: 1.0921\n",
            "acc_val: 0.7996\n",
            "auc_roc_val: 0.8299\n",
            "auc_pr_val: 0.5778\n",
            "time: 0.1089s\n",
            "Epoch: 0196\n",
            "Model training :\n",
            "loss_train: 1.1159\n",
            "acc_train: 0.7880\n",
            "auc_roc_train: 0.8101\n",
            "auc_pr_train: 0.5562\n",
            "Model validation :\n",
            "loss_val: 1.0911\n",
            "acc_val: 0.8003\n",
            "auc_roc_val: 0.8307\n",
            "auc_pr_val: 0.5789\n",
            "time: 0.1277s\n",
            "Epoch: 0197\n",
            "Model training :\n",
            "loss_train: 1.1110\n",
            "acc_train: 0.7893\n",
            "auc_roc_train: 0.8109\n",
            "auc_pr_train: 0.5577\n",
            "Model validation :\n",
            "loss_val: 1.0900\n",
            "acc_val: 0.8011\n",
            "auc_roc_val: 0.8312\n",
            "auc_pr_val: 0.5798\n",
            "time: 0.1128s\n",
            "Epoch: 0198\n",
            "Model training :\n",
            "loss_train: 1.1156\n",
            "acc_train: 0.7917\n",
            "auc_roc_train: 0.8132\n",
            "auc_pr_train: 0.5610\n",
            "Model validation :\n",
            "loss_val: 1.0889\n",
            "acc_val: 0.8016\n",
            "auc_roc_val: 0.8316\n",
            "auc_pr_val: 0.5804\n",
            "time: 0.1233s\n",
            "Epoch: 0199\n",
            "Model training :\n",
            "loss_train: 1.1075\n",
            "acc_train: 0.7888\n",
            "auc_roc_train: 0.8086\n",
            "auc_pr_train: 0.5558\n",
            "Model validation :\n",
            "loss_val: 1.0878\n",
            "acc_val: 0.8023\n",
            "auc_roc_val: 0.8321\n",
            "auc_pr_val: 0.5814\n",
            "time: 0.1149s\n",
            "Epoch: 0200\n",
            "Model training :\n",
            "loss_train: 1.1069\n",
            "acc_train: 0.7893\n",
            "auc_roc_train: 0.8112\n",
            "auc_pr_train: 0.5578\n",
            "Model validation :\n",
            "loss_val: 1.0868\n",
            "acc_val: 0.8031\n",
            "auc_roc_val: 0.8329\n",
            "auc_pr_val: 0.5825\n",
            "time: 0.1230s\n",
            "Epoch: 0201\n",
            "Model training :\n",
            "loss_train: 1.1107\n",
            "acc_train: 0.7934\n",
            "auc_roc_train: 0.8171\n",
            "auc_pr_train: 0.5648\n",
            "Model validation :\n",
            "loss_val: 1.0857\n",
            "acc_val: 0.8040\n",
            "auc_roc_val: 0.8336\n",
            "auc_pr_val: 0.5837\n",
            "time: 0.1332s\n",
            "Epoch: 0202\n",
            "Model training :\n",
            "loss_train: 1.1121\n",
            "acc_train: 0.7895\n",
            "auc_roc_train: 0.8111\n",
            "auc_pr_train: 0.5580\n",
            "Model validation :\n",
            "loss_val: 1.0846\n",
            "acc_val: 0.8053\n",
            "auc_roc_val: 0.8347\n",
            "auc_pr_val: 0.5855\n",
            "time: 0.1154s\n",
            "Epoch: 0203\n",
            "Model training :\n",
            "loss_train: 1.1106\n",
            "acc_train: 0.7934\n",
            "auc_roc_train: 0.8122\n",
            "auc_pr_train: 0.5618\n",
            "Model validation :\n",
            "loss_val: 1.0836\n",
            "acc_val: 0.8063\n",
            "auc_roc_val: 0.8356\n",
            "auc_pr_val: 0.5869\n",
            "time: 0.1114s\n",
            "Epoch: 0204\n",
            "Model training :\n",
            "loss_train: 1.1064\n",
            "acc_train: 0.7962\n",
            "auc_roc_train: 0.8161\n",
            "auc_pr_train: 0.5664\n",
            "Model validation :\n",
            "loss_val: 1.0825\n",
            "acc_val: 0.8068\n",
            "auc_roc_val: 0.8360\n",
            "auc_pr_val: 0.5875\n",
            "time: 0.1207s\n",
            "Epoch: 0205\n",
            "Model training :\n",
            "loss_train: 1.1024\n",
            "acc_train: 0.7971\n",
            "auc_roc_train: 0.8177\n",
            "auc_pr_train: 0.5682\n",
            "Model validation :\n",
            "loss_val: 1.0815\n",
            "acc_val: 0.8068\n",
            "auc_roc_val: 0.8360\n",
            "auc_pr_val: 0.5875\n",
            "time: 0.1301s\n",
            "Epoch: 0206\n",
            "Model training :\n",
            "loss_train: 1.1002\n",
            "acc_train: 0.7989\n",
            "auc_roc_train: 0.8190\n",
            "auc_pr_train: 0.5704\n",
            "Model validation :\n",
            "loss_val: 1.0804\n",
            "acc_val: 0.8075\n",
            "auc_roc_val: 0.8367\n",
            "auc_pr_val: 0.5886\n",
            "time: 0.1226s\n",
            "Epoch: 0207\n",
            "Model training :\n",
            "loss_train: 1.1020\n",
            "acc_train: 0.7937\n",
            "auc_roc_train: 0.8160\n",
            "auc_pr_train: 0.5643\n",
            "Model validation :\n",
            "loss_val: 1.0794\n",
            "acc_val: 0.8087\n",
            "auc_roc_val: 0.8381\n",
            "auc_pr_val: 0.5905\n",
            "time: 0.1168s\n",
            "Epoch: 0208\n",
            "Model training :\n",
            "loss_train: 1.1031\n",
            "acc_train: 0.7969\n",
            "auc_roc_train: 0.8178\n",
            "auc_pr_train: 0.5680\n",
            "Model validation :\n",
            "loss_val: 1.0783\n",
            "acc_val: 0.8090\n",
            "auc_roc_val: 0.8383\n",
            "auc_pr_val: 0.5908\n",
            "time: 0.1176s\n",
            "Epoch: 0209\n",
            "Model training :\n",
            "loss_train: 1.1034\n",
            "acc_train: 0.7979\n",
            "auc_roc_train: 0.8185\n",
            "auc_pr_train: 0.5693\n",
            "Model validation :\n",
            "loss_val: 1.0773\n",
            "acc_val: 0.8090\n",
            "auc_roc_val: 0.8383\n",
            "auc_pr_val: 0.5908\n",
            "time: 0.1546s\n",
            "Epoch: 0210\n",
            "Model training :\n",
            "loss_train: 1.0998\n",
            "acc_train: 0.7994\n",
            "auc_roc_train: 0.8162\n",
            "auc_pr_train: 0.5691\n",
            "Model validation :\n",
            "loss_val: 1.0763\n",
            "acc_val: 0.8095\n",
            "auc_roc_val: 0.8386\n",
            "auc_pr_val: 0.5915\n",
            "time: 0.1787s\n",
            "Epoch: 0211\n",
            "Model training :\n",
            "loss_train: 1.1019\n",
            "acc_train: 0.7984\n",
            "auc_roc_train: 0.8191\n",
            "auc_pr_train: 0.5701\n",
            "Model validation :\n",
            "loss_val: 1.0752\n",
            "acc_val: 0.8095\n",
            "auc_roc_val: 0.8386\n",
            "auc_pr_val: 0.5915\n",
            "time: 0.1730s\n",
            "Epoch: 0212\n",
            "Model training :\n",
            "loss_train: 1.1044\n",
            "acc_train: 0.7910\n",
            "auc_roc_train: 0.8095\n",
            "auc_pr_train: 0.5581\n",
            "Model validation :\n",
            "loss_val: 1.0742\n",
            "acc_val: 0.8100\n",
            "auc_roc_val: 0.8390\n",
            "auc_pr_val: 0.5921\n",
            "time: 0.1659s\n",
            "Epoch: 0213\n",
            "Model training :\n",
            "loss_train: 1.0975\n",
            "acc_train: 0.8013\n",
            "auc_roc_train: 0.8166\n",
            "auc_pr_train: 0.5710\n",
            "Model validation :\n",
            "loss_val: 1.0732\n",
            "acc_val: 0.8102\n",
            "auc_roc_val: 0.8392\n",
            "auc_pr_val: 0.5924\n",
            "time: 0.1695s\n",
            "Epoch: 0214\n",
            "Model training :\n",
            "loss_train: 1.0960\n",
            "acc_train: 0.8026\n",
            "auc_roc_train: 0.8221\n",
            "auc_pr_train: 0.5754\n",
            "Model validation :\n",
            "loss_val: 1.0721\n",
            "acc_val: 0.8102\n",
            "auc_roc_val: 0.8392\n",
            "auc_pr_val: 0.5924\n",
            "time: 0.1810s\n",
            "Epoch: 0215\n",
            "Model training :\n",
            "loss_train: 1.0985\n",
            "acc_train: 0.8001\n",
            "auc_roc_train: 0.8211\n",
            "auc_pr_train: 0.5727\n",
            "Model validation :\n",
            "loss_val: 1.0711\n",
            "acc_val: 0.8105\n",
            "auc_roc_val: 0.8393\n",
            "auc_pr_val: 0.5928\n",
            "time: 0.1806s\n",
            "Epoch: 0216\n",
            "Model training :\n",
            "loss_train: 1.0945\n",
            "acc_train: 0.8003\n",
            "auc_roc_train: 0.8195\n",
            "auc_pr_train: 0.5720\n",
            "Model validation :\n",
            "loss_val: 1.0701\n",
            "acc_val: 0.8107\n",
            "auc_roc_val: 0.8395\n",
            "auc_pr_val: 0.5931\n",
            "time: 0.1706s\n",
            "Epoch: 0217\n",
            "Model training :\n",
            "loss_train: 1.0972\n",
            "acc_train: 0.7999\n",
            "auc_roc_train: 0.8216\n",
            "auc_pr_train: 0.5728\n",
            "Model validation :\n",
            "loss_val: 1.0691\n",
            "acc_val: 0.8114\n",
            "auc_roc_val: 0.8403\n",
            "auc_pr_val: 0.5942\n",
            "time: 0.1912s\n",
            "Epoch: 0218\n",
            "Model training :\n",
            "loss_train: 1.0858\n",
            "acc_train: 0.8021\n",
            "auc_roc_train: 0.8227\n",
            "auc_pr_train: 0.5754\n",
            "Model validation :\n",
            "loss_val: 1.0681\n",
            "acc_val: 0.8122\n",
            "auc_roc_val: 0.8410\n",
            "auc_pr_val: 0.5953\n",
            "time: 0.1942s\n",
            "Epoch: 0219\n",
            "Model training :\n",
            "loss_train: 1.0923\n",
            "acc_train: 0.8048\n",
            "auc_roc_train: 0.8227\n",
            "auc_pr_train: 0.5777\n",
            "Model validation :\n",
            "loss_val: 1.0671\n",
            "acc_val: 0.8127\n",
            "auc_roc_val: 0.8414\n",
            "auc_pr_val: 0.5960\n",
            "time: 0.1997s\n",
            "Epoch: 0220\n",
            "Model training :\n",
            "loss_train: 1.0852\n",
            "acc_train: 0.8087\n",
            "auc_roc_train: 0.8269\n",
            "auc_pr_train: 0.5838\n",
            "Model validation :\n",
            "loss_val: 1.0661\n",
            "acc_val: 0.8132\n",
            "auc_roc_val: 0.8417\n",
            "auc_pr_val: 0.5966\n",
            "time: 0.1679s\n",
            "Epoch: 0221\n",
            "Model training :\n",
            "loss_train: 1.0965\n",
            "acc_train: 0.8003\n",
            "auc_roc_train: 0.8152\n",
            "auc_pr_train: 0.5693\n",
            "Model validation :\n",
            "loss_val: 1.0651\n",
            "acc_val: 0.8134\n",
            "auc_roc_val: 0.8419\n",
            "auc_pr_val: 0.5970\n",
            "time: 0.1800s\n",
            "Epoch: 0222\n",
            "Model training :\n",
            "loss_train: 1.0914\n",
            "acc_train: 0.8033\n",
            "auc_roc_train: 0.8194\n",
            "auc_pr_train: 0.5745\n",
            "Model validation :\n",
            "loss_val: 1.0641\n",
            "acc_val: 0.8144\n",
            "auc_roc_val: 0.8429\n",
            "auc_pr_val: 0.5984\n",
            "time: 0.1728s\n",
            "Epoch: 0223\n",
            "Model training :\n",
            "loss_train: 1.0853\n",
            "acc_train: 0.8087\n",
            "auc_roc_train: 0.8289\n",
            "auc_pr_train: 0.5850\n",
            "Model validation :\n",
            "loss_val: 1.0631\n",
            "acc_val: 0.8144\n",
            "auc_roc_val: 0.8429\n",
            "auc_pr_val: 0.5984\n",
            "time: 0.1830s\n",
            "Epoch: 0224\n",
            "Model training :\n",
            "loss_train: 1.0901\n",
            "acc_train: 0.8048\n",
            "auc_roc_train: 0.8222\n",
            "auc_pr_train: 0.5774\n",
            "Model validation :\n",
            "loss_val: 1.0621\n",
            "acc_val: 0.8144\n",
            "auc_roc_val: 0.8429\n",
            "auc_pr_val: 0.5984\n",
            "time: 0.1897s\n",
            "Epoch: 0225\n",
            "Model training :\n",
            "loss_train: 1.0908\n",
            "acc_train: 0.8028\n",
            "auc_roc_train: 0.8181\n",
            "auc_pr_train: 0.5732\n",
            "Model validation :\n",
            "loss_val: 1.0612\n",
            "acc_val: 0.8154\n",
            "auc_roc_val: 0.8438\n",
            "auc_pr_val: 0.5999\n",
            "time: 0.1795s\n",
            "Epoch: 0226\n",
            "Model training :\n",
            "loss_train: 1.0961\n",
            "acc_train: 0.7999\n",
            "auc_roc_train: 0.8160\n",
            "auc_pr_train: 0.5694\n",
            "Model validation :\n",
            "loss_val: 1.0602\n",
            "acc_val: 0.8154\n",
            "auc_roc_val: 0.8438\n",
            "auc_pr_val: 0.5999\n",
            "time: 0.1846s\n",
            "Epoch: 0227\n",
            "Model training :\n",
            "loss_train: 1.0818\n",
            "acc_train: 0.8107\n",
            "auc_roc_train: 0.8315\n",
            "auc_pr_train: 0.5883\n",
            "Model validation :\n",
            "loss_val: 1.0593\n",
            "acc_val: 0.8164\n",
            "auc_roc_val: 0.8445\n",
            "auc_pr_val: 0.6012\n",
            "time: 0.1952s\n",
            "Epoch: 0228\n",
            "Model training :\n",
            "loss_train: 1.0790\n",
            "acc_train: 0.8105\n",
            "auc_roc_train: 0.8289\n",
            "auc_pr_train: 0.5865\n",
            "Model validation :\n",
            "loss_val: 1.0583\n",
            "acc_val: 0.8164\n",
            "auc_roc_val: 0.8445\n",
            "auc_pr_val: 0.6012\n",
            "time: 0.1678s\n",
            "Epoch: 0229\n",
            "Model training :\n",
            "loss_train: 1.0830\n",
            "acc_train: 0.8060\n",
            "auc_roc_train: 0.8255\n",
            "auc_pr_train: 0.5805\n",
            "Model validation :\n",
            "loss_val: 1.0573\n",
            "acc_val: 0.8166\n",
            "auc_roc_val: 0.8447\n",
            "auc_pr_val: 0.6015\n",
            "time: 0.1980s\n",
            "Epoch: 0230\n",
            "Model training :\n",
            "loss_train: 1.0757\n",
            "acc_train: 0.8149\n",
            "auc_roc_train: 0.8332\n",
            "auc_pr_train: 0.5932\n",
            "Model validation :\n",
            "loss_val: 1.0564\n",
            "acc_val: 0.8181\n",
            "auc_roc_val: 0.8457\n",
            "auc_pr_val: 0.6035\n",
            "time: 0.1808s\n",
            "Epoch: 0231\n",
            "Model training :\n",
            "loss_train: 1.0851\n",
            "acc_train: 0.8109\n",
            "auc_roc_train: 0.8280\n",
            "auc_pr_train: 0.5865\n",
            "Model validation :\n",
            "loss_val: 1.0554\n",
            "acc_val: 0.8186\n",
            "auc_roc_val: 0.8461\n",
            "auc_pr_val: 0.6042\n",
            "time: 0.1785s\n",
            "Epoch: 0232\n",
            "Model training :\n",
            "loss_train: 1.0748\n",
            "acc_train: 0.8151\n",
            "auc_roc_train: 0.8329\n",
            "auc_pr_train: 0.5933\n",
            "Model validation :\n",
            "loss_val: 1.0545\n",
            "acc_val: 0.8188\n",
            "auc_roc_val: 0.8462\n",
            "auc_pr_val: 0.6045\n",
            "time: 0.1717s\n",
            "Epoch: 0233\n",
            "Model training :\n",
            "loss_train: 1.0779\n",
            "acc_train: 0.8127\n",
            "auc_roc_train: 0.8314\n",
            "auc_pr_train: 0.5901\n",
            "Model validation :\n",
            "loss_val: 1.0535\n",
            "acc_val: 0.8188\n",
            "auc_roc_val: 0.8462\n",
            "auc_pr_val: 0.6045\n",
            "time: 0.1808s\n",
            "Epoch: 0234\n",
            "Model training :\n",
            "loss_train: 1.0738\n",
            "acc_train: 0.8146\n",
            "auc_roc_train: 0.8311\n",
            "auc_pr_train: 0.5918\n",
            "Model validation :\n",
            "loss_val: 1.0526\n",
            "acc_val: 0.8193\n",
            "auc_roc_val: 0.8471\n",
            "auc_pr_val: 0.6055\n",
            "time: 0.1397s\n",
            "Epoch: 0235\n",
            "Model training :\n",
            "loss_train: 1.0872\n",
            "acc_train: 0.8122\n",
            "auc_roc_train: 0.8255\n",
            "auc_pr_train: 0.5862\n",
            "Model validation :\n",
            "loss_val: 1.0516\n",
            "acc_val: 0.8198\n",
            "auc_roc_val: 0.8474\n",
            "auc_pr_val: 0.6062\n",
            "time: 0.1251s\n",
            "Epoch: 0236\n",
            "Model training :\n",
            "loss_train: 1.0878\n",
            "acc_train: 0.8095\n",
            "auc_roc_train: 0.8236\n",
            "auc_pr_train: 0.5825\n",
            "Model validation :\n",
            "loss_val: 1.0507\n",
            "acc_val: 0.8198\n",
            "auc_roc_val: 0.8474\n",
            "auc_pr_val: 0.6062\n",
            "time: 0.1206s\n",
            "Epoch: 0237\n",
            "Model training :\n",
            "loss_train: 1.0723\n",
            "acc_train: 0.8080\n",
            "auc_roc_train: 0.8252\n",
            "auc_pr_train: 0.5821\n",
            "Model validation :\n",
            "loss_val: 1.0497\n",
            "acc_val: 0.8203\n",
            "auc_roc_val: 0.8480\n",
            "auc_pr_val: 0.6070\n",
            "time: 0.1210s\n",
            "Epoch: 0238\n",
            "Model training :\n",
            "loss_train: 1.0738\n",
            "acc_train: 0.8112\n",
            "auc_roc_train: 0.8263\n",
            "auc_pr_train: 0.5857\n",
            "Model validation :\n",
            "loss_val: 1.0488\n",
            "acc_val: 0.8208\n",
            "auc_roc_val: 0.8484\n",
            "auc_pr_val: 0.6077\n",
            "time: 0.1149s\n",
            "Epoch: 0239\n",
            "Model training :\n",
            "loss_train: 1.0704\n",
            "acc_train: 0.8169\n",
            "auc_roc_train: 0.8337\n",
            "auc_pr_train: 0.5954\n",
            "Model validation :\n",
            "loss_val: 1.0479\n",
            "acc_val: 0.8211\n",
            "auc_roc_val: 0.8490\n",
            "auc_pr_val: 0.6083\n",
            "time: 0.1118s\n",
            "Epoch: 0240\n",
            "Model training :\n",
            "loss_train: 1.0791\n",
            "acc_train: 0.8109\n",
            "auc_roc_train: 0.8273\n",
            "auc_pr_train: 0.5860\n",
            "Model validation :\n",
            "loss_val: 1.0470\n",
            "acc_val: 0.8215\n",
            "auc_roc_val: 0.8494\n",
            "auc_pr_val: 0.6090\n",
            "time: 0.1234s\n",
            "Epoch: 0241\n",
            "Model training :\n",
            "loss_train: 1.0779\n",
            "acc_train: 0.8164\n",
            "auc_roc_train: 0.8319\n",
            "auc_pr_train: 0.5939\n",
            "Model validation :\n",
            "loss_val: 1.0460\n",
            "acc_val: 0.8218\n",
            "auc_roc_val: 0.8496\n",
            "auc_pr_val: 0.6093\n",
            "time: 0.1199s\n",
            "Epoch: 0242\n",
            "Model training :\n",
            "loss_train: 1.0698\n",
            "acc_train: 0.8109\n",
            "auc_roc_train: 0.8287\n",
            "auc_pr_train: 0.5869\n",
            "Model validation :\n",
            "loss_val: 1.0451\n",
            "acc_val: 0.8220\n",
            "auc_roc_val: 0.8497\n",
            "auc_pr_val: 0.6096\n",
            "time: 0.1133s\n",
            "Epoch: 0243\n",
            "Model training :\n",
            "loss_train: 1.0784\n",
            "acc_train: 0.8134\n",
            "auc_roc_train: 0.8261\n",
            "auc_pr_train: 0.5877\n",
            "Model validation :\n",
            "loss_val: 1.0442\n",
            "acc_val: 0.8230\n",
            "auc_roc_val: 0.8504\n",
            "auc_pr_val: 0.6110\n",
            "time: 0.1136s\n",
            "Epoch: 0244\n",
            "Model training :\n",
            "loss_train: 1.0685\n",
            "acc_train: 0.8196\n",
            "auc_roc_train: 0.8358\n",
            "auc_pr_train: 0.5993\n",
            "Model validation :\n",
            "loss_val: 1.0433\n",
            "acc_val: 0.8225\n",
            "auc_roc_val: 0.8501\n",
            "auc_pr_val: 0.6103\n",
            "time: 0.1256s\n",
            "Epoch: 0245\n",
            "Model training :\n",
            "loss_train: 1.0673\n",
            "acc_train: 0.8159\n",
            "auc_roc_train: 0.8335\n",
            "auc_pr_train: 0.5943\n",
            "Model validation :\n",
            "loss_val: 1.0424\n",
            "acc_val: 0.8228\n",
            "auc_roc_val: 0.8503\n",
            "auc_pr_val: 0.6107\n",
            "time: 0.1186s\n",
            "Epoch: 0246\n",
            "Model training :\n",
            "loss_train: 1.0740\n",
            "acc_train: 0.8114\n",
            "auc_roc_train: 0.8284\n",
            "auc_pr_train: 0.5871\n",
            "Model validation :\n",
            "loss_val: 1.0415\n",
            "acc_val: 0.8228\n",
            "auc_roc_val: 0.8503\n",
            "auc_pr_val: 0.6107\n",
            "time: 0.1130s\n",
            "Epoch: 0247\n",
            "Model training :\n",
            "loss_train: 1.0712\n",
            "acc_train: 0.8122\n",
            "auc_roc_train: 0.8272\n",
            "auc_pr_train: 0.5871\n",
            "Model validation :\n",
            "loss_val: 1.0406\n",
            "acc_val: 0.8235\n",
            "auc_roc_val: 0.8510\n",
            "auc_pr_val: 0.6118\n",
            "time: 0.1235s\n",
            "Epoch: 0248\n",
            "Model training :\n",
            "loss_train: 1.0695\n",
            "acc_train: 0.8092\n",
            "auc_roc_train: 0.8268\n",
            "auc_pr_train: 0.5842\n",
            "Model validation :\n",
            "loss_val: 1.0397\n",
            "acc_val: 0.8245\n",
            "auc_roc_val: 0.8525\n",
            "auc_pr_val: 0.6136\n",
            "time: 0.1226s\n",
            "Epoch: 0249\n",
            "Model training :\n",
            "loss_train: 1.0659\n",
            "acc_train: 0.8188\n",
            "auc_roc_train: 0.8360\n",
            "auc_pr_train: 0.5987\n",
            "Model validation :\n",
            "loss_val: 1.0388\n",
            "acc_val: 0.8250\n",
            "auc_roc_val: 0.8528\n",
            "auc_pr_val: 0.6143\n",
            "time: 0.1073s\n",
            "Epoch: 0250\n",
            "Model training :\n",
            "loss_train: 1.0611\n",
            "acc_train: 0.8139\n",
            "auc_roc_train: 0.8328\n",
            "auc_pr_train: 0.5920\n",
            "Model validation :\n",
            "loss_val: 1.0379\n",
            "acc_val: 0.8250\n",
            "auc_roc_val: 0.8528\n",
            "auc_pr_val: 0.6143\n",
            "time: 0.1407s\n",
            "Epoch: 0251\n",
            "Model training :\n",
            "loss_train: 1.0679\n",
            "acc_train: 0.8095\n",
            "auc_roc_train: 0.8272\n",
            "auc_pr_train: 0.5846\n",
            "Model validation :\n",
            "loss_val: 1.0370\n",
            "acc_val: 0.8252\n",
            "auc_roc_val: 0.8530\n",
            "auc_pr_val: 0.6146\n",
            "time: 0.1094s\n",
            "Epoch: 0252\n",
            "Model training :\n",
            "loss_train: 1.0675\n",
            "acc_train: 0.8215\n",
            "auc_roc_train: 0.8382\n",
            "auc_pr_train: 0.6026\n",
            "Model validation :\n",
            "loss_val: 1.0361\n",
            "acc_val: 0.8255\n",
            "auc_roc_val: 0.8534\n",
            "auc_pr_val: 0.6151\n",
            "time: 0.1250s\n",
            "Epoch: 0253\n",
            "Model training :\n",
            "loss_train: 1.0647\n",
            "acc_train: 0.8112\n",
            "auc_roc_train: 0.8275\n",
            "auc_pr_train: 0.5864\n",
            "Model validation :\n",
            "loss_val: 1.0352\n",
            "acc_val: 0.8257\n",
            "auc_roc_val: 0.8533\n",
            "auc_pr_val: 0.6153\n",
            "time: 0.1168s\n",
            "Epoch: 0254\n",
            "Model training :\n",
            "loss_train: 1.0602\n",
            "acc_train: 0.8198\n",
            "auc_roc_train: 0.8375\n",
            "auc_pr_train: 0.6005\n",
            "Model validation :\n",
            "loss_val: 1.0343\n",
            "acc_val: 0.8270\n",
            "auc_roc_val: 0.8542\n",
            "auc_pr_val: 0.6171\n",
            "time: 0.1061s\n",
            "Epoch: 0255\n",
            "Model training :\n",
            "loss_train: 1.0577\n",
            "acc_train: 0.8166\n",
            "auc_roc_train: 0.8369\n",
            "auc_pr_train: 0.5970\n",
            "Model validation :\n",
            "loss_val: 1.0334\n",
            "acc_val: 0.8275\n",
            "auc_roc_val: 0.8545\n",
            "auc_pr_val: 0.6178\n",
            "time: 0.1152s\n",
            "Epoch: 0256\n",
            "Model training :\n",
            "loss_train: 1.0570\n",
            "acc_train: 0.8203\n",
            "auc_roc_train: 0.8385\n",
            "auc_pr_train: 0.6016\n",
            "Model validation :\n",
            "loss_val: 1.0326\n",
            "acc_val: 0.8282\n",
            "auc_roc_val: 0.8551\n",
            "auc_pr_val: 0.6188\n",
            "time: 0.1140s\n",
            "Epoch: 0257\n",
            "Model training :\n",
            "loss_train: 1.0605\n",
            "acc_train: 0.8191\n",
            "auc_roc_train: 0.8355\n",
            "auc_pr_train: 0.5986\n",
            "Model validation :\n",
            "loss_val: 1.0317\n",
            "acc_val: 0.8289\n",
            "auc_roc_val: 0.8556\n",
            "auc_pr_val: 0.6199\n",
            "time: 0.1128s\n",
            "Epoch: 0258\n",
            "Model training :\n",
            "loss_train: 1.0578\n",
            "acc_train: 0.8201\n",
            "auc_roc_train: 0.8372\n",
            "auc_pr_train: 0.6005\n",
            "Model validation :\n",
            "loss_val: 1.0308\n",
            "acc_val: 0.8292\n",
            "auc_roc_val: 0.8560\n",
            "auc_pr_val: 0.6203\n",
            "time: 0.1253s\n",
            "Epoch: 0259\n",
            "Model training :\n",
            "loss_train: 1.0513\n",
            "acc_train: 0.8198\n",
            "auc_roc_train: 0.8372\n",
            "auc_pr_train: 0.6003\n",
            "Model validation :\n",
            "loss_val: 1.0299\n",
            "acc_val: 0.8294\n",
            "auc_roc_val: 0.8562\n",
            "auc_pr_val: 0.6207\n",
            "time: 0.1190s\n",
            "Epoch: 0260\n",
            "Model training :\n",
            "loss_train: 1.0599\n",
            "acc_train: 0.8154\n",
            "auc_roc_train: 0.8319\n",
            "auc_pr_train: 0.5929\n",
            "Model validation :\n",
            "loss_val: 1.0290\n",
            "acc_val: 0.8299\n",
            "auc_roc_val: 0.8565\n",
            "auc_pr_val: 0.6214\n",
            "time: 0.1097s\n",
            "Epoch: 0261\n",
            "Model training :\n",
            "loss_train: 1.0586\n",
            "acc_train: 0.8178\n",
            "auc_roc_train: 0.8353\n",
            "auc_pr_train: 0.5973\n",
            "Model validation :\n",
            "loss_val: 1.0281\n",
            "acc_val: 0.8302\n",
            "auc_roc_val: 0.8567\n",
            "auc_pr_val: 0.6217\n",
            "time: 0.1271s\n",
            "Epoch: 0262\n",
            "Model training :\n",
            "loss_train: 1.0579\n",
            "acc_train: 0.8149\n",
            "auc_roc_train: 0.8313\n",
            "auc_pr_train: 0.5921\n",
            "Model validation :\n",
            "loss_val: 1.0273\n",
            "acc_val: 0.8304\n",
            "auc_roc_val: 0.8571\n",
            "auc_pr_val: 0.6222\n",
            "time: 0.1101s\n",
            "Epoch: 0263\n",
            "Model training :\n",
            "loss_train: 1.0560\n",
            "acc_train: 0.8203\n",
            "auc_roc_train: 0.8361\n",
            "auc_pr_train: 0.6002\n",
            "Model validation :\n",
            "loss_val: 1.0264\n",
            "acc_val: 0.8312\n",
            "auc_roc_val: 0.8577\n",
            "auc_pr_val: 0.6233\n",
            "time: 0.1078s\n",
            "Epoch: 0264\n",
            "Model training :\n",
            "loss_train: 1.0590\n",
            "acc_train: 0.8151\n",
            "auc_roc_train: 0.8295\n",
            "auc_pr_train: 0.5913\n",
            "Model validation :\n",
            "loss_val: 1.0255\n",
            "acc_val: 0.8312\n",
            "auc_roc_val: 0.8577\n",
            "auc_pr_val: 0.6233\n",
            "time: 0.1406s\n",
            "Epoch: 0265\n",
            "Model training :\n",
            "loss_train: 1.0535\n",
            "acc_train: 0.8260\n",
            "auc_roc_train: 0.8414\n",
            "auc_pr_train: 0.6089\n",
            "Model validation :\n",
            "loss_val: 1.0247\n",
            "acc_val: 0.8316\n",
            "auc_roc_val: 0.8580\n",
            "auc_pr_val: 0.6240\n",
            "time: 0.1085s\n",
            "Epoch: 0266\n",
            "Model training :\n",
            "loss_train: 1.0525\n",
            "acc_train: 0.8247\n",
            "auc_roc_train: 0.8395\n",
            "auc_pr_train: 0.6066\n",
            "Model validation :\n",
            "loss_val: 1.0238\n",
            "acc_val: 0.8326\n",
            "auc_roc_val: 0.8587\n",
            "auc_pr_val: 0.6254\n",
            "time: 0.1215s\n",
            "Epoch: 0267\n",
            "Model training :\n",
            "loss_train: 1.0481\n",
            "acc_train: 0.8270\n",
            "auc_roc_train: 0.8421\n",
            "auc_pr_train: 0.6104\n",
            "Model validation :\n",
            "loss_val: 1.0229\n",
            "acc_val: 0.8329\n",
            "auc_roc_val: 0.8589\n",
            "auc_pr_val: 0.6258\n",
            "time: 0.1291s\n",
            "Epoch: 0268\n",
            "Model training :\n",
            "loss_train: 1.0480\n",
            "acc_train: 0.8265\n",
            "auc_roc_train: 0.8405\n",
            "auc_pr_train: 0.6090\n",
            "Model validation :\n",
            "loss_val: 1.0221\n",
            "acc_val: 0.8334\n",
            "auc_roc_val: 0.8592\n",
            "auc_pr_val: 0.6265\n",
            "time: 0.1156s\n",
            "Epoch: 0269\n",
            "Model training :\n",
            "loss_train: 1.0461\n",
            "acc_train: 0.8250\n",
            "auc_roc_train: 0.8397\n",
            "auc_pr_train: 0.6070\n",
            "Model validation :\n",
            "loss_val: 1.0212\n",
            "acc_val: 0.8334\n",
            "auc_roc_val: 0.8590\n",
            "auc_pr_val: 0.6264\n",
            "time: 0.1151s\n",
            "Epoch: 0270\n",
            "Model training :\n",
            "loss_train: 1.0500\n",
            "acc_train: 0.8213\n",
            "auc_roc_train: 0.8380\n",
            "auc_pr_train: 0.6023\n",
            "Model validation :\n",
            "loss_val: 1.0203\n",
            "acc_val: 0.8336\n",
            "auc_roc_val: 0.8592\n",
            "auc_pr_val: 0.6267\n",
            "time: 0.1218s\n",
            "Epoch: 0271\n",
            "Model training :\n",
            "loss_train: 1.0552\n",
            "acc_train: 0.8233\n",
            "auc_roc_train: 0.8380\n",
            "auc_pr_train: 0.6042\n",
            "Model validation :\n",
            "loss_val: 1.0195\n",
            "acc_val: 0.8339\n",
            "auc_roc_val: 0.8593\n",
            "auc_pr_val: 0.6271\n",
            "time: 0.1091s\n",
            "Epoch: 0272\n",
            "Model training :\n",
            "loss_train: 1.0432\n",
            "acc_train: 0.8294\n",
            "auc_roc_train: 0.8453\n",
            "auc_pr_train: 0.6147\n",
            "Model validation :\n",
            "loss_val: 1.0186\n",
            "acc_val: 0.8341\n",
            "auc_roc_val: 0.8595\n",
            "auc_pr_val: 0.6274\n",
            "time: 0.1138s\n",
            "Epoch: 0273\n",
            "Model training :\n",
            "loss_train: 1.0551\n",
            "acc_train: 0.8240\n",
            "auc_roc_train: 0.8383\n",
            "auc_pr_train: 0.6052\n",
            "Model validation :\n",
            "loss_val: 1.0178\n",
            "acc_val: 0.8351\n",
            "auc_roc_val: 0.8602\n",
            "auc_pr_val: 0.6289\n",
            "time: 0.1106s\n",
            "Epoch: 0274\n",
            "Model training :\n",
            "loss_train: 1.0500\n",
            "acc_train: 0.8223\n",
            "auc_roc_train: 0.8358\n",
            "auc_pr_train: 0.6020\n",
            "Model validation :\n",
            "loss_val: 1.0169\n",
            "acc_val: 0.8353\n",
            "auc_roc_val: 0.8604\n",
            "auc_pr_val: 0.6292\n",
            "time: 0.1222s\n",
            "Epoch: 0275\n",
            "Model training :\n",
            "loss_train: 1.0387\n",
            "acc_train: 0.8304\n",
            "auc_roc_train: 0.8474\n",
            "auc_pr_train: 0.6170\n",
            "Model validation :\n",
            "loss_val: 1.0161\n",
            "acc_val: 0.8356\n",
            "auc_roc_val: 0.8606\n",
            "auc_pr_val: 0.6296\n",
            "time: 0.3167s\n",
            "Epoch: 0276\n",
            "Model training :\n",
            "loss_train: 1.0397\n",
            "acc_train: 0.8302\n",
            "auc_roc_train: 0.8475\n",
            "auc_pr_train: 0.6167\n",
            "Model validation :\n",
            "loss_val: 1.0152\n",
            "acc_val: 0.8356\n",
            "auc_roc_val: 0.8606\n",
            "auc_pr_val: 0.6296\n",
            "time: 0.1658s\n",
            "Epoch: 0277\n",
            "Model training :\n",
            "loss_train: 1.0407\n",
            "acc_train: 0.8309\n",
            "auc_roc_train: 0.8475\n",
            "auc_pr_train: 0.6175\n",
            "Model validation :\n",
            "loss_val: 1.0144\n",
            "acc_val: 0.8361\n",
            "auc_roc_val: 0.8609\n",
            "auc_pr_val: 0.6303\n",
            "time: 0.1416s\n",
            "Epoch: 0278\n",
            "Model training :\n",
            "loss_train: 1.0419\n",
            "acc_train: 0.8324\n",
            "auc_roc_train: 0.8469\n",
            "auc_pr_train: 0.6188\n",
            "Model validation :\n",
            "loss_val: 1.0136\n",
            "acc_val: 0.8366\n",
            "auc_roc_val: 0.8617\n",
            "auc_pr_val: 0.6313\n",
            "time: 0.1536s\n",
            "Epoch: 0279\n",
            "Model training :\n",
            "loss_train: 1.0399\n",
            "acc_train: 0.8267\n",
            "auc_roc_train: 0.8436\n",
            "auc_pr_train: 0.6109\n",
            "Model validation :\n",
            "loss_val: 1.0127\n",
            "acc_val: 0.8368\n",
            "auc_roc_val: 0.8619\n",
            "auc_pr_val: 0.6317\n",
            "time: 0.2305s\n",
            "Epoch: 0280\n",
            "Model training :\n",
            "loss_train: 1.0428\n",
            "acc_train: 0.8243\n",
            "auc_roc_train: 0.8392\n",
            "auc_pr_train: 0.6059\n",
            "Model validation :\n",
            "loss_val: 1.0119\n",
            "acc_val: 0.8390\n",
            "auc_roc_val: 0.8642\n",
            "auc_pr_val: 0.6353\n",
            "time: 0.1378s\n",
            "Epoch: 0281\n",
            "Model training :\n",
            "loss_train: 1.0387\n",
            "acc_train: 0.8297\n",
            "auc_roc_train: 0.8435\n",
            "auc_pr_train: 0.6141\n",
            "Model validation :\n",
            "loss_val: 1.0111\n",
            "acc_val: 0.8393\n",
            "auc_roc_val: 0.8644\n",
            "auc_pr_val: 0.6357\n",
            "time: 0.1519s\n",
            "Epoch: 0282\n",
            "Model training :\n",
            "loss_train: 1.0380\n",
            "acc_train: 0.8255\n",
            "auc_roc_train: 0.8408\n",
            "auc_pr_train: 0.6081\n",
            "Model validation :\n",
            "loss_val: 1.0102\n",
            "acc_val: 0.8390\n",
            "auc_roc_val: 0.8642\n",
            "auc_pr_val: 0.6353\n",
            "time: 0.1435s\n",
            "Epoch: 0283\n",
            "Model training :\n",
            "loss_train: 1.0345\n",
            "acc_train: 0.8341\n",
            "auc_roc_train: 0.8513\n",
            "auc_pr_train: 0.6231\n",
            "Model validation :\n",
            "loss_val: 1.0094\n",
            "acc_val: 0.8390\n",
            "auc_roc_val: 0.8642\n",
            "auc_pr_val: 0.6353\n",
            "time: 0.1434s\n",
            "Epoch: 0284\n",
            "Model training :\n",
            "loss_train: 1.0401\n",
            "acc_train: 0.8260\n",
            "auc_roc_train: 0.8404\n",
            "auc_pr_train: 0.6084\n",
            "Model validation :\n",
            "loss_val: 1.0086\n",
            "acc_val: 0.8398\n",
            "auc_roc_val: 0.8650\n",
            "auc_pr_val: 0.6366\n",
            "time: 0.1504s\n",
            "Epoch: 0285\n",
            "Model training :\n",
            "loss_train: 1.0332\n",
            "acc_train: 0.8316\n",
            "auc_roc_train: 0.8485\n",
            "auc_pr_train: 0.6189\n",
            "Model validation :\n",
            "loss_val: 1.0078\n",
            "acc_val: 0.8398\n",
            "auc_roc_val: 0.8650\n",
            "auc_pr_val: 0.6366\n",
            "time: 0.1538s\n",
            "Epoch: 0286\n",
            "Model training :\n",
            "loss_train: 1.0420\n",
            "acc_train: 0.8292\n",
            "auc_roc_train: 0.8456\n",
            "auc_pr_train: 0.6146\n",
            "Model validation :\n",
            "loss_val: 1.0070\n",
            "acc_val: 0.8405\n",
            "auc_roc_val: 0.8655\n",
            "auc_pr_val: 0.6377\n",
            "time: 0.1425s\n",
            "Epoch: 0287\n",
            "Model training :\n",
            "loss_train: 1.0304\n",
            "acc_train: 0.8351\n",
            "auc_roc_train: 0.8486\n",
            "auc_pr_train: 0.6228\n",
            "Model validation :\n",
            "loss_val: 1.0062\n",
            "acc_val: 0.8415\n",
            "auc_roc_val: 0.8662\n",
            "auc_pr_val: 0.6392\n",
            "time: 0.1574s\n",
            "Epoch: 0288\n",
            "Model training :\n",
            "loss_train: 1.0299\n",
            "acc_train: 0.8316\n",
            "auc_roc_train: 0.8461\n",
            "auc_pr_train: 0.6176\n",
            "Model validation :\n",
            "loss_val: 1.0054\n",
            "acc_val: 0.8422\n",
            "auc_roc_val: 0.8667\n",
            "auc_pr_val: 0.6403\n",
            "time: 0.1392s\n",
            "Epoch: 0289\n",
            "Model training :\n",
            "loss_train: 1.0263\n",
            "acc_train: 0.8336\n",
            "auc_roc_train: 0.8497\n",
            "auc_pr_train: 0.6217\n",
            "Model validation :\n",
            "loss_val: 1.0046\n",
            "acc_val: 0.8427\n",
            "auc_roc_val: 0.8671\n",
            "auc_pr_val: 0.6410\n",
            "time: 0.1493s\n",
            "Epoch: 0290\n",
            "Model training :\n",
            "loss_train: 1.0312\n",
            "acc_train: 0.8297\n",
            "auc_roc_train: 0.8432\n",
            "auc_pr_train: 0.6139\n",
            "Model validation :\n",
            "loss_val: 1.0038\n",
            "acc_val: 0.8430\n",
            "auc_roc_val: 0.8675\n",
            "auc_pr_val: 0.6415\n",
            "time: 0.1429s\n",
            "Epoch: 0291\n",
            "Model training :\n",
            "loss_train: 1.0300\n",
            "acc_train: 0.8282\n",
            "auc_roc_train: 0.8410\n",
            "auc_pr_train: 0.6111\n",
            "Model validation :\n",
            "loss_val: 1.0030\n",
            "acc_val: 0.8435\n",
            "auc_roc_val: 0.8676\n",
            "auc_pr_val: 0.6421\n",
            "time: 0.1481s\n",
            "Epoch: 0292\n",
            "Model training :\n",
            "loss_train: 1.0349\n",
            "acc_train: 0.8361\n",
            "auc_roc_train: 0.8505\n",
            "auc_pr_train: 0.6249\n",
            "Model validation :\n",
            "loss_val: 1.0022\n",
            "acc_val: 0.8442\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.6435\n",
            "time: 0.1359s\n",
            "Epoch: 0293\n",
            "Model training :\n",
            "loss_train: 1.0273\n",
            "acc_train: 0.8329\n",
            "auc_roc_train: 0.8484\n",
            "auc_pr_train: 0.6202\n",
            "Model validation :\n",
            "loss_val: 1.0014\n",
            "acc_val: 0.8447\n",
            "auc_roc_val: 0.8690\n",
            "auc_pr_val: 0.6443\n",
            "time: 0.1387s\n",
            "Epoch: 0294\n",
            "Model training :\n",
            "loss_train: 1.0225\n",
            "acc_train: 0.8381\n",
            "auc_roc_train: 0.8548\n",
            "auc_pr_train: 0.6293\n",
            "Model validation :\n",
            "loss_val: 1.0006\n",
            "acc_val: 0.8445\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.6438\n",
            "time: 0.1489s\n",
            "Epoch: 0295\n",
            "Model training :\n",
            "loss_train: 1.0264\n",
            "acc_train: 0.8326\n",
            "auc_roc_train: 0.8487\n",
            "auc_pr_train: 0.6201\n",
            "Model validation :\n",
            "loss_val: 0.9998\n",
            "acc_val: 0.8450\n",
            "auc_roc_val: 0.8691\n",
            "auc_pr_val: 0.6446\n",
            "time: 0.1811s\n",
            "Epoch: 0296\n",
            "Model training :\n",
            "loss_train: 1.0257\n",
            "acc_train: 0.8336\n",
            "auc_roc_train: 0.8490\n",
            "auc_pr_train: 0.6213\n",
            "Model validation :\n",
            "loss_val: 0.9990\n",
            "acc_val: 0.8457\n",
            "auc_roc_val: 0.8699\n",
            "auc_pr_val: 0.6459\n",
            "time: 0.1477s\n",
            "Epoch: 0297\n",
            "Model training :\n",
            "loss_train: 1.0237\n",
            "acc_train: 0.8329\n",
            "auc_roc_train: 0.8492\n",
            "auc_pr_train: 0.6206\n",
            "Model validation :\n",
            "loss_val: 0.9983\n",
            "acc_val: 0.8464\n",
            "auc_roc_val: 0.8704\n",
            "auc_pr_val: 0.6470\n",
            "time: 0.1410s\n",
            "Epoch: 0298\n",
            "Model training :\n",
            "loss_train: 1.0252\n",
            "acc_train: 0.8344\n",
            "auc_roc_train: 0.8488\n",
            "auc_pr_train: 0.6220\n",
            "Model validation :\n",
            "loss_val: 0.9975\n",
            "acc_val: 0.8464\n",
            "auc_roc_val: 0.8704\n",
            "auc_pr_val: 0.6470\n",
            "time: 0.1758s\n",
            "Epoch: 0299\n",
            "Model training :\n",
            "loss_train: 1.0192\n",
            "acc_train: 0.8363\n",
            "auc_roc_train: 0.8521\n",
            "auc_pr_train: 0.6260\n",
            "Model validation :\n",
            "loss_val: 0.9967\n",
            "acc_val: 0.8464\n",
            "auc_roc_val: 0.8704\n",
            "auc_pr_val: 0.6470\n",
            "time: 0.1553s\n",
            "Epoch: 0300\n",
            "Model training :\n",
            "loss_train: 1.0240\n",
            "acc_train: 0.8376\n",
            "auc_roc_train: 0.8554\n",
            "auc_pr_train: 0.6291\n",
            "Model validation :\n",
            "loss_val: 0.9959\n",
            "acc_val: 0.8464\n",
            "auc_roc_val: 0.8704\n",
            "auc_pr_val: 0.6470\n",
            "time: 0.1835s\n",
            "Optimization Finished!\n",
            "Total time elapsed: 41.1727s\n"
          ]
        }
      ],
      "source": [
        "!python /content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/main.py --layers 3 --mode s --dataset DBLP --hidden 2 --dropout 0.1"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KaoXlJOuhE1S"
      },
      "source": [
        "# Yelp"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9V0XXuat7JnJ"
      },
      "outputs": [],
      "source": [
        "!unrar x /content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/data/Yelp/Yelp.rar"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "InOzwKlAhLbT",
        "outputId": "e808b8ef-582f-4fd8-f652-c200fea93892"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/main.py\n",
            "Loading Yelp dataset...\n",
            "Dataset has 45954 nodes, 32 features.\n",
            "adj: <class 'scipy.sparse._csr.csr_matrix'>\n",
            "D: <class 'scipy.sparse._dia.dia_matrix'>\n",
            "/usr/local/lib/python3.10/dist-packages/scipy/sparse/linalg/_dsolve/linsolve.py:214: SparseEfficiencyWarning: spsolve requires A be CSC or CSR matrix format\n",
            "  warn('spsolve requires A be CSC or CSR matrix format',\n",
            "/usr/local/lib/python3.10/dist-packages/scipy/sparse/linalg/_dsolve/linsolve.py:285: SparseEfficiencyWarning: spsolve is more efficient when sparse b is in the CSC matrix format\n",
            "  warn('spsolve is more efficient when sparse b '\n",
            "AdaGNN(\n",
            "  (should_train_1): Adagnn_with_weight (32 -> 128)\n",
            "  (hidden_layers): ModuleList(\n",
            "    (0-5): 6 x Adagnn_without_weight (128 -> 128)\n",
            "  )\n",
            "  (should_train_2): Adagnn_with_weight (128 -> 2)\n",
            ")\n",
            "Epoch: 0001\n",
            "loss_train: 1.5615\n",
            "acc_train: 0.2299\n",
            "auc_roc_train: 0.4997\n",
            "auc_pr_train: 0.2300\n",
            "loss_val: 1.5599\n",
            "acc_val: 0.2307\n",
            "auc_roc_val: 0.5001\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.4615s\n",
            "Epoch: 0002\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.2548s\n",
            "Epoch: 0003\n",
            "loss_train: 1.4454\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "loss_val: 1.4451\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.2279s\n",
            "Epoch: 0004\n",
            "loss_train: 1.4457\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "loss_val: 1.4460\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.2034s\n",
            "Epoch: 0005\n",
            "loss_train: 1.4453\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "loss_val: 1.4453\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.2415s\n",
            "Epoch: 0006\n",
            "loss_train: 1.4450\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.2173s\n",
            "Epoch: 0007\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.2213s\n",
            "Epoch: 0008\n",
            "loss_train: 1.4453\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.6227s\n",
            "Epoch: 0009\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.6808s\n",
            "Epoch: 0010\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 1.2698s\n",
            "Pretraining process finished ! \n",
            "Epoch: 0001\n",
            "Model training :\n",
            "loss_train: 1.4462\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9175s\n",
            "Epoch: 0002\n",
            "Model training :\n",
            "loss_train: 1.4466\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.4146s\n",
            "Epoch: 0003\n",
            "Model training :\n",
            "loss_train: 1.4455\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1252s\n",
            "Epoch: 0004\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8622s\n",
            "Epoch: 0005\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8972s\n",
            "Epoch: 0006\n",
            "Model training :\n",
            "loss_train: 1.4451\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.0632s\n",
            "Epoch: 0007\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0303s\n",
            "Epoch: 0008\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.6459s\n",
            "Epoch: 0009\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.6344s\n",
            "Epoch: 0010\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.2254s\n",
            "Epoch: 0011\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.1037s\n",
            "Epoch: 0012\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3762s\n",
            "Epoch: 0013\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7041s\n",
            "Epoch: 0014\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3239s\n",
            "Epoch: 0015\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3902s\n",
            "Epoch: 0016\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5769s\n",
            "Epoch: 0017\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8994s\n",
            "Epoch: 0018\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5707s\n",
            "Epoch: 0019\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1273s\n",
            "Epoch: 0020\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2351s\n",
            "Epoch: 0021\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3954s\n",
            "Epoch: 0022\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7181s\n",
            "Epoch: 0023\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2967s\n",
            "Epoch: 0024\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5209s\n",
            "Epoch: 0025\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1598s\n",
            "Epoch: 0026\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5820s\n",
            "Epoch: 0027\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.7129s\n",
            "Epoch: 0028\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5399s\n",
            "Epoch: 0029\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9421s\n",
            "Epoch: 0030\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3191s\n",
            "Epoch: 0031\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3428s\n",
            "Epoch: 0032\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5794s\n",
            "Epoch: 0033\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8064s\n",
            "Epoch: 0034\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.4093s\n",
            "Epoch: 0035\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 8.7581s\n",
            "Epoch: 0036\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0967s\n",
            "Epoch: 0037\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3916s\n",
            "Epoch: 0038\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1586s\n",
            "Epoch: 0039\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7631s\n",
            "Epoch: 0040\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7007s\n",
            "Epoch: 0041\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.4031s\n",
            "Epoch: 0042\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0021s\n",
            "Epoch: 0043\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5809s\n",
            "Epoch: 0044\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7514s\n",
            "Epoch: 0045\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8069s\n",
            "Epoch: 0046\n",
            "Model training :\n",
            "loss_train: 1.4451\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7385s\n",
            "Epoch: 0047\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3219s\n",
            "Epoch: 0048\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9816s\n",
            "Epoch: 0049\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7103s\n",
            "Epoch: 0050\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3591s\n",
            "Epoch: 0051\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.4114s\n",
            "Epoch: 0052\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8704s\n",
            "Epoch: 0053\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0265s\n",
            "Epoch: 0054\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2538s\n",
            "Epoch: 0055\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5724s\n",
            "Epoch: 0056\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1576s\n",
            "Epoch: 0057\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5194s\n",
            "Epoch: 0058\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3273s\n",
            "Epoch: 0059\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5705s\n",
            "Epoch: 0060\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7587s\n",
            "Epoch: 0061\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.6150s\n",
            "Epoch: 0062\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.1247s\n",
            "Epoch: 0063\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5202s\n",
            "Epoch: 0064\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0923s\n",
            "Epoch: 0065\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.6936s\n",
            "Epoch: 0066\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.4442s\n",
            "Epoch: 0067\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.6445s\n",
            "Epoch: 0068\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5258s\n",
            "Epoch: 0069\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.4319s\n",
            "Epoch: 0070\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8097s\n",
            "Epoch: 0071\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7846s\n",
            "Epoch: 0072\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.6378s\n",
            "Epoch: 0073\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8498s\n",
            "Epoch: 0074\n",
            "Model training :\n",
            "loss_train: 1.4453\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5050s\n",
            "Epoch: 0075\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8038s\n",
            "Epoch: 0076\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2418s\n",
            "Epoch: 0077\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5529s\n",
            "Epoch: 0078\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.6742s\n",
            "Epoch: 0079\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1517s\n",
            "Epoch: 0080\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3194s\n",
            "Epoch: 0081\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.2784s\n",
            "Epoch: 0082\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.1125s\n",
            "Epoch: 0083\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.4843s\n",
            "Epoch: 0084\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2990s\n",
            "Epoch: 0085\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2762s\n",
            "Epoch: 0086\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.4850s\n",
            "Epoch: 0087\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7346s\n",
            "Epoch: 0088\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.6438s\n",
            "Epoch: 0089\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8329s\n",
            "Epoch: 0090\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0232s\n",
            "Epoch: 0091\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.4769s\n",
            "Epoch: 0092\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.6632s\n",
            "Epoch: 0093\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0053s\n",
            "Epoch: 0094\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.1942s\n",
            "Epoch: 0095\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.0819s\n",
            "Epoch: 0096\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 9.7318s\n",
            "Epoch: 0097\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 9.3081s\n",
            "Epoch: 0098\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.9120s\n",
            "Epoch: 0099\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.0596s\n",
            "Epoch: 0100\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 12.7044s\n",
            "Epoch: 0101\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.8652s\n",
            "Epoch: 0102\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.7693s\n",
            "Epoch: 0103\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.1069s\n",
            "Epoch: 0104\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.4915s\n",
            "Epoch: 0105\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0713s\n",
            "Epoch: 0106\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.1715s\n",
            "Epoch: 0107\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.7738s\n",
            "Epoch: 0108\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.5562s\n",
            "Epoch: 0109\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.1382s\n",
            "Epoch: 0110\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1905s\n",
            "Epoch: 0111\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.9333s\n",
            "Epoch: 0112\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2089s\n",
            "Epoch: 0113\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.3900s\n",
            "Epoch: 0114\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0022s\n",
            "Epoch: 0115\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.1430s\n",
            "Epoch: 0116\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.8849s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.2290s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.0694s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.5439s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0671s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.7011s\n",
            "Epoch: 0122\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.6194s\n",
            "Epoch: 0123\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.7766s\n",
            "Epoch: 0124\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.9372s\n",
            "Epoch: 0125\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0503s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3344s\n",
            "Epoch: 0127\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7931s\n",
            "Epoch: 0128\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7664s\n",
            "Epoch: 0129\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.7318s\n",
            "Epoch: 0130\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8279s\n",
            "Epoch: 0131\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2076s\n",
            "Epoch: 0132\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8071s\n",
            "Epoch: 0133\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.9157s\n",
            "Epoch: 0134\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0191s\n",
            "Epoch: 0135\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2605s\n",
            "Epoch: 0136\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.9989s\n",
            "Epoch: 0137\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.8255s\n",
            "Epoch: 0138\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1881s\n",
            "Epoch: 0139\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3431s\n",
            "Epoch: 0140\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.1058s\n",
            "Epoch: 0141\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.8615s\n",
            "Epoch: 0142\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.8070s\n",
            "Epoch: 0143\n",
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            "acc_train: 0.7699\n",
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            "time: 9.8099s\n",
            "Epoch: 0144\n",
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            "time: 10.7114s\n",
            "Epoch: 0145\n",
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            "acc_train: 0.7699\n",
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            "time: 11.0243s\n",
            "Epoch: 0146\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 10.3796s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 10.4851s\n",
            "Epoch: 0148\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 10.6862s\n",
            "Epoch: 0149\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 10.1732s\n",
            "Epoch: 0150\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.6312s\n",
            "Epoch: 0151\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 9.6794s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 9.9174s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 11.0115s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 10.1012s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.0954s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.0724s\n",
            "Epoch: 0157\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.7450s\n",
            "Epoch: 0158\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.2501s\n",
            "Epoch: 0159\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 12.1694s\n",
            "Epoch: 0160\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 11.8602s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "time: 10.6445s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.3625s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.0899s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 10.4448s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 10.0939s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 10.1959s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 10.7521s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 10.8091s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 11.0238s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 10.2671s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 10.9872s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 10.3252s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "time: 10.9603s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.3261s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5170s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.5271s\n",
            "Epoch: 0177\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.0420s\n",
            "Epoch: 0178\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.2304s\n",
            "Epoch: 0179\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0100s\n",
            "Epoch: 0180\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.4591s\n",
            "Epoch: 0181\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.2551s\n",
            "Epoch: 0182\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 11.2685s\n",
            "Epoch: 0183\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.2446s\n",
            "Epoch: 0184\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.2868s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.7500s\n",
            "Epoch: 0186\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.5800s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.6005s\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
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            "time: 9.4276s\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0415s\n",
            "Epoch: 0190\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 9.7145s\n",
            "Epoch: 0191\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.4349s\n",
            "Epoch: 0192\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.0712s\n",
            "Epoch: 0193\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.6052s\n",
            "Epoch: 0194\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5641s\n",
            "Epoch: 0195\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 11.1541s\n",
            "Epoch: 0196\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.7509s\n",
            "Epoch: 0197\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7571s\n",
            "Epoch: 0198\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.5090s\n",
            "Epoch: 0199\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2089s\n",
            "Epoch: 0200\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2469s\n",
            "Epoch: 0201\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9409s\n",
            "Epoch: 0202\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7516s\n",
            "Epoch: 0203\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.2156s\n",
            "Epoch: 0204\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.4504s\n",
            "Epoch: 0205\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9940s\n",
            "Epoch: 0206\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.7009s\n",
            "Epoch: 0207\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1853s\n",
            "Epoch: 0208\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.3600s\n",
            "Epoch: 0209\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.5737s\n",
            "Epoch: 0210\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9690s\n",
            "Epoch: 0211\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2715s\n",
            "Epoch: 0212\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.6264s\n",
            "Epoch: 0213\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1369s\n",
            "Epoch: 0214\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9593s\n",
            "Epoch: 0215\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3157s\n",
            "Epoch: 0216\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2301s\n",
            "Epoch: 0217\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2722s\n",
            "Epoch: 0218\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.4944s\n",
            "Epoch: 0219\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 12.2234s\n",
            "Epoch: 0220\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8533s\n",
            "Epoch: 0221\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8307s\n",
            "Epoch: 0222\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9505s\n",
            "Epoch: 0223\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1217s\n",
            "Epoch: 0224\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.5564s\n",
            "Epoch: 0225\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0389s\n",
            "Epoch: 0226\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8003s\n",
            "Epoch: 0227\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3111s\n",
            "Epoch: 0228\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8331s\n",
            "Epoch: 0229\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.7378s\n",
            "Epoch: 0230\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.8630s\n",
            "Epoch: 0231\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.2253s\n",
            "Epoch: 0232\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3706s\n",
            "Epoch: 0233\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.2361s\n",
            "Epoch: 0234\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.5240s\n",
            "Epoch: 0235\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.2194s\n",
            "Epoch: 0236\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0607s\n",
            "Epoch: 0237\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.7616s\n",
            "Epoch: 0238\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.9401s\n",
            "Epoch: 0239\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 11.0081s\n",
            "Epoch: 0240\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.2489s\n",
            "Epoch: 0241\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.1371s\n",
            "Epoch: 0242\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.0037s\n",
            "Epoch: 0243\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.5820s\n",
            "Epoch: 0244\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.4119s\n",
            "Epoch: 0245\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.4370s\n",
            "Epoch: 0246\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9447s\n",
            "Epoch: 0247\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5697s\n",
            "Epoch: 0248\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.0863s\n",
            "Epoch: 0249\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.9070s\n",
            "Epoch: 0250\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "acc_val: 0.7695\n",
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            "auc_pr_val: 0.2305\n",
            "time: 10.7625s\n",
            "Epoch: 0251\n",
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            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3130s\n",
            "Epoch: 0252\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.8973s\n",
            "Epoch: 0253\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1782s\n",
            "Epoch: 0254\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9370s\n",
            "Epoch: 0255\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7449s\n",
            "Epoch: 0256\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2812s\n",
            "Epoch: 0257\n",
            "Model training :\n",
            "loss_train: 1.4451\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9708s\n",
            "Epoch: 0258\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2247s\n",
            "Epoch: 0259\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.9679s\n",
            "Epoch: 0260\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3333s\n",
            "Epoch: 0261\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.1869s\n",
            "Epoch: 0262\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.9465s\n",
            "Epoch: 0263\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.6727s\n",
            "Epoch: 0264\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3605s\n",
            "Epoch: 0265\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.5277s\n",
            "Epoch: 0266\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.7035s\n",
            "Epoch: 0267\n",
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            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.9141s\n",
            "Epoch: 0268\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3258s\n",
            "Epoch: 0269\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.5871s\n",
            "Epoch: 0270\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0848s\n",
            "Epoch: 0271\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1256s\n",
            "Epoch: 0272\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.6367s\n",
            "Epoch: 0273\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3735s\n",
            "Epoch: 0274\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.5524s\n",
            "Epoch: 0275\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.8799s\n",
            "Epoch: 0276\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.7082s\n",
            "Epoch: 0277\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.4167s\n",
            "Epoch: 0278\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2881s\n",
            "Epoch: 0279\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1035s\n",
            "Epoch: 0280\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.4240s\n",
            "Epoch: 0281\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2646s\n",
            "Epoch: 0282\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.5438s\n",
            "Epoch: 0283\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.6134s\n",
            "Epoch: 0284\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
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            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8650s\n",
            "Epoch: 0285\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2934s\n",
            "Epoch: 0286\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 11.9037s\n",
            "Epoch: 0287\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3959s\n",
            "Epoch: 0288\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2365s\n",
            "Epoch: 0289\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5413s\n",
            "Epoch: 0290\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.7625s\n",
            "Epoch: 0291\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.5213s\n",
            "Epoch: 0292\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.7811s\n",
            "Epoch: 0293\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.0081s\n",
            "Epoch: 0294\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.6511s\n",
            "Epoch: 0295\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.1212s\n",
            "Epoch: 0296\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.2402s\n",
            "Epoch: 0297\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.8687s\n",
            "Epoch: 0298\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 9.8793s\n",
            "Epoch: 0299\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.3295s\n",
            "Epoch: 0300\n",
            "Model training :\n",
            "loss_train: 1.4452\n",
            "acc_train: 0.7699\n",
            "auc_roc_train: 0.5000\n",
            "auc_pr_train: 0.2301\n",
            "Model validation :\n",
            "loss_val: 1.4452\n",
            "acc_val: 0.7695\n",
            "auc_roc_val: 0.5000\n",
            "auc_pr_val: 0.2305\n",
            "time: 10.7325s\n",
            "Optimization Finished!\n",
            "Total time elapsed: 3053.7978s\n"
          ]
        }
      ],
      "source": [
        "!python /content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/main.py --layers 8 --mode r --dataset Yelp --dropout 0.1"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SEyBbmeFMQSw"
      },
      "source": [
        "# Elliptic"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Z0bpKVU3rNQp"
      },
      "outputs": [],
      "source": [
        "!unrar x /content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/data/Elliptic/Elliptic.rar"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "xxPU86_sGCGT",
        "outputId": "d155a3e8-5b51-449a-cb52-33bc8e4079b1"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "Model validation :\n",
            "loss_val: 0.8164\n",
            "acc_val: 0.8594\n",
            "auc_roc_val: 0.8226\n",
            "auc_pr_val: 0.6970\n",
            "time: 1.9284s\n",
            "Epoch: 0085\n",
            "Model training :\n",
            "loss_train: 0.8395\n",
            "acc_train: 0.8531\n",
            "auc_roc_train: 0.8138\n",
            "auc_pr_train: 0.6820\n",
            "Model validation :\n",
            "loss_val: 0.8161\n",
            "acc_val: 0.8594\n",
            "auc_roc_val: 0.8226\n",
            "auc_pr_val: 0.6970\n",
            "time: 1.7521s\n",
            "Epoch: 0086\n",
            "Model training :\n",
            "loss_train: 0.8365\n",
            "acc_train: 0.8564\n",
            "auc_roc_train: 0.8167\n",
            "auc_pr_train: 0.6888\n",
            "Model validation :\n",
            "loss_val: 0.8162\n",
            "acc_val: 0.8594\n",
            "auc_roc_val: 0.8226\n",
            "auc_pr_val: 0.6970\n",
            "time: 1.8882s\n",
            "Epoch: 0087\n",
            "Model training :\n",
            "loss_train: 0.8288\n",
            "acc_train: 0.8573\n",
            "auc_roc_train: 0.8190\n",
            "auc_pr_train: 0.6903\n",
            "Model validation :\n",
            "loss_val: 0.8161\n",
            "acc_val: 0.8594\n",
            "auc_roc_val: 0.8226\n",
            "auc_pr_val: 0.6970\n",
            "time: 1.8189s\n",
            "Epoch: 0088\n",
            "Model training :\n",
            "loss_train: 0.8287\n",
            "acc_train: 0.8546\n",
            "auc_roc_train: 0.8156\n",
            "auc_pr_train: 0.6851\n",
            "Model validation :\n",
            "loss_val: 0.8160\n",
            "acc_val: 0.8594\n",
            "auc_roc_val: 0.8226\n",
            "auc_pr_val: 0.6970\n",
            "time: 1.8199s\n",
            "Epoch: 0089\n",
            "Model training :\n",
            "loss_train: 0.8243\n",
            "acc_train: 0.8585\n",
            "auc_roc_train: 0.8199\n",
            "auc_pr_train: 0.6930\n",
            "Model validation :\n",
            "loss_val: 0.8156\n",
            "acc_val: 0.8602\n",
            "auc_roc_val: 0.8231\n",
            "auc_pr_val: 0.6985\n",
            "time: 1.9091s\n",
            "Epoch: 0090\n",
            "Model training :\n",
            "loss_train: 0.8248\n",
            "acc_train: 0.8588\n",
            "auc_roc_train: 0.8204\n",
            "auc_pr_train: 0.6936\n",
            "Model validation :\n",
            "loss_val: 0.8152\n",
            "acc_val: 0.8609\n",
            "auc_roc_val: 0.8237\n",
            "auc_pr_val: 0.7001\n",
            "time: 2.3449s\n",
            "Epoch: 0091\n",
            "Model training :\n",
            "loss_train: 0.8283\n",
            "acc_train: 0.8588\n",
            "auc_roc_train: 0.8198\n",
            "auc_pr_train: 0.6937\n",
            "Model validation :\n",
            "loss_val: 0.8148\n",
            "acc_val: 0.8602\n",
            "auc_roc_val: 0.8231\n",
            "auc_pr_val: 0.6985\n",
            "time: 1.7283s\n",
            "Epoch: 0092\n",
            "Model training :\n",
            "loss_train: 0.8200\n",
            "acc_train: 0.8593\n",
            "auc_roc_train: 0.8204\n",
            "auc_pr_train: 0.6946\n",
            "Model validation :\n",
            "loss_val: 0.8144\n",
            "acc_val: 0.8616\n",
            "auc_roc_val: 0.8242\n",
            "auc_pr_val: 0.7017\n",
            "time: 1.8715s\n",
            "Epoch: 0093\n",
            "Model training :\n",
            "loss_train: 0.8246\n",
            "acc_train: 0.8574\n",
            "auc_roc_train: 0.8191\n",
            "auc_pr_train: 0.6905\n",
            "Model validation :\n",
            "loss_val: 0.8141\n",
            "acc_val: 0.8631\n",
            "auc_roc_val: 0.8259\n",
            "auc_pr_val: 0.7047\n",
            "time: 1.7553s\n",
            "Epoch: 0094\n",
            "Model training :\n",
            "loss_train: 0.8295\n",
            "acc_train: 0.8556\n",
            "auc_roc_train: 0.8162\n",
            "auc_pr_train: 0.6872\n",
            "Model validation :\n",
            "loss_val: 0.8139\n",
            "acc_val: 0.8624\n",
            "auc_roc_val: 0.8248\n",
            "auc_pr_val: 0.7033\n",
            "time: 1.8929s\n",
            "Epoch: 0095\n",
            "Model training :\n",
            "loss_train: 0.8246\n",
            "acc_train: 0.8586\n",
            "auc_roc_train: 0.8202\n",
            "auc_pr_train: 0.6932\n",
            "Model validation :\n",
            "loss_val: 0.8136\n",
            "acc_val: 0.8631\n",
            "auc_roc_val: 0.8259\n",
            "auc_pr_val: 0.7047\n",
            "time: 1.7401s\n",
            "Epoch: 0096\n",
            "Model training :\n",
            "loss_train: 0.8237\n",
            "acc_train: 0.8583\n",
            "auc_roc_train: 0.8194\n",
            "auc_pr_train: 0.6925\n",
            "Model validation :\n",
            "loss_val: 0.8135\n",
            "acc_val: 0.8631\n",
            "auc_roc_val: 0.8259\n",
            "auc_pr_val: 0.7047\n",
            "time: 2.1667s\n",
            "Epoch: 0097\n",
            "Model training :\n",
            "loss_train: 0.8247\n",
            "acc_train: 0.8585\n",
            "auc_roc_train: 0.8197\n",
            "auc_pr_train: 0.6929\n",
            "Model validation :\n",
            "loss_val: 0.8134\n",
            "acc_val: 0.8631\n",
            "auc_roc_val: 0.8259\n",
            "auc_pr_val: 0.7047\n",
            "time: 2.2769s\n",
            "Epoch: 0098\n",
            "Model training :\n",
            "loss_train: 0.8182\n",
            "acc_train: 0.8596\n",
            "auc_roc_train: 0.8208\n",
            "auc_pr_train: 0.6951\n",
            "Model validation :\n",
            "loss_val: 0.8131\n",
            "acc_val: 0.8638\n",
            "auc_roc_val: 0.8270\n",
            "auc_pr_val: 0.7061\n",
            "time: 1.8816s\n",
            "Epoch: 0099\n",
            "Model training :\n",
            "loss_train: 0.8284\n",
            "acc_train: 0.8586\n",
            "auc_roc_train: 0.8203\n",
            "auc_pr_train: 0.6931\n",
            "Model validation :\n",
            "loss_val: 0.8127\n",
            "acc_val: 0.8646\n",
            "auc_roc_val: 0.8281\n",
            "auc_pr_val: 0.7075\n",
            "time: 1.6936s\n",
            "Epoch: 0100\n",
            "Model training :\n",
            "loss_train: 0.8180\n",
            "acc_train: 0.8600\n",
            "auc_roc_train: 0.8223\n",
            "auc_pr_train: 0.6958\n",
            "Model validation :\n",
            "loss_val: 0.8120\n",
            "acc_val: 0.8653\n",
            "auc_roc_val: 0.8292\n",
            "auc_pr_val: 0.7089\n",
            "time: 1.8635s\n",
            "Epoch: 0101\n",
            "Model training :\n",
            "loss_train: 0.8241\n",
            "acc_train: 0.8597\n",
            "auc_roc_train: 0.8223\n",
            "auc_pr_train: 0.6952\n",
            "Model validation :\n",
            "loss_val: 0.8111\n",
            "acc_val: 0.8653\n",
            "auc_roc_val: 0.8292\n",
            "auc_pr_val: 0.7089\n",
            "time: 1.7557s\n",
            "Epoch: 0102\n",
            "Model training :\n",
            "loss_train: 0.8216\n",
            "acc_train: 0.8586\n",
            "auc_roc_train: 0.8203\n",
            "auc_pr_train: 0.6931\n",
            "Model validation :\n",
            "loss_val: 0.8100\n",
            "acc_val: 0.8660\n",
            "auc_roc_val: 0.8302\n",
            "auc_pr_val: 0.7103\n",
            "time: 1.7921s\n",
            "Epoch: 0103\n",
            "Model training :\n",
            "loss_train: 0.8196\n",
            "acc_train: 0.8608\n",
            "auc_roc_train: 0.8232\n",
            "auc_pr_train: 0.6975\n",
            "Model validation :\n",
            "loss_val: 0.8091\n",
            "acc_val: 0.8660\n",
            "auc_roc_val: 0.8302\n",
            "auc_pr_val: 0.7103\n",
            "time: 2.2835s\n",
            "Epoch: 0104\n",
            "Model training :\n",
            "loss_train: 0.8167\n",
            "acc_train: 0.8614\n",
            "auc_roc_train: 0.8238\n",
            "auc_pr_train: 0.6986\n",
            "Model validation :\n",
            "loss_val: 0.8083\n",
            "acc_val: 0.8653\n",
            "auc_roc_val: 0.8297\n",
            "auc_pr_val: 0.7087\n",
            "time: 2.0837s\n",
            "Epoch: 0105\n",
            "Model training :\n",
            "loss_train: 0.8239\n",
            "acc_train: 0.8603\n",
            "auc_roc_train: 0.8225\n",
            "auc_pr_train: 0.6964\n",
            "Model validation :\n",
            "loss_val: 0.8076\n",
            "acc_val: 0.8646\n",
            "auc_roc_val: 0.8291\n",
            "auc_pr_val: 0.7071\n",
            "time: 1.9392s\n",
            "Epoch: 0106\n",
            "Model training :\n",
            "loss_train: 0.8169\n",
            "acc_train: 0.8618\n",
            "auc_roc_train: 0.8247\n",
            "auc_pr_train: 0.6994\n",
            "Model validation :\n",
            "loss_val: 0.8068\n",
            "acc_val: 0.8638\n",
            "auc_roc_val: 0.8286\n",
            "auc_pr_val: 0.7056\n",
            "time: 1.7408s\n",
            "Epoch: 0107\n",
            "Model training :\n",
            "loss_train: 0.8130\n",
            "acc_train: 0.8599\n",
            "auc_roc_train: 0.8230\n",
            "auc_pr_train: 0.6954\n",
            "Model validation :\n",
            "loss_val: 0.8060\n",
            "acc_val: 0.8638\n",
            "auc_roc_val: 0.8286\n",
            "auc_pr_val: 0.7056\n",
            "time: 1.9062s\n",
            "Epoch: 0108\n",
            "Model training :\n",
            "loss_train: 0.8171\n",
            "acc_train: 0.8604\n",
            "auc_roc_train: 0.8227\n",
            "auc_pr_train: 0.6966\n",
            "Model validation :\n",
            "loss_val: 0.8054\n",
            "acc_val: 0.8646\n",
            "auc_roc_val: 0.8297\n",
            "auc_pr_val: 0.7070\n",
            "time: 1.7352s\n",
            "Epoch: 0109\n",
            "Model training :\n",
            "loss_train: 0.8137\n",
            "acc_train: 0.8613\n",
            "auc_roc_train: 0.8252\n",
            "auc_pr_train: 0.6980\n",
            "Model validation :\n",
            "loss_val: 0.8045\n",
            "acc_val: 0.8646\n",
            "auc_roc_val: 0.8297\n",
            "auc_pr_val: 0.7070\n",
            "time: 1.8935s\n",
            "Epoch: 0110\n",
            "Model training :\n",
            "loss_train: 0.8149\n",
            "acc_train: 0.8606\n",
            "auc_roc_train: 0.8241\n",
            "auc_pr_train: 0.6966\n",
            "Model validation :\n",
            "loss_val: 0.8037\n",
            "acc_val: 0.8646\n",
            "auc_roc_val: 0.8297\n",
            "auc_pr_val: 0.7070\n",
            "time: 2.3028s\n",
            "Epoch: 0111\n",
            "Model training :\n",
            "loss_train: 0.8091\n",
            "acc_train: 0.8606\n",
            "auc_roc_train: 0.8238\n",
            "auc_pr_train: 0.6969\n",
            "Model validation :\n",
            "loss_val: 0.8027\n",
            "acc_val: 0.8660\n",
            "auc_roc_val: 0.8308\n",
            "auc_pr_val: 0.7101\n",
            "time: 2.1635s\n",
            "Epoch: 0112\n",
            "Model training :\n",
            "loss_train: 0.8141\n",
            "acc_train: 0.8618\n",
            "auc_roc_train: 0.8254\n",
            "auc_pr_train: 0.6992\n",
            "Model validation :\n",
            "loss_val: 0.8018\n",
            "acc_val: 0.8668\n",
            "auc_roc_val: 0.8313\n",
            "auc_pr_val: 0.7117\n",
            "time: 1.8693s\n",
            "Epoch: 0113\n",
            "Model training :\n",
            "loss_train: 0.8087\n",
            "acc_train: 0.8611\n",
            "auc_roc_train: 0.8236\n",
            "auc_pr_train: 0.6980\n",
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            "loss_val: 0.8010\n",
            "acc_val: 0.8668\n",
            "auc_roc_val: 0.8319\n",
            "auc_pr_val: 0.7115\n",
            "time: 1.7480s\n",
            "Epoch: 0114\n",
            "Model training :\n",
            "loss_train: 0.8110\n",
            "acc_train: 0.8619\n",
            "auc_roc_train: 0.8249\n",
            "auc_pr_train: 0.6996\n",
            "Model validation :\n",
            "loss_val: 0.8001\n",
            "acc_val: 0.8675\n",
            "auc_roc_val: 0.8324\n",
            "auc_pr_val: 0.7131\n",
            "time: 1.6844s\n",
            "Epoch: 0115\n",
            "Model training :\n",
            "loss_train: 0.8113\n",
            "acc_train: 0.8627\n",
            "auc_roc_train: 0.8256\n",
            "auc_pr_train: 0.7011\n",
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            "loss_val: 0.7995\n",
            "acc_val: 0.8675\n",
            "auc_roc_val: 0.8324\n",
            "auc_pr_val: 0.7131\n",
            "time: 1.8580s\n",
            "Epoch: 0116\n",
            "Model training :\n",
            "loss_train: 0.8067\n",
            "acc_train: 0.8623\n",
            "auc_roc_train: 0.8263\n",
            "auc_pr_train: 0.7000\n",
            "Model validation :\n",
            "loss_val: 0.7990\n",
            "acc_val: 0.8675\n",
            "auc_roc_val: 0.8324\n",
            "auc_pr_val: 0.7131\n",
            "time: 1.8509s\n",
            "Epoch: 0117\n",
            "Model training :\n",
            "loss_train: 0.8078\n",
            "acc_train: 0.8630\n",
            "auc_roc_train: 0.8267\n",
            "auc_pr_train: 0.7017\n",
            "Model validation :\n",
            "loss_val: 0.7986\n",
            "acc_val: 0.8675\n",
            "auc_roc_val: 0.8330\n",
            "auc_pr_val: 0.7129\n",
            "time: 2.4887s\n",
            "Epoch: 0118\n",
            "Model training :\n",
            "loss_train: 0.8061\n",
            "acc_train: 0.8627\n",
            "auc_roc_train: 0.8263\n",
            "auc_pr_train: 0.7009\n",
            "Model validation :\n",
            "loss_val: 0.7981\n",
            "acc_val: 0.8646\n",
            "auc_roc_val: 0.8308\n",
            "auc_pr_val: 0.7066\n",
            "time: 1.7583s\n",
            "Epoch: 0119\n",
            "Model training :\n",
            "loss_train: 0.8039\n",
            "acc_train: 0.8649\n",
            "auc_roc_train: 0.8285\n",
            "auc_pr_train: 0.7057\n",
            "Model validation :\n",
            "loss_val: 0.7975\n",
            "acc_val: 0.8646\n",
            "auc_roc_val: 0.8313\n",
            "auc_pr_val: 0.7065\n",
            "time: 1.8057s\n",
            "Epoch: 0120\n",
            "Model training :\n",
            "loss_train: 0.8007\n",
            "acc_train: 0.8641\n",
            "auc_roc_train: 0.8282\n",
            "auc_pr_train: 0.7038\n",
            "Model validation :\n",
            "loss_val: 0.7969\n",
            "acc_val: 0.8653\n",
            "auc_roc_val: 0.8324\n",
            "auc_pr_val: 0.7079\n",
            "time: 1.7706s\n",
            "Epoch: 0121\n",
            "Model training :\n",
            "loss_train: 0.8043\n",
            "acc_train: 0.8633\n",
            "auc_roc_train: 0.8283\n",
            "auc_pr_train: 0.7019\n",
            "Model validation :\n",
            "loss_val: 0.7964\n",
            "acc_val: 0.8646\n",
            "auc_roc_val: 0.8324\n",
            "auc_pr_val: 0.7062\n",
            "time: 1.6600s\n",
            "Epoch: 0122\n",
            "Model training :\n",
            "loss_train: 0.8012\n",
            "acc_train: 0.8649\n",
            "auc_roc_train: 0.8291\n",
            "auc_pr_train: 0.7055\n",
            "Model validation :\n",
            "loss_val: 0.7960\n",
            "acc_val: 0.8653\n",
            "auc_roc_val: 0.8335\n",
            "auc_pr_val: 0.7076\n",
            "time: 1.8744s\n",
            "Epoch: 0123\n",
            "Model training :\n",
            "loss_train: 0.8000\n",
            "acc_train: 0.8625\n",
            "auc_roc_train: 0.8278\n",
            "auc_pr_train: 0.7001\n",
            "Model validation :\n",
            "loss_val: 0.7956\n",
            "acc_val: 0.8653\n",
            "auc_roc_val: 0.8335\n",
            "auc_pr_val: 0.7076\n",
            "time: 1.8828s\n",
            "Epoch: 0124\n",
            "Model training :\n",
            "loss_train: 0.8027\n",
            "acc_train: 0.8639\n",
            "auc_roc_train: 0.8299\n",
            "auc_pr_train: 0.7029\n",
            "Model validation :\n",
            "loss_val: 0.7952\n",
            "acc_val: 0.8653\n",
            "auc_roc_val: 0.8335\n",
            "auc_pr_val: 0.7076\n",
            "time: 2.5189s\n",
            "Epoch: 0125\n",
            "Model training :\n",
            "loss_train: 0.8007\n",
            "acc_train: 0.8657\n",
            "auc_roc_train: 0.8309\n",
            "auc_pr_train: 0.7067\n",
            "Model validation :\n",
            "loss_val: 0.7946\n",
            "acc_val: 0.8682\n",
            "auc_roc_val: 0.8362\n",
            "auc_pr_val: 0.7136\n",
            "time: 1.7218s\n",
            "Epoch: 0126\n",
            "Model training :\n",
            "loss_train: 0.7974\n",
            "acc_train: 0.8655\n",
            "auc_roc_train: 0.8309\n",
            "auc_pr_train: 0.7063\n",
            "Model validation :\n",
            "loss_val: 0.7942\n",
            "acc_val: 0.8675\n",
            "auc_roc_val: 0.8352\n",
            "auc_pr_val: 0.7122\n",
            "time: 1.9352s\n",
            "Epoch: 0127\n",
            "Model training :\n",
            "loss_train: 0.7971\n",
            "acc_train: 0.8668\n",
            "auc_roc_train: 0.8325\n",
            "auc_pr_train: 0.7091\n",
            "Model validation :\n",
            "loss_val: 0.7938\n",
            "acc_val: 0.8675\n",
            "auc_roc_val: 0.8352\n",
            "auc_pr_val: 0.7122\n",
            "time: 1.7056s\n",
            "Epoch: 0128\n",
            "Model training :\n",
            "loss_train: 0.8008\n",
            "acc_train: 0.8658\n",
            "auc_roc_train: 0.8306\n",
            "auc_pr_train: 0.7072\n",
            "Model validation :\n",
            "loss_val: 0.7934\n",
            "acc_val: 0.8675\n",
            "auc_roc_val: 0.8352\n",
            "auc_pr_val: 0.7122\n",
            "time: 1.8886s\n",
            "Epoch: 0129\n",
            "Model training :\n",
            "loss_train: 0.7955\n",
            "acc_train: 0.8648\n",
            "auc_roc_train: 0.8309\n",
            "auc_pr_train: 0.7048\n",
            "Model validation :\n",
            "loss_val: 0.7929\n",
            "acc_val: 0.8682\n",
            "auc_roc_val: 0.8362\n",
            "auc_pr_val: 0.7136\n",
            "time: 1.6657s\n",
            "Epoch: 0130\n",
            "Model training :\n",
            "loss_train: 0.7980\n",
            "acc_train: 0.8669\n",
            "auc_roc_train: 0.8336\n",
            "auc_pr_train: 0.7090\n",
            "Model validation :\n",
            "loss_val: 0.7927\n",
            "acc_val: 0.8690\n",
            "auc_roc_val: 0.8379\n",
            "auc_pr_val: 0.7149\n",
            "time: 2.4355s\n",
            "Epoch: 0131\n",
            "Model training :\n",
            "loss_train: 0.7985\n",
            "acc_train: 0.8676\n",
            "auc_roc_train: 0.8343\n",
            "auc_pr_train: 0.7103\n",
            "Model validation :\n",
            "loss_val: 0.7924\n",
            "acc_val: 0.8675\n",
            "auc_roc_val: 0.8368\n",
            "auc_pr_val: 0.7118\n",
            "time: 2.2445s\n",
            "Epoch: 0132\n",
            "Model training :\n",
            "loss_train: 0.7954\n",
            "acc_train: 0.8648\n",
            "auc_roc_train: 0.8317\n",
            "auc_pr_train: 0.7046\n",
            "Model validation :\n",
            "loss_val: 0.7921\n",
            "acc_val: 0.8675\n",
            "auc_roc_val: 0.8368\n",
            "auc_pr_val: 0.7118\n",
            "time: 1.7469s\n",
            "Epoch: 0133\n",
            "Model training :\n",
            "loss_train: 0.7949\n",
            "acc_train: 0.8648\n",
            "auc_roc_train: 0.8317\n",
            "auc_pr_train: 0.7046\n",
            "Model validation :\n",
            "loss_val: 0.7913\n",
            "acc_val: 0.8682\n",
            "auc_roc_val: 0.8379\n",
            "auc_pr_val: 0.7132\n",
            "time: 1.9377s\n",
            "Epoch: 0134\n",
            "Model training :\n",
            "loss_train: 0.7941\n",
            "acc_train: 0.8661\n",
            "auc_roc_train: 0.8338\n",
            "auc_pr_train: 0.7070\n",
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            "loss_val: 0.7898\n",
            "acc_val: 0.8690\n",
            "auc_roc_val: 0.8384\n",
            "auc_pr_val: 0.7147\n",
            "time: 1.6318s\n",
            "Epoch: 0135\n",
            "Model training :\n",
            "loss_train: 0.8033\n",
            "acc_train: 0.8640\n",
            "auc_roc_train: 0.8316\n",
            "auc_pr_train: 0.7027\n",
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            "loss_val: 0.7884\n",
            "acc_val: 0.8682\n",
            "auc_roc_val: 0.8373\n",
            "auc_pr_val: 0.7133\n",
            "time: 1.8625s\n",
            "Epoch: 0136\n",
            "Model training :\n",
            "loss_train: 0.7961\n",
            "acc_train: 0.8652\n",
            "auc_roc_train: 0.8328\n",
            "auc_pr_train: 0.7051\n",
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            "loss_val: 0.7869\n",
            "acc_val: 0.8682\n",
            "auc_roc_val: 0.8373\n",
            "auc_pr_val: 0.7133\n",
            "time: 1.7267s\n",
            "Epoch: 0137\n",
            "Model training :\n",
            "loss_train: 0.7907\n",
            "acc_train: 0.8668\n",
            "auc_roc_train: 0.8346\n",
            "auc_pr_train: 0.7085\n",
            "Model validation :\n",
            "loss_val: 0.7854\n",
            "acc_val: 0.8704\n",
            "auc_roc_val: 0.8395\n",
            "auc_pr_val: 0.7179\n",
            "time: 2.3108s\n",
            "Epoch: 0138\n",
            "Model training :\n",
            "loss_train: 0.7912\n",
            "acc_train: 0.8668\n",
            "auc_roc_train: 0.8341\n",
            "auc_pr_train: 0.7086\n",
            "Model validation :\n",
            "loss_val: 0.7841\n",
            "acc_val: 0.8704\n",
            "auc_roc_val: 0.8390\n",
            "auc_pr_val: 0.7180\n",
            "time: 2.0554s\n",
            "Epoch: 0139\n",
            "Model training :\n",
            "loss_train: 0.7933\n",
            "acc_train: 0.8678\n",
            "auc_roc_train: 0.8347\n",
            "auc_pr_train: 0.7106\n",
            "Model validation :\n",
            "loss_val: 0.7833\n",
            "acc_val: 0.8697\n",
            "auc_roc_val: 0.8379\n",
            "auc_pr_val: 0.7166\n",
            "time: 1.7351s\n",
            "Epoch: 0140\n",
            "Model training :\n",
            "loss_train: 0.7911\n",
            "acc_train: 0.8699\n",
            "auc_roc_train: 0.8362\n",
            "auc_pr_train: 0.7154\n",
            "Model validation :\n",
            "loss_val: 0.7829\n",
            "acc_val: 0.8704\n",
            "auc_roc_val: 0.8390\n",
            "auc_pr_val: 0.7180\n",
            "time: 1.6765s\n",
            "Epoch: 0141\n",
            "Model training :\n",
            "loss_train: 0.7863\n",
            "acc_train: 0.8688\n",
            "auc_roc_train: 0.8368\n",
            "auc_pr_train: 0.7124\n",
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            "loss_val: 0.7823\n",
            "acc_val: 0.8719\n",
            "auc_roc_val: 0.8412\n",
            "auc_pr_val: 0.7209\n",
            "time: 1.8212s\n",
            "Epoch: 0142\n",
            "Model training :\n",
            "loss_train: 0.7926\n",
            "acc_train: 0.8694\n",
            "auc_roc_train: 0.8367\n",
            "auc_pr_train: 0.7139\n",
            "Model validation :\n",
            "loss_val: 0.7822\n",
            "acc_val: 0.8719\n",
            "auc_roc_val: 0.8412\n",
            "auc_pr_val: 0.7209\n",
            "time: 1.7431s\n",
            "Epoch: 0143\n",
            "Model training :\n",
            "loss_train: 0.7854\n",
            "acc_train: 0.8673\n",
            "auc_roc_train: 0.8355\n",
            "auc_pr_train: 0.7093\n",
            "Model validation :\n",
            "loss_val: 0.7820\n",
            "acc_val: 0.8712\n",
            "auc_roc_val: 0.8412\n",
            "auc_pr_val: 0.7191\n",
            "time: 1.6875s\n",
            "Epoch: 0144\n",
            "Model training :\n",
            "loss_train: 0.7906\n",
            "acc_train: 0.8688\n",
            "auc_roc_train: 0.8362\n",
            "auc_pr_train: 0.7127\n",
            "Model validation :\n",
            "loss_val: 0.7817\n",
            "acc_val: 0.8726\n",
            "auc_roc_val: 0.8439\n",
            "auc_pr_val: 0.7217\n",
            "time: 2.7755s\n",
            "Epoch: 0145\n",
            "Model training :\n",
            "loss_train: 0.7865\n",
            "acc_train: 0.8668\n",
            "auc_roc_train: 0.8360\n",
            "auc_pr_train: 0.7079\n",
            "Model validation :\n",
            "loss_val: 0.7809\n",
            "acc_val: 0.8741\n",
            "auc_roc_val: 0.8455\n",
            "auc_pr_val: 0.7247\n",
            "time: 1.9501s\n",
            "Epoch: 0146\n",
            "Model training :\n",
            "loss_train: 0.7849\n",
            "acc_train: 0.8688\n",
            "auc_roc_train: 0.8382\n",
            "auc_pr_train: 0.7120\n",
            "Model validation :\n",
            "loss_val: 0.7798\n",
            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8466\n",
            "auc_pr_val: 0.7279\n",
            "time: 1.6621s\n",
            "Epoch: 0147\n",
            "Model training :\n",
            "loss_train: 0.7813\n",
            "acc_train: 0.8690\n",
            "auc_roc_train: 0.8374\n",
            "auc_pr_train: 0.7128\n",
            "Model validation :\n",
            "loss_val: 0.7782\n",
            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8466\n",
            "auc_pr_val: 0.7279\n",
            "time: 1.7037s\n",
            "Epoch: 0148\n",
            "Model training :\n",
            "loss_train: 0.7777\n",
            "acc_train: 0.8683\n",
            "auc_roc_train: 0.8370\n",
            "auc_pr_train: 0.7112\n",
            "Model validation :\n",
            "loss_val: 0.7766\n",
            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8466\n",
            "auc_pr_val: 0.7279\n",
            "time: 1.6877s\n",
            "Epoch: 0149\n",
            "Model training :\n",
            "loss_train: 0.7886\n",
            "acc_train: 0.8678\n",
            "auc_roc_train: 0.8357\n",
            "auc_pr_train: 0.7105\n",
            "Model validation :\n",
            "loss_val: 0.7753\n",
            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8456\n",
            "auc_pr_val: 0.7283\n",
            "time: 1.6447s\n",
            "Epoch: 0150\n",
            "Model training :\n",
            "loss_train: 0.7852\n",
            "acc_train: 0.8703\n",
            "auc_roc_train: 0.8378\n",
            "auc_pr_train: 0.7158\n",
            "Model validation :\n",
            "loss_val: 0.7742\n",
            "acc_val: 0.8748\n",
            "auc_roc_val: 0.8445\n",
            "auc_pr_val: 0.7269\n",
            "time: 1.7171s\n",
            "Epoch: 0151\n",
            "Model training :\n",
            "loss_train: 0.7781\n",
            "acc_train: 0.8715\n",
            "auc_roc_train: 0.8387\n",
            "auc_pr_train: 0.7183\n",
            "Model validation :\n",
            "loss_val: 0.7731\n",
            "acc_val: 0.8741\n",
            "auc_roc_val: 0.8434\n",
            "auc_pr_val: 0.7254\n",
            "time: 2.4993s\n",
            "Epoch: 0152\n",
            "Model training :\n",
            "loss_train: 0.7800\n",
            "acc_train: 0.8688\n",
            "auc_roc_train: 0.8363\n",
            "auc_pr_train: 0.7125\n",
            "Model validation :\n",
            "loss_val: 0.7724\n",
            "acc_val: 0.8748\n",
            "auc_roc_val: 0.8445\n",
            "auc_pr_val: 0.7269\n",
            "time: 1.9793s\n",
            "Epoch: 0153\n",
            "Model training :\n",
            "loss_train: 0.7792\n",
            "acc_train: 0.8716\n",
            "auc_roc_train: 0.8396\n",
            "auc_pr_train: 0.7183\n",
            "Model validation :\n",
            "loss_val: 0.7719\n",
            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8456\n",
            "auc_pr_val: 0.7283\n",
            "time: 1.7407s\n",
            "Epoch: 0154\n",
            "Model training :\n",
            "loss_train: 0.7795\n",
            "acc_train: 0.8721\n",
            "auc_roc_train: 0.8411\n",
            "auc_pr_train: 0.7191\n",
            "Model validation :\n",
            "loss_val: 0.7716\n",
            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8456\n",
            "auc_pr_val: 0.7283\n",
            "time: 1.9465s\n",
            "Epoch: 0155\n",
            "Model training :\n",
            "loss_train: 0.7808\n",
            "acc_train: 0.8687\n",
            "auc_roc_train: 0.8379\n",
            "auc_pr_train: 0.7118\n",
            "Model validation :\n",
            "loss_val: 0.7714\n",
            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7297\n",
            "time: 1.8862s\n",
            "Epoch: 0156\n",
            "Model training :\n",
            "loss_train: 0.7737\n",
            "acc_train: 0.8728\n",
            "auc_roc_train: 0.8428\n",
            "auc_pr_train: 0.7201\n",
            "Model validation :\n",
            "loss_val: 0.7712\n",
            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8461\n",
            "auc_pr_val: 0.7281\n",
            "time: 1.8663s\n",
            "Epoch: 0157\n",
            "Model training :\n",
            "loss_train: 0.7804\n",
            "acc_train: 0.8687\n",
            "auc_roc_train: 0.8382\n",
            "auc_pr_train: 0.7118\n",
            "Model validation :\n",
            "loss_val: 0.7709\n",
            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8461\n",
            "auc_pr_val: 0.7281\n",
            "time: 2.0575s\n",
            "Epoch: 0158\n",
            "Model training :\n",
            "loss_train: 0.7790\n",
            "acc_train: 0.8689\n",
            "auc_roc_train: 0.8383\n",
            "auc_pr_train: 0.7124\n",
            "Model validation :\n",
            "loss_val: 0.7706\n",
            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7297\n",
            "time: 2.2813s\n",
            "Epoch: 0159\n",
            "Model training :\n",
            "loss_train: 0.7743\n",
            "acc_train: 0.8723\n",
            "auc_roc_train: 0.8409\n",
            "auc_pr_train: 0.7196\n",
            "Model validation :\n",
            "loss_val: 0.7701\n",
            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8456\n",
            "auc_pr_val: 0.7283\n",
            "time: 1.6986s\n",
            "Epoch: 0160\n",
            "Model training :\n",
            "loss_train: 0.7712\n",
            "acc_train: 0.8724\n",
            "auc_roc_train: 0.8416\n",
            "auc_pr_train: 0.7196\n",
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            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8450\n",
            "auc_pr_val: 0.7285\n",
            "time: 1.6521s\n",
            "Epoch: 0161\n",
            "Model training :\n",
            "loss_train: 0.7734\n",
            "acc_train: 0.8699\n",
            "auc_roc_train: 0.8382\n",
            "auc_pr_train: 0.7146\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8456\n",
            "auc_pr_val: 0.7301\n",
            "time: 1.8922s\n",
            "Epoch: 0162\n",
            "Model training :\n",
            "loss_train: 0.7735\n",
            "acc_train: 0.8743\n",
            "auc_roc_train: 0.8428\n",
            "auc_pr_train: 0.7239\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8456\n",
            "auc_pr_val: 0.7301\n",
            "time: 1.7274s\n",
            "Epoch: 0163\n",
            "Model training :\n",
            "loss_train: 0.7724\n",
            "acc_train: 0.8749\n",
            "auc_roc_train: 0.8437\n",
            "auc_pr_train: 0.7249\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8461\n",
            "auc_pr_val: 0.7299\n",
            "time: 1.9334s\n",
            "Epoch: 0164\n",
            "Model training :\n",
            "loss_train: 0.7694\n",
            "acc_train: 0.8740\n",
            "auc_roc_train: 0.8429\n",
            "auc_pr_train: 0.7229\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7297\n",
            "time: 2.2051s\n",
            "Epoch: 0165\n",
            "Model training :\n",
            "loss_train: 0.7734\n",
            "acc_train: 0.8726\n",
            "auc_roc_train: 0.8411\n",
            "auc_pr_train: 0.7202\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7297\n",
            "time: 2.2146s\n",
            "Epoch: 0166\n",
            "Model training :\n",
            "loss_train: 0.7649\n",
            "acc_train: 0.8742\n",
            "auc_roc_train: 0.8439\n",
            "auc_pr_train: 0.7233\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8477\n",
            "auc_pr_val: 0.7311\n",
            "time: 1.6927s\n",
            "Epoch: 0167\n",
            "Model training :\n",
            "loss_train: 0.7684\n",
            "acc_train: 0.8733\n",
            "auc_roc_train: 0.8424\n",
            "auc_pr_train: 0.7216\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8477\n",
            "auc_pr_val: 0.7311\n",
            "time: 1.9134s\n",
            "Epoch: 0168\n",
            "Model training :\n",
            "loss_train: 0.7708\n",
            "acc_train: 0.8731\n",
            "auc_roc_train: 0.8425\n",
            "auc_pr_train: 0.7211\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8477\n",
            "auc_pr_val: 0.7311\n",
            "time: 1.7417s\n",
            "Epoch: 0169\n",
            "Model training :\n",
            "loss_train: 0.7693\n",
            "acc_train: 0.8709\n",
            "auc_roc_train: 0.8402\n",
            "auc_pr_train: 0.7163\n",
            "Model validation :\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8472\n",
            "auc_pr_val: 0.7313\n",
            "time: 1.7331s\n",
            "Epoch: 0170\n",
            "Model training :\n",
            "loss_train: 0.7672\n",
            "acc_train: 0.8758\n",
            "auc_roc_train: 0.8451\n",
            "auc_pr_train: 0.7267\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7315\n",
            "time: 1.9326s\n",
            "Epoch: 0171\n",
            "Model training :\n",
            "loss_train: 0.7664\n",
            "acc_train: 0.8746\n",
            "auc_roc_train: 0.8435\n",
            "auc_pr_train: 0.7243\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8461\n",
            "auc_pr_val: 0.7317\n",
            "time: 2.2798s\n",
            "Epoch: 0172\n",
            "Model training :\n",
            "loss_train: 0.7575\n",
            "acc_train: 0.8754\n",
            "auc_roc_train: 0.8441\n",
            "auc_pr_train: 0.7261\n",
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            "acc_val: 0.8785\n",
            "auc_roc_val: 0.8472\n",
            "auc_pr_val: 0.7350\n",
            "time: 2.1714s\n",
            "Epoch: 0173\n",
            "Model training :\n",
            "loss_train: 0.7726\n",
            "acc_train: 0.8758\n",
            "auc_roc_train: 0.8444\n",
            "auc_pr_train: 0.7269\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8456\n",
            "auc_pr_val: 0.7319\n",
            "time: 1.7060s\n",
            "Epoch: 0174\n",
            "Model training :\n",
            "loss_train: 0.7725\n",
            "acc_train: 0.8764\n",
            "auc_roc_train: 0.8453\n",
            "auc_pr_train: 0.7282\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8461\n",
            "auc_pr_val: 0.7317\n",
            "time: 2.6833s\n",
            "Epoch: 0175\n",
            "Model training :\n",
            "loss_train: 0.7637\n",
            "acc_train: 0.8751\n",
            "auc_roc_train: 0.8448\n",
            "auc_pr_train: 0.7252\n",
            "Model validation :\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8456\n",
            "auc_pr_val: 0.7301\n",
            "time: 1.8197s\n",
            "Epoch: 0176\n",
            "Model training :\n",
            "loss_train: 0.7657\n",
            "acc_train: 0.8770\n",
            "auc_roc_train: 0.8471\n",
            "auc_pr_train: 0.7289\n",
            "Model validation :\n",
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            "acc_val: 0.8755\n",
            "auc_roc_val: 0.8456\n",
            "auc_pr_val: 0.7283\n",
            "time: 1.8682s\n",
            "Epoch: 0177\n",
            "Model training :\n",
            "loss_train: 0.7632\n",
            "acc_train: 0.8721\n",
            "auc_roc_train: 0.8418\n",
            "auc_pr_train: 0.7189\n",
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            "acc_val: 0.8734\n",
            "auc_roc_val: 0.8434\n",
            "auc_pr_val: 0.7237\n",
            "time: 2.2075s\n",
            "Epoch: 0178\n",
            "Model training :\n",
            "loss_train: 0.7605\n",
            "acc_train: 0.8746\n",
            "auc_roc_train: 0.8441\n",
            "auc_pr_train: 0.7241\n",
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            "acc_val: 0.8741\n",
            "auc_roc_val: 0.8439\n",
            "auc_pr_val: 0.7253\n",
            "time: 2.2344s\n",
            "Epoch: 0179\n",
            "Model training :\n",
            "loss_train: 0.7648\n",
            "acc_train: 0.8729\n",
            "auc_roc_train: 0.8433\n",
            "auc_pr_train: 0.7202\n",
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            "acc_val: 0.8734\n",
            "auc_roc_val: 0.8428\n",
            "auc_pr_val: 0.7238\n",
            "time: 1.7905s\n",
            "Epoch: 0180\n",
            "Model training :\n",
            "loss_train: 0.7658\n",
            "acc_train: 0.8755\n",
            "auc_roc_train: 0.8448\n",
            "auc_pr_train: 0.7261\n",
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            "acc_val: 0.8748\n",
            "auc_roc_val: 0.8439\n",
            "auc_pr_val: 0.7270\n",
            "time: 1.8755s\n",
            "Epoch: 0181\n",
            "Model training :\n",
            "loss_train: 0.7602\n",
            "acc_train: 0.8794\n",
            "auc_roc_train: 0.8490\n",
            "auc_pr_train: 0.7343\n",
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            "acc_val: 0.8748\n",
            "auc_roc_val: 0.8439\n",
            "auc_pr_val: 0.7270\n",
            "time: 1.7303s\n",
            "Epoch: 0182\n",
            "Model training :\n",
            "loss_train: 0.7589\n",
            "acc_train: 0.8756\n",
            "auc_roc_train: 0.8456\n",
            "auc_pr_train: 0.7261\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8461\n",
            "auc_pr_val: 0.7299\n",
            "time: 1.7576s\n",
            "Epoch: 0183\n",
            "Model training :\n",
            "loss_train: 0.7612\n",
            "acc_train: 0.8789\n",
            "auc_roc_train: 0.8491\n",
            "auc_pr_train: 0.7329\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7297\n",
            "time: 1.6649s\n",
            "Epoch: 0184\n",
            "Model training :\n",
            "loss_train: 0.7601\n",
            "acc_train: 0.8773\n",
            "auc_roc_train: 0.8476\n",
            "auc_pr_train: 0.7296\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7297\n",
            "time: 2.6201s\n",
            "Epoch: 0185\n",
            "Model training :\n",
            "loss_train: 0.7601\n",
            "acc_train: 0.8759\n",
            "auc_roc_train: 0.8456\n",
            "auc_pr_train: 0.7267\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7297\n",
            "time: 2.1903s\n",
            "Epoch: 0186\n",
            "Model training :\n",
            "loss_train: 0.7601\n",
            "acc_train: 0.8741\n",
            "auc_roc_train: 0.8446\n",
            "auc_pr_train: 0.7229\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7297\n",
            "time: 1.6867s\n",
            "Epoch: 0187\n",
            "Model training :\n",
            "loss_train: 0.7604\n",
            "acc_train: 0.8768\n",
            "auc_roc_train: 0.8472\n",
            "auc_pr_train: 0.7284\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8467\n",
            "auc_pr_val: 0.7297\n",
            "time: 1.8520s\n",
            "Epoch: 0188\n",
            "Model training :\n",
            "loss_train: 0.7589\n",
            "acc_train: 0.8758\n",
            "auc_roc_train: 0.8460\n",
            "auc_pr_train: 0.7264\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8477\n",
            "auc_pr_val: 0.7311\n",
            "time: 1.7970s\n",
            "Epoch: 0189\n",
            "Model training :\n",
            "loss_train: 0.7549\n",
            "acc_train: 0.8765\n",
            "auc_roc_train: 0.8468\n",
            "auc_pr_train: 0.7279\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8477\n",
            "auc_pr_val: 0.7311\n",
            "time: 1.8678s\n",
            "Epoch: 0190\n",
            "Model training :\n",
            "loss_train: 0.7555\n",
            "acc_train: 0.8770\n",
            "auc_roc_train: 0.8459\n",
            "auc_pr_train: 0.7293\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8461\n",
            "auc_pr_val: 0.7299\n",
            "time: 1.8759s\n",
            "Epoch: 0191\n",
            "Model training :\n",
            "loss_train: 0.7594\n",
            "acc_train: 0.8794\n",
            "auc_roc_train: 0.8475\n",
            "auc_pr_train: 0.7349\n",
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            "acc_val: 0.8763\n",
            "auc_roc_val: 0.8461\n",
            "auc_pr_val: 0.7299\n",
            "time: 2.3328s\n",
            "Epoch: 0192\n",
            "Model training :\n",
            "loss_train: 0.7616\n",
            "acc_train: 0.8774\n",
            "auc_roc_train: 0.8462\n",
            "auc_pr_train: 0.7304\n",
            "Model validation :\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8472\n",
            "auc_pr_val: 0.7313\n",
            "time: 1.8733s\n",
            "Epoch: 0193\n",
            "Model training :\n",
            "loss_train: 0.7570\n",
            "acc_train: 0.8792\n",
            "auc_roc_train: 0.8493\n",
            "auc_pr_train: 0.7338\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8472\n",
            "auc_pr_val: 0.7313\n",
            "time: 1.7222s\n",
            "Epoch: 0194\n",
            "Model training :\n",
            "loss_train: 0.7554\n",
            "acc_train: 0.8787\n",
            "auc_roc_train: 0.8484\n",
            "auc_pr_train: 0.7327\n",
            "Model validation :\n",
            "loss_val: 0.7506\n",
            "acc_val: 0.8777\n",
            "auc_roc_val: 0.8483\n",
            "auc_pr_val: 0.7327\n",
            "time: 1.8746s\n",
            "Epoch: 0195\n",
            "Model training :\n",
            "loss_train: 0.7543\n",
            "acc_train: 0.8770\n",
            "auc_roc_train: 0.8469\n",
            "auc_pr_train: 0.7290\n",
            "Model validation :\n",
            "loss_val: 0.7501\n",
            "acc_val: 0.8785\n",
            "auc_roc_val: 0.8494\n",
            "auc_pr_val: 0.7341\n",
            "time: 1.7279s\n",
            "Epoch: 0196\n",
            "Model training :\n",
            "loss_train: 0.7538\n",
            "acc_train: 0.8774\n",
            "auc_roc_train: 0.8474\n",
            "auc_pr_train: 0.7299\n",
            "Model validation :\n",
            "loss_val: 0.7495\n",
            "acc_val: 0.8785\n",
            "auc_roc_val: 0.8494\n",
            "auc_pr_val: 0.7341\n",
            "time: 1.7323s\n",
            "Epoch: 0197\n",
            "Model training :\n",
            "loss_train: 0.7525\n",
            "acc_train: 0.8788\n",
            "auc_roc_train: 0.8489\n",
            "auc_pr_train: 0.7328\n",
            "Model validation :\n",
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            "acc_val: 0.8785\n",
            "auc_roc_val: 0.8494\n",
            "auc_pr_val: 0.7341\n",
            "time: 2.0049s\n",
            "Epoch: 0198\n",
            "Model training :\n",
            "loss_train: 0.7514\n",
            "acc_train: 0.8796\n",
            "auc_roc_train: 0.8493\n",
            "auc_pr_train: 0.7347\n",
            "Model validation :\n",
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            "acc_val: 0.8770\n",
            "auc_roc_val: 0.8472\n",
            "auc_pr_val: 0.7313\n",
            "time: 2.4552s\n",
            "Epoch: 0199\n",
            "Model training :\n",
            "loss_train: 0.7462\n",
            "acc_train: 0.8796\n",
            "auc_roc_train: 0.8500\n",
            "auc_pr_train: 0.7344\n",
            "Model validation :\n",
            "loss_val: 0.7468\n",
            "acc_val: 0.8785\n",
            "auc_roc_val: 0.8483\n",
            "auc_pr_val: 0.7345\n",
            "time: 1.6983s\n",
            "Epoch: 0200\n",
            "Model training :\n",
            "loss_train: 0.7513\n",
            "acc_train: 0.8791\n",
            "auc_roc_train: 0.8483\n",
            "auc_pr_train: 0.7337\n",
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            "acc_val: 0.8792\n",
            "auc_roc_val: 0.8489\n",
            "auc_pr_val: 0.7362\n",
            "time: 1.7808s\n",
            "Epoch: 0201\n",
            "Model training :\n",
            "loss_train: 0.7435\n",
            "acc_train: 0.8822\n",
            "auc_roc_train: 0.8517\n",
            "auc_pr_train: 0.7402\n",
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            "loss_val: 0.7449\n",
            "acc_val: 0.8807\n",
            "auc_roc_val: 0.8500\n",
            "auc_pr_val: 0.7395\n",
            "time: 1.9149s\n",
            "Epoch: 0202\n",
            "Model training :\n",
            "loss_train: 0.7556\n",
            "acc_train: 0.8794\n",
            "auc_roc_train: 0.8473\n",
            "auc_pr_train: 0.7350\n",
            "Model validation :\n",
            "loss_val: 0.7443\n",
            "acc_val: 0.8799\n",
            "auc_roc_val: 0.8494\n",
            "auc_pr_val: 0.7378\n",
            "time: 1.9137s\n",
            "Epoch: 0203\n",
            "Model training :\n",
            "loss_train: 0.7470\n",
            "acc_train: 0.8828\n",
            "auc_roc_train: 0.8520\n",
            "auc_pr_train: 0.7418\n",
            "Model validation :\n",
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            "acc_val: 0.8799\n",
            "auc_roc_val: 0.8494\n",
            "auc_pr_val: 0.7378\n",
            "time: 1.7638s\n",
            "Epoch: 0204\n",
            "Model training :\n",
            "loss_train: 0.7494\n",
            "acc_train: 0.8806\n",
            "auc_roc_train: 0.8498\n",
            "auc_pr_train: 0.7370\n",
            "Model validation :\n",
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            "acc_val: 0.8792\n",
            "auc_roc_val: 0.8494\n",
            "auc_pr_val: 0.7359\n",
            "time: 2.1826s\n",
            "Epoch: 0205\n",
            "Model training :\n",
            "loss_train: 0.7457\n",
            "acc_train: 0.8794\n",
            "auc_roc_train: 0.8501\n",
            "auc_pr_train: 0.7339\n",
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            "acc_val: 0.8777\n",
            "auc_roc_val: 0.8488\n",
            "auc_pr_val: 0.7325\n",
            "time: 2.1155s\n",
            "Epoch: 0206\n",
            "Model training :\n",
            "loss_train: 0.7471\n",
            "acc_train: 0.8776\n",
            "auc_roc_train: 0.8480\n",
            "auc_pr_train: 0.7302\n",
            "Model validation :\n",
            "loss_val: 0.7442\n",
            "acc_val: 0.8777\n",
            "auc_roc_val: 0.8488\n",
            "auc_pr_val: 0.7325\n",
            "time: 1.7053s\n",
            "Epoch: 0207\n",
            "Model training :\n",
            "loss_train: 0.7420\n",
            "acc_train: 0.8793\n",
            "auc_roc_train: 0.8505\n",
            "auc_pr_train: 0.7336\n",
            "Model validation :\n",
            "loss_val: 0.7434\n",
            "acc_val: 0.8785\n",
            "auc_roc_val: 0.8494\n",
            "auc_pr_val: 0.7341\n",
            "time: 1.9457s\n",
            "Epoch: 0208\n",
            "Model training :\n",
            "loss_train: 0.7494\n",
            "acc_train: 0.8800\n",
            "auc_roc_train: 0.8507\n",
            "auc_pr_train: 0.7351\n",
            "Model validation :\n",
            "loss_val: 0.7423\n",
            "acc_val: 0.8807\n",
            "auc_roc_val: 0.8505\n",
            "auc_pr_val: 0.7392\n",
            "time: 2.6533s\n",
            "Epoch: 0209\n",
            "Model training :\n",
            "loss_train: 0.7464\n",
            "acc_train: 0.8771\n",
            "auc_roc_train: 0.8474\n",
            "auc_pr_train: 0.7292\n",
            "Model validation :\n",
            "loss_val: 0.7414\n",
            "acc_val: 0.8799\n",
            "auc_roc_val: 0.8494\n",
            "auc_pr_val: 0.7378\n",
            "time: 1.9885s\n",
            "Epoch: 0210\n",
            "Model training :\n",
            "loss_train: 0.7487\n",
            "acc_train: 0.8800\n",
            "auc_roc_train: 0.8491\n",
            "auc_pr_train: 0.7357\n",
            "Model validation :\n",
            "loss_val: 0.7409\n",
            "acc_val: 0.8807\n",
            "auc_roc_val: 0.8500\n",
            "auc_pr_val: 0.7395\n",
            "time: 2.3861s\n",
            "Epoch: 0211\n",
            "Model training :\n",
            "loss_train: 0.7473\n",
            "acc_train: 0.8828\n",
            "auc_roc_train: 0.8515\n",
            "auc_pr_train: 0.7420\n",
            "Model validation :\n",
            "loss_val: 0.7406\n",
            "acc_val: 0.8799\n",
            "auc_roc_val: 0.8489\n",
            "auc_pr_val: 0.7380\n",
            "time: 2.1276s\n",
            "Epoch: 0212\n",
            "Model training :\n",
            "loss_train: 0.7444\n",
            "acc_train: 0.8814\n",
            "auc_roc_train: 0.8495\n",
            "auc_pr_train: 0.7393\n",
            "Model validation :\n",
            "loss_val: 0.7404\n",
            "acc_val: 0.8799\n",
            "auc_roc_val: 0.8489\n",
            "auc_pr_val: 0.7380\n",
            "time: 1.8579s\n",
            "Epoch: 0213\n",
            "Model training :\n",
            "loss_train: 0.7531\n",
            "acc_train: 0.8837\n",
            "auc_roc_train: 0.8521\n",
            "auc_pr_train: 0.7441\n",
            "Model validation :\n",
            "loss_val: 0.7402\n",
            "acc_val: 0.8807\n",
            "auc_roc_val: 0.8500\n",
            "auc_pr_val: 0.7395\n",
            "time: 1.7259s\n",
            "Epoch: 0214\n",
            "Model training :\n",
            "loss_train: 0.7380\n",
            "acc_train: 0.8810\n",
            "auc_roc_train: 0.8511\n",
            "auc_pr_train: 0.7374\n",
            "Model validation :\n",
            "loss_val: 0.7402\n",
            "acc_val: 0.8814\n",
            "auc_roc_val: 0.8516\n",
            "auc_pr_val: 0.7406\n",
            "time: 1.6968s\n",
            "Epoch: 0215\n",
            "Model training :\n",
            "loss_train: 0.7421\n",
            "acc_train: 0.8812\n",
            "auc_roc_train: 0.8511\n",
            "auc_pr_train: 0.7379\n",
            "Model validation :\n",
            "loss_val: 0.7402\n",
            "acc_val: 0.8799\n",
            "auc_roc_val: 0.8505\n",
            "auc_pr_val: 0.7374\n",
            "time: 1.6795s\n",
            "Epoch: 0216\n",
            "Model training :\n",
            "loss_train: 0.7399\n",
            "acc_train: 0.8823\n",
            "auc_roc_train: 0.8528\n",
            "auc_pr_train: 0.7403\n",
            "Model validation :\n",
            "loss_val: 0.7396\n",
            "acc_val: 0.8807\n",
            "auc_roc_val: 0.8516\n",
            "auc_pr_val: 0.7388\n",
            "time: 1.7604s\n",
            "Epoch: 0217\n",
            "Model training :\n",
            "loss_train: 0.7392\n",
            "acc_train: 0.8821\n",
            "auc_roc_train: 0.8526\n",
            "auc_pr_train: 0.7397\n",
            "Model validation :\n",
            "loss_val: 0.7386\n",
            "acc_val: 0.8821\n",
            "auc_roc_val: 0.8532\n",
            "auc_pr_val: 0.7418\n",
            "time: 2.3870s\n",
            "Epoch: 0218\n",
            "Model training :\n",
            "loss_train: 0.7433\n",
            "acc_train: 0.8813\n",
            "auc_roc_train: 0.8522\n",
            "auc_pr_train: 0.7380\n",
            "Model validation :\n",
            "loss_val: 0.7376\n",
            "acc_val: 0.8821\n",
            "auc_roc_val: 0.8527\n",
            "auc_pr_val: 0.7421\n",
            "time: 2.0562s\n",
            "Epoch: 0219\n",
            "Model training :\n",
            "loss_train: 0.7430\n",
            "acc_train: 0.8821\n",
            "auc_roc_train: 0.8517\n",
            "auc_pr_train: 0.7400\n",
            "Model validation :\n",
            "loss_val: 0.7366\n",
            "acc_val: 0.8814\n",
            "auc_roc_val: 0.8516\n",
            "auc_pr_val: 0.7406\n",
            "time: 1.8630s\n",
            "Epoch: 0220\n",
            "Model training :\n",
            "loss_train: 0.7390\n",
            "acc_train: 0.8810\n",
            "auc_roc_train: 0.8508\n",
            "auc_pr_train: 0.7376\n",
            "Model validation :\n",
            "loss_val: 0.7354\n",
            "acc_val: 0.8807\n",
            "auc_roc_val: 0.8505\n",
            "auc_pr_val: 0.7392\n",
            "time: 1.6756s\n",
            "Epoch: 0221\n",
            "Model training :\n",
            "loss_train: 0.7421\n",
            "acc_train: 0.8828\n",
            "auc_roc_train: 0.8520\n",
            "auc_pr_train: 0.7418\n",
            "Model validation :\n",
            "loss_val: 0.7344\n",
            "acc_val: 0.8814\n",
            "auc_roc_val: 0.8510\n",
            "auc_pr_val: 0.7409\n",
            "time: 1.9968s\n",
            "Epoch: 0222\n",
            "Model training :\n",
            "loss_train: 0.7472\n",
            "acc_train: 0.8820\n",
            "auc_roc_train: 0.8522\n",
            "auc_pr_train: 0.7396\n",
            "Model validation :\n",
            "loss_val: 0.7336\n",
            "acc_val: 0.8814\n",
            "auc_roc_val: 0.8510\n",
            "auc_pr_val: 0.7409\n",
            "time: 1.6601s\n",
            "Epoch: 0223\n",
            "Model training :\n",
            "loss_train: 0.7385\n",
            "acc_train: 0.8832\n",
            "auc_roc_train: 0.8528\n",
            "auc_pr_train: 0.7426\n",
            "Model validation :\n",
            "loss_val: 0.7330\n",
            "acc_val: 0.8821\n",
            "auc_roc_val: 0.8521\n",
            "auc_pr_val: 0.7423\n",
            "time: 1.9423s\n",
            "Epoch: 0224\n",
            "Model training :\n",
            "loss_train: 0.7388\n",
            "acc_train: 0.8816\n",
            "auc_roc_train: 0.8515\n",
            "auc_pr_train: 0.7389\n",
            "Model validation :\n",
            "loss_val: 0.7325\n",
            "acc_val: 0.8836\n",
            "auc_roc_val: 0.8538\n",
            "auc_pr_val: 0.7454\n",
            "time: 2.4479s\n",
            "Epoch: 0225\n",
            "Model training :\n",
            "loss_train: 0.7398\n",
            "acc_train: 0.8828\n",
            "auc_roc_train: 0.8519\n",
            "auc_pr_train: 0.7418\n",
            "Model validation :\n",
            "loss_val: 0.7320\n",
            "acc_val: 0.8843\n",
            "auc_roc_val: 0.8549\n",
            "auc_pr_val: 0.7468\n",
            "time: 1.8431s\n",
            "Epoch: 0226\n",
            "Model training :\n",
            "loss_train: 0.7337\n",
            "acc_train: 0.8847\n",
            "auc_roc_train: 0.8546\n",
            "auc_pr_train: 0.7456\n",
            "Model validation :\n",
            "loss_val: 0.7315\n",
            "acc_val: 0.8836\n",
            "auc_roc_val: 0.8543\n",
            "auc_pr_val: 0.7451\n",
            "time: 1.8580s\n",
            "Epoch: 0227\n",
            "Model training :\n",
            "loss_train: 0.7404\n",
            "acc_train: 0.8813\n",
            "auc_roc_train: 0.8515\n",
            "auc_pr_train: 0.7382\n",
            "Model validation :\n",
            "loss_val: 0.7308\n",
            "acc_val: 0.8851\n",
            "auc_roc_val: 0.8565\n",
            "auc_pr_val: 0.7480\n",
            "time: 1.7722s\n",
            "Epoch: 0228\n",
            "Model training :\n",
            "loss_train: 0.7362\n",
            "acc_train: 0.8853\n",
            "auc_roc_train: 0.8550\n",
            "auc_pr_train: 0.7469\n",
            "Model validation :\n",
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            "acc_val: 0.8858\n",
            "auc_roc_val: 0.8576\n",
            "auc_pr_val: 0.7494\n",
            "time: 1.7036s\n",
            "Epoch: 0229\n",
            "Model training :\n",
            "loss_train: 0.7337\n",
            "acc_train: 0.8829\n",
            "auc_roc_train: 0.8536\n",
            "auc_pr_train: 0.7413\n",
            "Model validation :\n",
            "loss_val: 0.7289\n",
            "acc_val: 0.8858\n",
            "auc_roc_val: 0.8571\n",
            "auc_pr_val: 0.7496\n",
            "time: 1.8472s\n",
            "Epoch: 0230\n",
            "Model training :\n",
            "loss_train: 0.7332\n",
            "acc_train: 0.8873\n",
            "auc_roc_train: 0.8573\n",
            "auc_pr_train: 0.7512\n",
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            "acc_val: 0.8843\n",
            "auc_roc_val: 0.8554\n",
            "auc_pr_val: 0.7465\n",
            "time: 1.8945s\n",
            "Epoch: 0231\n",
            "Model training :\n",
            "loss_train: 0.7422\n",
            "acc_train: 0.8819\n",
            "auc_roc_train: 0.8519\n",
            "auc_pr_train: 0.7395\n",
            "Model validation :\n",
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            "acc_val: 0.8836\n",
            "auc_roc_val: 0.8543\n",
            "auc_pr_val: 0.7451\n",
            "time: 2.5865s\n",
            "Epoch: 0232\n",
            "Model training :\n",
            "loss_train: 0.7355\n",
            "acc_train: 0.8834\n",
            "auc_roc_train: 0.8539\n",
            "auc_pr_train: 0.7426\n",
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            "acc_val: 0.8836\n",
            "auc_roc_val: 0.8543\n",
            "auc_pr_val: 0.7451\n",
            "time: 1.9074s\n",
            "Epoch: 0233\n",
            "Model training :\n",
            "loss_train: 0.7335\n",
            "acc_train: 0.8828\n",
            "auc_roc_train: 0.8530\n",
            "auc_pr_train: 0.7413\n",
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            "acc_val: 0.8836\n",
            "auc_roc_val: 0.8549\n",
            "auc_pr_val: 0.7449\n",
            "time: 1.6730s\n",
            "Epoch: 0234\n",
            "Model training :\n",
            "loss_train: 0.7371\n",
            "acc_train: 0.8828\n",
            "auc_roc_train: 0.8527\n",
            "auc_pr_train: 0.7415\n",
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            "acc_val: 0.8836\n",
            "auc_roc_val: 0.8554\n",
            "auc_pr_val: 0.7447\n",
            "time: 2.0569s\n",
            "Epoch: 0235\n",
            "Model training :\n",
            "loss_train: 0.7335\n",
            "acc_train: 0.8829\n",
            "auc_roc_train: 0.8535\n",
            "auc_pr_train: 0.7414\n",
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            "acc_val: 0.8843\n",
            "auc_roc_val: 0.8565\n",
            "auc_pr_val: 0.7461\n",
            "time: 1.8679s\n",
            "Epoch: 0236\n",
            "Model training :\n",
            "loss_train: 0.7347\n",
            "acc_train: 0.8807\n",
            "auc_roc_train: 0.8509\n",
            "auc_pr_train: 0.7369\n",
            "Model validation :\n",
            "loss_val: 0.7233\n",
            "acc_val: 0.8843\n",
            "auc_roc_val: 0.8565\n",
            "auc_pr_val: 0.7461\n",
            "time: 1.6707s\n",
            "Epoch: 0237\n",
            "Model training :\n",
            "loss_train: 0.7297\n",
            "acc_train: 0.8822\n",
            "auc_roc_train: 0.8539\n",
            "auc_pr_train: 0.7396\n",
            "Model validation :\n",
            "loss_val: 0.7230\n",
            "acc_val: 0.8851\n",
            "auc_roc_val: 0.8576\n",
            "auc_pr_val: 0.7475\n",
            "time: 2.2469s\n",
            "Epoch: 0238\n",
            "Model training :\n",
            "loss_train: 0.7347\n",
            "acc_train: 0.8814\n",
            "auc_roc_train: 0.8515\n",
            "auc_pr_train: 0.7384\n",
            "Model validation :\n",
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            "acc_val: 0.8851\n",
            "auc_roc_val: 0.8571\n",
            "auc_pr_val: 0.7477\n",
            "time: 2.1544s\n",
            "Epoch: 0239\n",
            "Model training :\n",
            "loss_train: 0.7373\n",
            "acc_train: 0.8850\n",
            "auc_roc_train: 0.8546\n",
            "auc_pr_train: 0.7464\n",
            "Model validation :\n",
            "loss_val: 0.7226\n",
            "acc_val: 0.8851\n",
            "auc_roc_val: 0.8571\n",
            "auc_pr_val: 0.7477\n",
            "time: 1.8436s\n",
            "Epoch: 0240\n",
            "Model training :\n",
            "loss_train: 0.7277\n",
            "acc_train: 0.8832\n",
            "auc_roc_train: 0.8530\n",
            "auc_pr_train: 0.7425\n",
            "Model validation :\n",
            "loss_val: 0.7224\n",
            "acc_val: 0.8851\n",
            "auc_roc_val: 0.8565\n",
            "auc_pr_val: 0.7480\n",
            "time: 1.7632s\n",
            "Epoch: 0241\n",
            "Model training :\n",
            "loss_train: 0.7319\n",
            "acc_train: 0.8818\n",
            "auc_roc_train: 0.8519\n",
            "auc_pr_train: 0.7392\n",
            "Model validation :\n",
            "loss_val: 0.7222\n",
            "acc_val: 0.8836\n",
            "auc_roc_val: 0.8543\n",
            "auc_pr_val: 0.7451\n",
            "time: 1.7485s\n",
            "Epoch: 0242\n",
            "Model training :\n",
            "loss_train: 0.7315\n",
            "acc_train: 0.8861\n",
            "auc_roc_train: 0.8545\n",
            "auc_pr_train: 0.7493\n",
            "Model validation :\n",
            "loss_val: 0.7222\n",
            "acc_val: 0.8836\n",
            "auc_roc_val: 0.8543\n",
            "auc_pr_val: 0.7451\n",
            "time: 1.6985s\n",
            "Epoch: 0243\n",
            "Model training :\n",
            "loss_train: 0.7290\n",
            "acc_train: 0.8853\n",
            "auc_roc_train: 0.8554\n",
            "auc_pr_train: 0.7469\n",
            "Model validation :\n",
            "loss_val: 0.7220\n",
            "acc_val: 0.8836\n",
            "auc_roc_val: 0.8543\n",
            "auc_pr_val: 0.7451\n",
            "time: 1.8969s\n",
            "Epoch: 0244\n",
            "Model training :\n",
            "loss_train: 0.7243\n",
            "acc_train: 0.8870\n",
            "auc_roc_train: 0.8563\n",
            "auc_pr_train: 0.7509\n",
            "Model validation :\n",
            "loss_val: 0.7216\n",
            "acc_val: 0.8843\n",
            "auc_roc_val: 0.8554\n",
            "auc_pr_val: 0.7465\n",
            "time: 2.3358s\n",
            "Epoch: 0245\n",
            "Model training :\n",
            "loss_train: 0.7327\n",
            "acc_train: 0.8872\n",
            "auc_roc_train: 0.8574\n",
            "auc_pr_train: 0.7509\n",
            "Model validation :\n",
            "loss_val: 0.7213\n",
            "acc_val: 0.8843\n",
            "auc_roc_val: 0.8554\n",
            "auc_pr_val: 0.7465\n",
            "time: 2.0794s\n",
            "Epoch: 0246\n",
            "Model training :\n",
            "loss_train: 0.7255\n",
            "acc_train: 0.8833\n",
            "auc_roc_train: 0.8532\n",
            "auc_pr_train: 0.7427\n",
            "Model validation :\n",
            "loss_val: 0.7208\n",
            "acc_val: 0.8851\n",
            "auc_roc_val: 0.8565\n",
            "auc_pr_val: 0.7480\n",
            "time: 1.9378s\n",
            "Epoch: 0247\n",
            "Model training :\n",
            "loss_train: 0.7211\n",
            "acc_train: 0.8855\n",
            "auc_roc_train: 0.8571\n",
            "auc_pr_train: 0.7467\n",
            "Model validation :\n",
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            "acc_val: 0.8858\n",
            "auc_roc_val: 0.8571\n",
            "auc_pr_val: 0.7496\n",
            "time: 1.8266s\n",
            "Epoch: 0248\n",
            "Model training :\n",
            "loss_train: 0.7308\n",
            "acc_train: 0.8844\n",
            "auc_roc_train: 0.8552\n",
            "auc_pr_train: 0.7447\n",
            "Model validation :\n",
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            "acc_val: 0.8865\n",
            "auc_roc_val: 0.8582\n",
            "auc_pr_val: 0.7511\n",
            "time: 1.6381s\n",
            "Epoch: 0249\n",
            "Model training :\n",
            "loss_train: 0.7255\n",
            "acc_train: 0.8875\n",
            "auc_roc_train: 0.8572\n",
            "auc_pr_train: 0.7519\n",
            "Model validation :\n",
            "loss_val: 0.7190\n",
            "acc_val: 0.8865\n",
            "auc_roc_val: 0.8582\n",
            "auc_pr_val: 0.7511\n",
            "time: 1.8888s\n",
            "Epoch: 0250\n",
            "Model training :\n",
            "loss_train: 0.7271\n",
            "acc_train: 0.8861\n",
            "auc_roc_train: 0.8566\n",
            "auc_pr_train: 0.7483\n",
            "Model validation :\n",
            "loss_val: 0.7185\n",
            "acc_val: 0.8865\n",
            "auc_roc_val: 0.8582\n",
            "auc_pr_val: 0.7511\n",
            "time: 1.7762s\n",
            "Epoch: 0251\n",
            "Model training :\n",
            "loss_train: 0.7221\n",
            "acc_train: 0.8853\n",
            "auc_roc_train: 0.8554\n",
            "auc_pr_train: 0.7469\n",
            "Model validation :\n",
            "loss_val: 0.7176\n",
            "acc_val: 0.8865\n",
            "auc_roc_val: 0.8576\n",
            "auc_pr_val: 0.7513\n",
            "time: 2.5796s\n",
            "Epoch: 0252\n",
            "Model training :\n",
            "loss_train: 0.7236\n",
            "acc_train: 0.8883\n",
            "auc_roc_train: 0.8580\n",
            "auc_pr_train: 0.7535\n",
            "Model validation :\n",
            "loss_val: 0.7168\n",
            "acc_val: 0.8865\n",
            "auc_roc_val: 0.8576\n",
            "auc_pr_val: 0.7513\n",
            "time: 1.7139s\n",
            "Epoch: 0253\n",
            "Model training :\n",
            "loss_train: 0.7253\n",
            "acc_train: 0.8871\n",
            "auc_roc_train: 0.8563\n",
            "auc_pr_train: 0.7512\n",
            "Model validation :\n",
            "loss_val: 0.7160\n",
            "acc_val: 0.8880\n",
            "auc_roc_val: 0.8593\n",
            "auc_pr_val: 0.7544\n",
            "time: 1.9478s\n",
            "Epoch: 0254\n",
            "Model training :\n",
            "loss_train: 0.7200\n",
            "acc_train: 0.8870\n",
            "auc_roc_train: 0.8570\n",
            "auc_pr_train: 0.7506\n",
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            "acc_val: 0.8880\n",
            "auc_roc_val: 0.8593\n",
            "auc_pr_val: 0.7544\n",
            "time: 1.8512s\n",
            "Epoch: 0255\n",
            "Model training :\n",
            "loss_train: 0.7204\n",
            "acc_train: 0.8889\n",
            "auc_roc_train: 0.8586\n",
            "auc_pr_train: 0.7550\n",
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            "acc_val: 0.8880\n",
            "auc_roc_val: 0.8593\n",
            "auc_pr_val: 0.7544\n",
            "time: 1.7352s\n",
            "Epoch: 0256\n",
            "Model training :\n",
            "loss_train: 0.7267\n",
            "acc_train: 0.8864\n",
            "auc_roc_train: 0.8573\n",
            "auc_pr_train: 0.7490\n",
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            "loss_val: 0.7145\n",
            "acc_val: 0.8873\n",
            "auc_roc_val: 0.8587\n",
            "auc_pr_val: 0.7527\n",
            "time: 1.8997s\n",
            "Epoch: 0257\n",
            "Model training :\n",
            "loss_train: 0.7311\n",
            "acc_train: 0.8876\n",
            "auc_roc_train: 0.8567\n",
            "auc_pr_train: 0.7524\n",
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            "acc_val: 0.8873\n",
            "auc_roc_val: 0.8587\n",
            "auc_pr_val: 0.7527\n",
            "time: 2.0523s\n",
            "Epoch: 0258\n",
            "Model training :\n",
            "loss_train: 0.7208\n",
            "acc_train: 0.8882\n",
            "auc_roc_train: 0.8587\n",
            "auc_pr_train: 0.7529\n",
            "Model validation :\n",
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            "acc_val: 0.8880\n",
            "auc_roc_val: 0.8598\n",
            "auc_pr_val: 0.7542\n",
            "time: 2.2185s\n",
            "Epoch: 0259\n",
            "Model training :\n",
            "loss_train: 0.7209\n",
            "acc_train: 0.8864\n",
            "auc_roc_train: 0.8574\n",
            "auc_pr_train: 0.7490\n",
            "Model validation :\n",
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            "acc_val: 0.8887\n",
            "auc_roc_val: 0.8609\n",
            "auc_pr_val: 0.7556\n",
            "time: 1.8899s\n",
            "Epoch: 0260\n",
            "Model training :\n",
            "loss_train: 0.7196\n",
            "acc_train: 0.8853\n",
            "auc_roc_train: 0.8559\n",
            "auc_pr_train: 0.7465\n",
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            "loss_val: 0.7137\n",
            "acc_val: 0.8887\n",
            "auc_roc_val: 0.8609\n",
            "auc_pr_val: 0.7556\n",
            "time: 1.8209s\n",
            "Epoch: 0261\n",
            "Model training :\n",
            "loss_train: 0.7258\n",
            "acc_train: 0.8875\n",
            "auc_roc_train: 0.8578\n",
            "auc_pr_train: 0.7516\n",
            "Model validation :\n",
            "loss_val: 0.7132\n",
            "acc_val: 0.8895\n",
            "auc_roc_val: 0.8614\n",
            "auc_pr_val: 0.7573\n",
            "time: 1.8741s\n",
            "Epoch: 0262\n",
            "Model training :\n",
            "loss_train: 0.7213\n",
            "acc_train: 0.8890\n",
            "auc_roc_train: 0.8594\n",
            "auc_pr_train: 0.7548\n",
            "Model validation :\n",
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            "acc_val: 0.8895\n",
            "auc_roc_val: 0.8614\n",
            "auc_pr_val: 0.7573\n",
            "time: 1.9077s\n",
            "Epoch: 0263\n",
            "Model training :\n",
            "loss_train: 0.7224\n",
            "acc_train: 0.8884\n",
            "auc_roc_train: 0.8583\n",
            "auc_pr_train: 0.7536\n",
            "Model validation :\n",
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            "acc_val: 0.8887\n",
            "auc_roc_val: 0.8604\n",
            "auc_pr_val: 0.7558\n",
            "time: 1.6985s\n",
            "Epoch: 0264\n",
            "Model training :\n",
            "loss_train: 0.7165\n",
            "acc_train: 0.8886\n",
            "auc_roc_train: 0.8590\n",
            "auc_pr_train: 0.7540\n",
            "Model validation :\n",
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            "acc_val: 0.8895\n",
            "auc_roc_val: 0.8614\n",
            "auc_pr_val: 0.7573\n",
            "time: 2.2723s\n",
            "Epoch: 0265\n",
            "Model training :\n",
            "loss_train: 0.7261\n",
            "acc_train: 0.8852\n",
            "auc_roc_train: 0.8549\n",
            "auc_pr_train: 0.7467\n",
            "Model validation :\n",
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            "acc_val: 0.8895\n",
            "auc_roc_val: 0.8614\n",
            "auc_pr_val: 0.7573\n",
            "time: 2.0654s\n",
            "Epoch: 0266\n",
            "Model training :\n",
            "loss_train: 0.7235\n",
            "acc_train: 0.8852\n",
            "auc_roc_train: 0.8550\n",
            "auc_pr_train: 0.7467\n",
            "Model validation :\n",
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            "acc_val: 0.8895\n",
            "auc_roc_val: 0.8614\n",
            "auc_pr_val: 0.7573\n",
            "time: 1.7626s\n",
            "Epoch: 0267\n",
            "Model training :\n",
            "loss_train: 0.7197\n",
            "acc_train: 0.8875\n",
            "auc_roc_train: 0.8577\n",
            "auc_pr_train: 0.7517\n",
            "Model validation :\n",
            "loss_val: 0.7088\n",
            "acc_val: 0.8895\n",
            "auc_roc_val: 0.8614\n",
            "auc_pr_val: 0.7573\n",
            "time: 1.8762s\n",
            "Epoch: 0268\n",
            "Model training :\n",
            "loss_train: 0.7245\n",
            "acc_train: 0.8861\n",
            "auc_roc_train: 0.8561\n",
            "auc_pr_train: 0.7486\n",
            "Model validation :\n",
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            "acc_val: 0.8895\n",
            "auc_roc_val: 0.8614\n",
            "auc_pr_val: 0.7573\n",
            "time: 1.7630s\n",
            "Epoch: 0269\n",
            "Model training :\n",
            "loss_train: 0.7183\n",
            "acc_train: 0.8897\n",
            "auc_roc_train: 0.8607\n",
            "auc_pr_train: 0.7561\n",
            "Model validation :\n",
            "loss_val: 0.7074\n",
            "acc_val: 0.8895\n",
            "auc_roc_val: 0.8620\n",
            "auc_pr_val: 0.7570\n",
            "time: 1.8890s\n",
            "Epoch: 0270\n",
            "Model training :\n",
            "loss_train: 0.7248\n",
            "acc_train: 0.8865\n",
            "auc_roc_train: 0.8575\n",
            "auc_pr_train: 0.7491\n",
            "Model validation :\n",
            "loss_val: 0.7067\n",
            "acc_val: 0.8895\n",
            "auc_roc_val: 0.8620\n",
            "auc_pr_val: 0.7570\n",
            "time: 1.7242s\n",
            "Epoch: 0271\n",
            "Model training :\n",
            "loss_train: 0.7232\n",
            "acc_train: 0.8880\n",
            "auc_roc_train: 0.8586\n",
            "auc_pr_train: 0.7525\n",
            "Model validation :\n",
            "loss_val: 0.7060\n",
            "acc_val: 0.8902\n",
            "auc_roc_val: 0.8631\n",
            "auc_pr_val: 0.7584\n",
            "time: 2.6667s\n",
            "Epoch: 0272\n",
            "Model training :\n",
            "loss_train: 0.7275\n",
            "acc_train: 0.8840\n",
            "auc_roc_train: 0.8553\n",
            "auc_pr_train: 0.7435\n",
            "Model validation :\n",
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            "acc_val: 0.8902\n",
            "auc_roc_val: 0.8625\n",
            "auc_pr_val: 0.7587\n",
            "time: 1.9927s\n",
            "Epoch: 0273\n",
            "Model training :\n",
            "loss_train: 0.7154\n",
            "acc_train: 0.8882\n",
            "auc_roc_train: 0.8588\n",
            "auc_pr_train: 0.7529\n",
            "Model validation :\n",
            "loss_val: 0.7049\n",
            "acc_val: 0.8909\n",
            "auc_roc_val: 0.8631\n",
            "auc_pr_val: 0.7604\n",
            "time: 1.7659s\n",
            "Epoch: 0274\n",
            "Model training :\n",
            "loss_train: 0.7108\n",
            "acc_train: 0.8884\n",
            "auc_roc_train: 0.8598\n",
            "auc_pr_train: 0.7532\n",
            "Model validation :\n",
            "loss_val: 0.7043\n",
            "acc_val: 0.8902\n",
            "auc_roc_val: 0.8620\n",
            "auc_pr_val: 0.7590\n",
            "time: 1.8599s\n",
            "Epoch: 0275\n",
            "Model training :\n",
            "loss_train: 0.7195\n",
            "acc_train: 0.8884\n",
            "auc_roc_train: 0.8588\n",
            "auc_pr_train: 0.7534\n",
            "Model validation :\n",
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            "acc_val: 0.8909\n",
            "auc_roc_val: 0.8626\n",
            "auc_pr_val: 0.7607\n",
            "time: 1.6786s\n",
            "Epoch: 0276\n",
            "Model training :\n",
            "loss_train: 0.7112\n",
            "acc_train: 0.8909\n",
            "auc_roc_train: 0.8606\n",
            "auc_pr_train: 0.7594\n",
            "Model validation :\n",
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            "acc_val: 0.8909\n",
            "auc_roc_val: 0.8631\n",
            "auc_pr_val: 0.7604\n",
            "time: 1.6946s\n",
            "Epoch: 0277\n",
            "Model training :\n",
            "loss_train: 0.7141\n",
            "acc_train: 0.8884\n",
            "auc_roc_train: 0.8600\n",
            "auc_pr_train: 0.7528\n",
            "Model validation :\n",
            "loss_val: 0.7027\n",
            "acc_val: 0.8909\n",
            "auc_roc_val: 0.8631\n",
            "auc_pr_val: 0.7604\n",
            "time: 2.1317s\n",
            "Epoch: 0278\n",
            "Model training :\n",
            "loss_train: 0.7158\n",
            "acc_train: 0.8876\n",
            "auc_roc_train: 0.8585\n",
            "auc_pr_train: 0.7516\n",
            "Model validation :\n",
            "loss_val: 0.7020\n",
            "acc_val: 0.8909\n",
            "auc_roc_val: 0.8636\n",
            "auc_pr_val: 0.7601\n",
            "time: 2.4089s\n",
            "Epoch: 0279\n",
            "Model training :\n",
            "loss_train: 0.7156\n",
            "acc_train: 0.8878\n",
            "auc_roc_train: 0.8603\n",
            "auc_pr_train: 0.7513\n",
            "Model validation :\n",
            "loss_val: 0.7014\n",
            "acc_val: 0.8902\n",
            "auc_roc_val: 0.8625\n",
            "auc_pr_val: 0.7587\n",
            "time: 1.8736s\n",
            "Epoch: 0280\n",
            "Model training :\n",
            "loss_train: 0.7098\n",
            "acc_train: 0.8879\n",
            "auc_roc_train: 0.8590\n",
            "auc_pr_train: 0.7521\n",
            "Model validation :\n",
            "loss_val: 0.7003\n",
            "acc_val: 0.8909\n",
            "auc_roc_val: 0.8631\n",
            "auc_pr_val: 0.7604\n",
            "time: 1.7245s\n",
            "Epoch: 0281\n",
            "Model training :\n",
            "loss_train: 0.7172\n",
            "acc_train: 0.8881\n",
            "auc_roc_train: 0.8589\n",
            "auc_pr_train: 0.7526\n",
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            "loss_val: 0.6990\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8631\n",
            "auc_pr_val: 0.7624\n",
            "time: 1.7476s\n",
            "Epoch: 0282\n",
            "Model training :\n",
            "loss_train: 0.7082\n",
            "acc_train: 0.8888\n",
            "auc_roc_train: 0.8593\n",
            "auc_pr_train: 0.7543\n",
            "Model validation :\n",
            "loss_val: 0.6979\n",
            "acc_val: 0.8909\n",
            "auc_roc_val: 0.8620\n",
            "auc_pr_val: 0.7609\n",
            "time: 1.9327s\n",
            "Epoch: 0283\n",
            "Model training :\n",
            "loss_train: 0.7108\n",
            "acc_train: 0.8901\n",
            "auc_roc_train: 0.8602\n",
            "auc_pr_train: 0.7574\n",
            "Model validation :\n",
            "loss_val: 0.6970\n",
            "acc_val: 0.8909\n",
            "auc_roc_val: 0.8620\n",
            "auc_pr_val: 0.7609\n",
            "time: 2.3621s\n",
            "Epoch: 0284\n",
            "Model training :\n",
            "loss_train: 0.7126\n",
            "acc_train: 0.8896\n",
            "auc_roc_train: 0.8604\n",
            "auc_pr_train: 0.7561\n",
            "Model validation :\n",
            "loss_val: 0.6963\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8626\n",
            "auc_pr_val: 0.7627\n",
            "time: 2.3280s\n",
            "Epoch: 0285\n",
            "Model training :\n",
            "loss_train: 0.7107\n",
            "acc_train: 0.8907\n",
            "auc_roc_train: 0.8616\n",
            "auc_pr_train: 0.7584\n",
            "Model validation :\n",
            "loss_val: 0.6958\n",
            "acc_val: 0.8902\n",
            "auc_roc_val: 0.8615\n",
            "auc_pr_val: 0.7592\n",
            "time: 2.1872s\n",
            "Epoch: 0286\n",
            "Model training :\n",
            "loss_train: 0.7096\n",
            "acc_train: 0.8908\n",
            "auc_roc_train: 0.8614\n",
            "auc_pr_train: 0.7588\n",
            "Model validation :\n",
            "loss_val: 0.6955\n",
            "acc_val: 0.8902\n",
            "auc_roc_val: 0.8620\n",
            "auc_pr_val: 0.7590\n",
            "time: 1.7778s\n",
            "Epoch: 0287\n",
            "Model training :\n",
            "loss_train: 0.7091\n",
            "acc_train: 0.8886\n",
            "auc_roc_train: 0.8606\n",
            "auc_pr_train: 0.7533\n",
            "Model validation :\n",
            "loss_val: 0.6953\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8642\n",
            "auc_pr_val: 0.7618\n",
            "time: 1.7295s\n",
            "Epoch: 0288\n",
            "Model training :\n",
            "loss_train: 0.7126\n",
            "acc_train: 0.8896\n",
            "auc_roc_train: 0.8615\n",
            "auc_pr_train: 0.7555\n",
            "Model validation :\n",
            "loss_val: 0.6951\n",
            "acc_val: 0.8902\n",
            "auc_roc_val: 0.8620\n",
            "auc_pr_val: 0.7590\n",
            "time: 1.8984s\n",
            "Epoch: 0289\n",
            "Model training :\n",
            "loss_train: 0.7110\n",
            "acc_train: 0.8886\n",
            "auc_roc_train: 0.8605\n",
            "auc_pr_train: 0.7533\n",
            "Model validation :\n",
            "loss_val: 0.6948\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8626\n",
            "auc_pr_val: 0.7627\n",
            "time: 1.7667s\n",
            "Epoch: 0290\n",
            "Model training :\n",
            "loss_train: 0.7126\n",
            "acc_train: 0.8906\n",
            "auc_roc_train: 0.8612\n",
            "auc_pr_train: 0.7584\n",
            "Model validation :\n",
            "loss_val: 0.6947\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8626\n",
            "auc_pr_val: 0.7627\n",
            "time: 1.9984s\n",
            "Epoch: 0291\n",
            "Model training :\n",
            "loss_train: 0.7080\n",
            "acc_train: 0.8926\n",
            "auc_roc_train: 0.8627\n",
            "auc_pr_train: 0.7631\n",
            "Model validation :\n",
            "loss_val: 0.6946\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8626\n",
            "auc_pr_val: 0.7627\n",
            "time: 2.4623s\n",
            "Epoch: 0292\n",
            "Model training :\n",
            "loss_train: 0.7086\n",
            "acc_train: 0.8904\n",
            "auc_roc_train: 0.8602\n",
            "auc_pr_train: 0.7581\n",
            "Model validation :\n",
            "loss_val: 0.6946\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8626\n",
            "auc_pr_val: 0.7627\n",
            "time: 1.8910s\n",
            "Epoch: 0293\n",
            "Model training :\n",
            "loss_train: 0.7083\n",
            "acc_train: 0.8918\n",
            "auc_roc_train: 0.8626\n",
            "auc_pr_train: 0.7609\n",
            "Model validation :\n",
            "loss_val: 0.6944\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8631\n",
            "auc_pr_val: 0.7624\n",
            "time: 1.7540s\n",
            "Epoch: 0294\n",
            "Model training :\n",
            "loss_train: 0.7066\n",
            "acc_train: 0.8906\n",
            "auc_roc_train: 0.8605\n",
            "auc_pr_train: 0.7587\n",
            "Model validation :\n",
            "loss_val: 0.6943\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8636\n",
            "auc_pr_val: 0.7621\n",
            "time: 2.0846s\n",
            "Epoch: 0295\n",
            "Model training :\n",
            "loss_train: 0.7032\n",
            "acc_train: 0.8927\n",
            "auc_roc_train: 0.8634\n",
            "auc_pr_train: 0.7630\n",
            "Model validation :\n",
            "loss_val: 0.6941\n",
            "acc_val: 0.8924\n",
            "auc_roc_val: 0.8647\n",
            "auc_pr_val: 0.7635\n",
            "time: 1.8002s\n",
            "Epoch: 0296\n",
            "Model training :\n",
            "loss_train: 0.7058\n",
            "acc_train: 0.8893\n",
            "auc_roc_train: 0.8609\n",
            "auc_pr_train: 0.7548\n",
            "Model validation :\n",
            "loss_val: 0.6937\n",
            "acc_val: 0.8924\n",
            "auc_roc_val: 0.8647\n",
            "auc_pr_val: 0.7635\n",
            "time: 1.7160s\n",
            "Epoch: 0297\n",
            "Model training :\n",
            "loss_train: 0.7121\n",
            "acc_train: 0.8887\n",
            "auc_roc_train: 0.8600\n",
            "auc_pr_train: 0.7538\n",
            "Model validation :\n",
            "loss_val: 0.6930\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8636\n",
            "auc_pr_val: 0.7621\n",
            "time: 2.1821s\n",
            "Epoch: 0298\n",
            "Model training :\n",
            "loss_train: 0.7106\n",
            "acc_train: 0.8883\n",
            "auc_roc_train: 0.8589\n",
            "auc_pr_train: 0.7531\n",
            "Model validation :\n",
            "loss_val: 0.6923\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8636\n",
            "auc_pr_val: 0.7621\n",
            "time: 2.3023s\n",
            "Epoch: 0299\n",
            "Model training :\n",
            "loss_train: 0.7139\n",
            "acc_train: 0.8906\n",
            "auc_roc_train: 0.8615\n",
            "auc_pr_train: 0.7582\n",
            "Model validation :\n",
            "loss_val: 0.6916\n",
            "acc_val: 0.8924\n",
            "auc_roc_val: 0.8642\n",
            "auc_pr_val: 0.7638\n",
            "time: 1.7080s\n",
            "Epoch: 0300\n",
            "Model training :\n",
            "loss_train: 0.7108\n",
            "acc_train: 0.8908\n",
            "auc_roc_train: 0.8611\n",
            "auc_pr_train: 0.7589\n",
            "Model validation :\n",
            "loss_val: 0.6911\n",
            "acc_val: 0.8924\n",
            "auc_roc_val: 0.8637\n",
            "auc_pr_val: 0.7641\n",
            "time: 1.9302s\n",
            "Epoch: 0301\n",
            "Model training :\n",
            "loss_train: 0.7180\n",
            "acc_train: 0.8918\n",
            "auc_roc_train: 0.8621\n",
            "auc_pr_train: 0.7612\n",
            "Model validation :\n",
            "loss_val: 0.6908\n",
            "acc_val: 0.8917\n",
            "auc_roc_val: 0.8631\n",
            "auc_pr_val: 0.7624\n",
            "time: 1.7588s\n",
            "Epoch: 0302\n",
            "Model training :\n",
            "loss_train: 0.7069\n",
            "acc_train: 0.8932\n",
            "auc_roc_train: 0.8645\n",
            "auc_pr_train: 0.7636\n",
            "Model validation :\n",
            "loss_val: 0.6907\n",
            "acc_val: 0.8924\n",
            "auc_roc_val: 0.8642\n",
            "auc_pr_val: 0.7638\n",
            "time: 1.7078s\n",
            "Epoch: 0303\n",
            "Model training :\n",
            "loss_train: 0.6952\n",
            "acc_train: 0.8922\n",
            "auc_roc_train: 0.8632\n",
            "auc_pr_train: 0.7616\n",
            "Model validation :\n",
            "loss_val: 0.6903\n",
            "acc_val: 0.8931\n",
            "auc_roc_val: 0.8653\n",
            "auc_pr_val: 0.7652\n",
            "time: 1.7898s\n",
            "Epoch: 0304\n",
            "Model training :\n",
            "loss_train: 0.7002\n",
            "acc_train: 0.8913\n",
            "auc_roc_train: 0.8635\n",
            "auc_pr_train: 0.7590\n",
            "Model validation :\n",
            "loss_val: 0.6898\n",
            "acc_val: 0.8931\n",
            "auc_roc_val: 0.8653\n",
            "auc_pr_val: 0.7652\n",
            "time: 2.1634s\n",
            "Epoch: 0305\n",
            "Model training :\n",
            "loss_train: 0.7043\n",
            "acc_train: 0.8902\n",
            "auc_roc_train: 0.8616\n",
            "auc_pr_train: 0.7569\n",
            "Model validation :\n",
            "loss_val: 0.6891\n",
            "acc_val: 0.8931\n",
            "auc_roc_val: 0.8647\n",
            "auc_pr_val: 0.7655\n",
            "time: 2.1863s\n",
            "Epoch: 0306\n",
            "Model training :\n",
            "loss_train: 0.7067\n",
            "acc_train: 0.8913\n",
            "auc_roc_train: 0.8621\n",
            "auc_pr_train: 0.7597\n",
            "Model validation :\n",
            "loss_val: 0.6887\n",
            "acc_val: 0.8931\n",
            "auc_roc_val: 0.8647\n",
            "auc_pr_val: 0.7655\n",
            "time: 1.7653s\n",
            "Epoch: 0307\n",
            "Model training :\n",
            "loss_train: 0.7024\n",
            "acc_train: 0.8918\n",
            "auc_roc_train: 0.8631\n",
            "auc_pr_train: 0.7606\n",
            "Model validation :\n",
            "loss_val: 0.6885\n",
            "acc_val: 0.8946\n",
            "auc_roc_val: 0.8658\n",
            "auc_pr_val: 0.7690\n",
            "time: 1.6763s\n",
            "Epoch: 0308\n",
            "Model training :\n",
            "loss_train: 0.7035\n",
            "acc_train: 0.8914\n",
            "auc_roc_train: 0.8619\n",
            "auc_pr_train: 0.7600\n",
            "Model validation :\n",
            "loss_val: 0.6886\n",
            "acc_val: 0.8946\n",
            "auc_roc_val: 0.8658\n",
            "auc_pr_val: 0.7690\n",
            "time: 1.8030s\n",
            "Epoch: 0309\n",
            "Model training :\n",
            "loss_train: 0.7009\n",
            "acc_train: 0.8937\n",
            "auc_roc_train: 0.8652\n",
            "auc_pr_train: 0.7648\n",
            "Model validation :\n",
            "loss_val: 0.6888\n",
            "acc_val: 0.8939\n",
            "auc_roc_val: 0.8653\n",
            "auc_pr_val: 0.7672\n",
            "time: 1.6757s\n",
            "Epoch: 0310\n",
            "Model training :\n",
            "loss_train: 0.7085\n",
            "acc_train: 0.8920\n",
            "auc_roc_train: 0.8623\n",
            "auc_pr_train: 0.7616\n",
            "Model validation :\n",
            "loss_val: 0.6888\n",
            "acc_val: 0.8946\n",
            "auc_roc_val: 0.8664\n",
            "auc_pr_val: 0.7687\n",
            "time: 1.8860s\n",
            "Epoch: 0311\n",
            "Model training :\n",
            "loss_train: 0.7027\n",
            "acc_train: 0.8926\n",
            "auc_roc_train: 0.8635\n",
            "auc_pr_train: 0.7627\n",
            "Model validation :\n",
            "loss_val: 0.6890\n",
            "acc_val: 0.8946\n",
            "auc_roc_val: 0.8664\n",
            "auc_pr_val: 0.7687\n",
            "time: 2.4015s\n",
            "Epoch: 0312\n",
            "Model training :\n",
            "loss_train: 0.6985\n",
            "acc_train: 0.8925\n",
            "auc_roc_train: 0.8639\n",
            "auc_pr_train: 0.7622\n",
            "Model validation :\n",
            "loss_val: 0.6890\n",
            "acc_val: 0.8953\n",
            "auc_roc_val: 0.8675\n",
            "auc_pr_val: 0.7701\n",
            "time: 2.1878s\n",
            "Epoch: 0313\n",
            "Model training :\n",
            "loss_train: 0.7040\n",
            "acc_train: 0.8915\n",
            "auc_roc_train: 0.8633\n",
            "auc_pr_train: 0.7598\n",
            "Model validation :\n",
            "loss_val: 0.6885\n",
            "acc_val: 0.8953\n",
            "auc_roc_val: 0.8675\n",
            "auc_pr_val: 0.7701\n",
            "time: 1.8807s\n",
            "Epoch: 0314\n",
            "Model training :\n",
            "loss_train: 0.6974\n",
            "acc_train: 0.8938\n",
            "auc_roc_train: 0.8652\n",
            "auc_pr_train: 0.7651\n",
            "Model validation :\n",
            "loss_val: 0.6879\n",
            "acc_val: 0.8953\n",
            "auc_roc_val: 0.8675\n",
            "auc_pr_val: 0.7701\n",
            "time: 1.7862s\n",
            "Epoch: 0315\n",
            "Model training :\n",
            "loss_train: 0.6965\n",
            "acc_train: 0.8927\n",
            "auc_roc_train: 0.8636\n",
            "auc_pr_train: 0.7629\n",
            "Model validation :\n",
            "loss_val: 0.6873\n",
            "acc_val: 0.8960\n",
            "auc_roc_val: 0.8680\n",
            "auc_pr_val: 0.7718\n",
            "time: 1.6794s\n",
            "Epoch: 0316\n",
            "Model training :\n",
            "loss_train: 0.7016\n",
            "acc_train: 0.8932\n",
            "auc_roc_train: 0.8636\n",
            "auc_pr_train: 0.7641\n",
            "Model validation :\n",
            "loss_val: 0.6867\n",
            "acc_val: 0.8960\n",
            "auc_roc_val: 0.8675\n",
            "auc_pr_val: 0.7722\n",
            "time: 1.6851s\n",
            "Epoch: 0317\n",
            "Model training :\n",
            "loss_train: 0.6970\n",
            "acc_train: 0.8945\n",
            "auc_roc_train: 0.8645\n",
            "auc_pr_train: 0.7675\n",
            "Model validation :\n",
            "loss_val: 0.6862\n",
            "acc_val: 0.8960\n",
            "auc_roc_val: 0.8675\n",
            "auc_pr_val: 0.7722\n",
            "time: 2.1337s\n",
            "Epoch: 0318\n",
            "Model training :\n",
            "loss_train: 0.7012\n",
            "acc_train: 0.8942\n",
            "auc_roc_train: 0.8650\n",
            "auc_pr_train: 0.7662\n",
            "Model validation :\n",
            "loss_val: 0.6856\n",
            "acc_val: 0.8953\n",
            "auc_roc_val: 0.8669\n",
            "auc_pr_val: 0.7704\n",
            "time: 2.5775s\n",
            "Epoch: 0319\n",
            "Model training :\n",
            "loss_train: 0.6937\n",
            "acc_train: 0.8941\n",
            "auc_roc_train: 0.8652\n",
            "auc_pr_train: 0.7658\n",
            "Model validation :\n",
            "loss_val: 0.6853\n",
            "acc_val: 0.8953\n",
            "auc_roc_val: 0.8669\n",
            "auc_pr_val: 0.7704\n",
            "time: 1.6706s\n",
            "Epoch: 0320\n",
            "Model training :\n",
            "loss_train: 0.6933\n",
            "acc_train: 0.8934\n",
            "auc_roc_train: 0.8641\n",
            "auc_pr_train: 0.7644\n",
            "Model validation :\n",
            "loss_val: 0.6848\n",
            "acc_val: 0.8953\n",
            "auc_roc_val: 0.8669\n",
            "auc_pr_val: 0.7704\n",
            "time: 1.8991s\n",
            "Epoch: 0321\n",
            "Model training :\n",
            "loss_train: 0.7027\n",
            "acc_train: 0.8922\n",
            "auc_roc_train: 0.8629\n",
            "auc_pr_train: 0.7617\n",
            "Model validation :\n",
            "loss_val: 0.6844\n",
            "acc_val: 0.8953\n",
            "auc_roc_val: 0.8669\n",
            "auc_pr_val: 0.7704\n",
            "time: 1.7023s\n",
            "Epoch: 0322\n",
            "Model training :\n",
            "loss_train: 0.6993\n",
            "acc_train: 0.8945\n",
            "auc_roc_train: 0.8663\n",
            "auc_pr_train: 0.7662\n",
            "Model validation :\n",
            "loss_val: 0.6839\n",
            "acc_val: 0.8960\n",
            "auc_roc_val: 0.8675\n",
            "auc_pr_val: 0.7722\n",
            "time: 1.7502s\n",
            "Epoch: 0323\n",
            "Model training :\n",
            "loss_train: 0.6992\n",
            "acc_train: 0.8944\n",
            "auc_roc_train: 0.8647\n",
            "auc_pr_train: 0.7669\n",
            "Model validation :\n",
            "loss_val: 0.6837\n",
            "acc_val: 0.8953\n",
            "auc_roc_val: 0.8664\n",
            "auc_pr_val: 0.7707\n",
            "time: 1.8925s\n",
            "Epoch: 0324\n",
            "Model training :\n",
            "loss_train: 0.6941\n",
            "acc_train: 0.8935\n",
            "auc_roc_train: 0.8653\n",
            "auc_pr_train: 0.7640\n",
            "Model validation :\n",
            "loss_val: 0.6834\n",
            "acc_val: 0.8960\n",
            "auc_roc_val: 0.8680\n",
            "auc_pr_val: 0.7718\n",
            "time: 2.0236s\n",
            "Epoch: 0325\n",
            "Model training :\n",
            "loss_train: 0.6954\n",
            "acc_train: 0.8935\n",
            "auc_roc_train: 0.8641\n",
            "auc_pr_train: 0.7646\n",
            "Model validation :\n",
            "loss_val: 0.6834\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 2.4152s\n",
            "Epoch: 0326\n",
            "Model training :\n",
            "loss_train: 0.6949\n",
            "acc_train: 0.8921\n",
            "auc_roc_train: 0.8636\n",
            "auc_pr_train: 0.7611\n",
            "Model validation :\n",
            "loss_val: 0.6834\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 1.7299s\n",
            "Epoch: 0327\n",
            "Model training :\n",
            "loss_train: 0.6943\n",
            "acc_train: 0.8931\n",
            "auc_roc_train: 0.8645\n",
            "auc_pr_train: 0.7634\n",
            "Model validation :\n",
            "loss_val: 0.6832\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7785\n",
            "time: 1.6273s\n",
            "Epoch: 0328\n",
            "Model training :\n",
            "loss_train: 0.6892\n",
            "acc_train: 0.8968\n",
            "auc_roc_train: 0.8667\n",
            "auc_pr_train: 0.7727\n",
            "Model validation :\n",
            "loss_val: 0.6829\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7803\n",
            "time: 1.8364s\n",
            "Epoch: 0329\n",
            "Model training :\n",
            "loss_train: 0.6939\n",
            "acc_train: 0.8935\n",
            "auc_roc_train: 0.8646\n",
            "auc_pr_train: 0.7644\n",
            "Model validation :\n",
            "loss_val: 0.6824\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7803\n",
            "time: 1.7118s\n",
            "Epoch: 0330\n",
            "Model training :\n",
            "loss_train: 0.6875\n",
            "acc_train: 0.8952\n",
            "auc_roc_train: 0.8671\n",
            "auc_pr_train: 0.7678\n",
            "Model validation :\n",
            "loss_val: 0.6819\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7803\n",
            "time: 1.7210s\n",
            "Epoch: 0331\n",
            "Model training :\n",
            "loss_train: 0.6961\n",
            "acc_train: 0.8948\n",
            "auc_roc_train: 0.8672\n",
            "auc_pr_train: 0.7668\n",
            "Model validation :\n",
            "loss_val: 0.6812\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7785\n",
            "time: 2.3009s\n",
            "Epoch: 0332\n",
            "Model training :\n",
            "loss_train: 0.6984\n",
            "acc_train: 0.8931\n",
            "auc_roc_train: 0.8635\n",
            "auc_pr_train: 0.7639\n",
            "Model validation :\n",
            "loss_val: 0.6802\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7750\n",
            "time: 2.1713s\n",
            "Epoch: 0333\n",
            "Model training :\n",
            "loss_train: 0.7016\n",
            "acc_train: 0.8925\n",
            "auc_roc_train: 0.8631\n",
            "auc_pr_train: 0.7624\n",
            "Model validation :\n",
            "loss_val: 0.6797\n",
            "acc_val: 0.8960\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7715\n",
            "time: 1.7060s\n",
            "Epoch: 0334\n",
            "Model training :\n",
            "loss_train: 0.6887\n",
            "acc_train: 0.8949\n",
            "auc_roc_train: 0.8672\n",
            "auc_pr_train: 0.7670\n",
            "Model validation :\n",
            "loss_val: 0.6791\n",
            "acc_val: 0.8960\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7715\n",
            "time: 1.8818s\n",
            "Epoch: 0335\n",
            "Model training :\n",
            "loss_train: 0.6914\n",
            "acc_train: 0.8955\n",
            "auc_roc_train: 0.8669\n",
            "auc_pr_train: 0.7687\n",
            "Model validation :\n",
            "loss_val: 0.6788\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8691\n",
            "auc_pr_val: 0.7733\n",
            "time: 1.8021s\n",
            "Epoch: 0336\n",
            "Model training :\n",
            "loss_train: 0.6890\n",
            "acc_train: 0.8960\n",
            "auc_roc_train: 0.8682\n",
            "auc_pr_train: 0.7695\n",
            "Model validation :\n",
            "loss_val: 0.6785\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 1.8985s\n",
            "Epoch: 0337\n",
            "Model training :\n",
            "loss_train: 0.6893\n",
            "acc_train: 0.8947\n",
            "auc_roc_train: 0.8658\n",
            "auc_pr_train: 0.7672\n",
            "Model validation :\n",
            "loss_val: 0.6783\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 1.6941s\n",
            "Epoch: 0338\n",
            "Model training :\n",
            "loss_train: 0.6980\n",
            "acc_train: 0.8943\n",
            "auc_roc_train: 0.8658\n",
            "auc_pr_train: 0.7660\n",
            "Model validation :\n",
            "loss_val: 0.6779\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 2.4178s\n",
            "Epoch: 0339\n",
            "Model training :\n",
            "loss_train: 0.6907\n",
            "acc_train: 0.8934\n",
            "auc_roc_train: 0.8653\n",
            "auc_pr_train: 0.7637\n",
            "Model validation :\n",
            "loss_val: 0.6775\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 1.8920s\n",
            "Epoch: 0340\n",
            "Model training :\n",
            "loss_train: 0.6983\n",
            "acc_train: 0.8956\n",
            "auc_roc_train: 0.8662\n",
            "auc_pr_train: 0.7694\n",
            "Model validation :\n",
            "loss_val: 0.6772\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7750\n",
            "time: 1.8305s\n",
            "Epoch: 0341\n",
            "Model training :\n",
            "loss_train: 0.6903\n",
            "acc_train: 0.8944\n",
            "auc_roc_train: 0.8653\n",
            "auc_pr_train: 0.7665\n",
            "Model validation :\n",
            "loss_val: 0.6770\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8691\n",
            "auc_pr_val: 0.7733\n",
            "time: 1.7326s\n",
            "Epoch: 0342\n",
            "Model training :\n",
            "loss_train: 0.6905\n",
            "acc_train: 0.8943\n",
            "auc_roc_train: 0.8656\n",
            "auc_pr_train: 0.7661\n",
            "Model validation :\n",
            "loss_val: 0.6769\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7750\n",
            "time: 1.6876s\n",
            "Epoch: 0343\n",
            "Model training :\n",
            "loss_train: 0.6929\n",
            "acc_train: 0.8942\n",
            "auc_roc_train: 0.8656\n",
            "auc_pr_train: 0.7659\n",
            "Model validation :\n",
            "loss_val: 0.6772\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7768\n",
            "time: 1.7165s\n",
            "Epoch: 0344\n",
            "Model training :\n",
            "loss_train: 0.6919\n",
            "acc_train: 0.8929\n",
            "auc_roc_train: 0.8643\n",
            "auc_pr_train: 0.7630\n",
            "Model validation :\n",
            "loss_val: 0.6774\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7771\n",
            "time: 3.2481s\n",
            "Epoch: 0345\n",
            "Model training :\n",
            "loss_train: 0.6869\n",
            "acc_train: 0.8975\n",
            "auc_roc_train: 0.8686\n",
            "auc_pr_train: 0.7734\n",
            "Model validation :\n",
            "loss_val: 0.6775\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7825\n",
            "time: 4.0234s\n",
            "Epoch: 0346\n",
            "Model training :\n",
            "loss_train: 0.6890\n",
            "acc_train: 0.8953\n",
            "auc_roc_train: 0.8656\n",
            "auc_pr_train: 0.7689\n",
            "Model validation :\n",
            "loss_val: 0.6769\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7825\n",
            "time: 5.3798s\n",
            "Epoch: 0347\n",
            "Model training :\n",
            "loss_train: 0.6927\n",
            "acc_train: 0.8945\n",
            "auc_roc_train: 0.8641\n",
            "auc_pr_train: 0.7677\n",
            "Model validation :\n",
            "loss_val: 0.6759\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7803\n",
            "time: 1.8876s\n",
            "Epoch: 0348\n",
            "Model training :\n",
            "loss_train: 0.6909\n",
            "acc_train: 0.8961\n",
            "auc_roc_train: 0.8661\n",
            "auc_pr_train: 0.7709\n",
            "Model validation :\n",
            "loss_val: 0.6752\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7785\n",
            "time: 1.8842s\n",
            "Epoch: 0349\n",
            "Model training :\n",
            "loss_train: 0.6828\n",
            "acc_train: 0.8961\n",
            "auc_roc_train: 0.8671\n",
            "auc_pr_train: 0.7704\n",
            "Model validation :\n",
            "loss_val: 0.6748\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7785\n",
            "time: 2.1875s\n",
            "Epoch: 0350\n",
            "Model training :\n",
            "loss_train: 0.6852\n",
            "acc_train: 0.8954\n",
            "auc_roc_train: 0.8665\n",
            "auc_pr_train: 0.7686\n",
            "Model validation :\n",
            "loss_val: 0.6743\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7785\n",
            "time: 2.3942s\n",
            "Epoch: 0351\n",
            "Model training :\n",
            "loss_train: 0.6890\n",
            "acc_train: 0.8961\n",
            "auc_roc_train: 0.8681\n",
            "auc_pr_train: 0.7698\n",
            "Model validation :\n",
            "loss_val: 0.6738\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7785\n",
            "time: 1.7862s\n",
            "Epoch: 0352\n",
            "Model training :\n",
            "loss_train: 0.6885\n",
            "acc_train: 0.8967\n",
            "auc_roc_train: 0.8694\n",
            "auc_pr_train: 0.7709\n",
            "Model validation :\n",
            "loss_val: 0.6735\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7821\n",
            "time: 1.6463s\n",
            "Epoch: 0353\n",
            "Model training :\n",
            "loss_train: 0.6866\n",
            "acc_train: 0.8963\n",
            "auc_roc_train: 0.8679\n",
            "auc_pr_train: 0.7704\n",
            "Model validation :\n",
            "loss_val: 0.6736\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7839\n",
            "time: 1.8926s\n",
            "Epoch: 0354\n",
            "Model training :\n",
            "loss_train: 0.6905\n",
            "acc_train: 0.8958\n",
            "auc_roc_train: 0.8658\n",
            "auc_pr_train: 0.7704\n",
            "Model validation :\n",
            "loss_val: 0.6738\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 1.7321s\n",
            "Epoch: 0355\n",
            "Model training :\n",
            "loss_train: 0.6882\n",
            "acc_train: 0.8970\n",
            "auc_roc_train: 0.8673\n",
            "auc_pr_train: 0.7729\n",
            "Model validation :\n",
            "loss_val: 0.6735\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 1.7723s\n",
            "Epoch: 0356\n",
            "Model training :\n",
            "loss_train: 0.6808\n",
            "acc_train: 0.8987\n",
            "auc_roc_train: 0.8691\n",
            "auc_pr_train: 0.7765\n",
            "Model validation :\n",
            "loss_val: 0.6728\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7771\n",
            "time: 2.2014s\n",
            "Epoch: 0357\n",
            "Model training :\n",
            "loss_train: 0.6835\n",
            "acc_train: 0.8987\n",
            "auc_roc_train: 0.8693\n",
            "auc_pr_train: 0.7766\n",
            "Model validation :\n",
            "loss_val: 0.6725\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7785\n",
            "time: 2.1936s\n",
            "Epoch: 0358\n",
            "Model training :\n",
            "loss_train: 0.6820\n",
            "acc_train: 0.8966\n",
            "auc_roc_train: 0.8681\n",
            "auc_pr_train: 0.7714\n",
            "Model validation :\n",
            "loss_val: 0.6726\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7750\n",
            "time: 1.8341s\n",
            "Epoch: 0359\n",
            "Model training :\n",
            "loss_train: 0.6827\n",
            "acc_train: 0.8956\n",
            "auc_roc_train: 0.8680\n",
            "auc_pr_train: 0.7683\n",
            "Model validation :\n",
            "loss_val: 0.6727\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7750\n",
            "time: 1.8468s\n",
            "Epoch: 0360\n",
            "Model training :\n",
            "loss_train: 0.6850\n",
            "acc_train: 0.8937\n",
            "auc_roc_train: 0.8666\n",
            "auc_pr_train: 0.7641\n",
            "Model validation :\n",
            "loss_val: 0.6730\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8691\n",
            "auc_pr_val: 0.7733\n",
            "time: 1.7785s\n",
            "Epoch: 0361\n",
            "Model training :\n",
            "loss_train: 0.6856\n",
            "acc_train: 0.8956\n",
            "auc_roc_train: 0.8681\n",
            "auc_pr_train: 0.7683\n",
            "Model validation :\n",
            "loss_val: 0.6731\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8691\n",
            "auc_pr_val: 0.7775\n",
            "time: 1.6921s\n",
            "Epoch: 0362\n",
            "Model training :\n",
            "loss_train: 0.6844\n",
            "acc_train: 0.8965\n",
            "auc_roc_train: 0.8684\n",
            "auc_pr_train: 0.7707\n",
            "Model validation :\n",
            "loss_val: 0.6733\n",
            "acc_val: 0.8953\n",
            "auc_roc_val: 0.8648\n",
            "auc_pr_val: 0.7717\n",
            "time: 1.9627s\n",
            "Epoch: 0363\n",
            "Model training :\n",
            "loss_train: 0.6729\n",
            "acc_train: 0.9000\n",
            "auc_roc_train: 0.8715\n",
            "auc_pr_train: 0.7790\n",
            "Model validation :\n",
            "loss_val: 0.6732\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8659\n",
            "auc_pr_val: 0.7753\n",
            "time: 2.4629s\n",
            "Epoch: 0364\n",
            "Model training :\n",
            "loss_train: 0.6910\n",
            "acc_train: 0.8959\n",
            "auc_roc_train: 0.8665\n",
            "auc_pr_train: 0.7702\n",
            "Model validation :\n",
            "loss_val: 0.6723\n",
            "acc_val: 0.8960\n",
            "auc_roc_val: 0.8653\n",
            "auc_pr_val: 0.7735\n",
            "time: 1.9677s\n",
            "Epoch: 0365\n",
            "Model training :\n",
            "loss_train: 0.6915\n",
            "acc_train: 0.8955\n",
            "auc_roc_train: 0.8661\n",
            "auc_pr_train: 0.7691\n",
            "Model validation :\n",
            "loss_val: 0.6711\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8691\n",
            "auc_pr_val: 0.7775\n",
            "time: 1.7290s\n",
            "Epoch: 0366\n",
            "Model training :\n",
            "loss_train: 0.6815\n",
            "acc_train: 0.8993\n",
            "auc_roc_train: 0.8710\n",
            "auc_pr_train: 0.7772\n",
            "Model validation :\n",
            "loss_val: 0.6703\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7785\n",
            "time: 1.7301s\n",
            "Epoch: 0367\n",
            "Model training :\n",
            "loss_train: 0.6822\n",
            "acc_train: 0.8962\n",
            "auc_roc_train: 0.8684\n",
            "auc_pr_train: 0.7699\n",
            "Model validation :\n",
            "loss_val: 0.6696\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7768\n",
            "time: 1.6590s\n",
            "Epoch: 0368\n",
            "Model training :\n",
            "loss_train: 0.6863\n",
            "acc_train: 0.8950\n",
            "auc_roc_train: 0.8675\n",
            "auc_pr_train: 0.7671\n",
            "Model validation :\n",
            "loss_val: 0.6692\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7768\n",
            "time: 1.9804s\n",
            "Epoch: 0369\n",
            "Model training :\n",
            "loss_train: 0.6818\n",
            "acc_train: 0.8982\n",
            "auc_roc_train: 0.8699\n",
            "auc_pr_train: 0.7747\n",
            "Model validation :\n",
            "loss_val: 0.6689\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7818\n",
            "time: 1.9482s\n",
            "Epoch: 0370\n",
            "Model training :\n",
            "loss_train: 0.6805\n",
            "acc_train: 0.8963\n",
            "auc_roc_train: 0.8677\n",
            "auc_pr_train: 0.7706\n",
            "Model validation :\n",
            "loss_val: 0.6685\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7821\n",
            "time: 2.4702s\n",
            "Epoch: 0371\n",
            "Model training :\n",
            "loss_train: 0.6816\n",
            "acc_train: 0.8958\n",
            "auc_roc_train: 0.8667\n",
            "auc_pr_train: 0.7698\n",
            "Model validation :\n",
            "loss_val: 0.6682\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 1.7550s\n",
            "Epoch: 0372\n",
            "Model training :\n",
            "loss_train: 0.6805\n",
            "acc_train: 0.9001\n",
            "auc_roc_train: 0.8708\n",
            "auc_pr_train: 0.7797\n",
            "Model validation :\n",
            "loss_val: 0.6679\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 1.9004s\n",
            "Epoch: 0373\n",
            "Model training :\n",
            "loss_train: 0.6767\n",
            "acc_train: 0.8988\n",
            "auc_roc_train: 0.8700\n",
            "auc_pr_train: 0.7765\n",
            "Model validation :\n",
            "loss_val: 0.6676\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7771\n",
            "time: 1.6776s\n",
            "Epoch: 0374\n",
            "Model training :\n",
            "loss_train: 0.6724\n",
            "acc_train: 0.8993\n",
            "auc_roc_train: 0.8704\n",
            "auc_pr_train: 0.7775\n",
            "Model validation :\n",
            "loss_val: 0.6674\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7768\n",
            "time: 1.9285s\n",
            "Epoch: 0375\n",
            "Model training :\n",
            "loss_train: 0.6835\n",
            "acc_train: 0.8977\n",
            "auc_roc_train: 0.8698\n",
            "auc_pr_train: 0.7735\n",
            "Model validation :\n",
            "loss_val: 0.6673\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7765\n",
            "time: 1.8656s\n",
            "Epoch: 0376\n",
            "Model training :\n",
            "loss_train: 0.6865\n",
            "acc_train: 0.8964\n",
            "auc_roc_train: 0.8675\n",
            "auc_pr_train: 0.7709\n",
            "Model validation :\n",
            "loss_val: 0.6673\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7747\n",
            "time: 2.3129s\n",
            "Epoch: 0377\n",
            "Model training :\n",
            "loss_train: 0.6815\n",
            "acc_train: 0.8963\n",
            "auc_roc_train: 0.8681\n",
            "auc_pr_train: 0.7703\n",
            "Model validation :\n",
            "loss_val: 0.6672\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7747\n",
            "time: 2.1946s\n",
            "Epoch: 0378\n",
            "Model training :\n",
            "loss_train: 0.6787\n",
            "acc_train: 0.8950\n",
            "auc_roc_train: 0.8667\n",
            "auc_pr_train: 0.7676\n",
            "Model validation :\n",
            "loss_val: 0.6671\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7765\n",
            "time: 1.6715s\n",
            "Epoch: 0379\n",
            "Model training :\n",
            "loss_train: 0.6812\n",
            "acc_train: 0.8980\n",
            "auc_roc_train: 0.8702\n",
            "auc_pr_train: 0.7741\n",
            "Model validation :\n",
            "loss_val: 0.6672\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7821\n",
            "time: 1.7177s\n",
            "Epoch: 0380\n",
            "Model training :\n",
            "loss_train: 0.6863\n",
            "acc_train: 0.8970\n",
            "auc_roc_train: 0.8681\n",
            "auc_pr_train: 0.7724\n",
            "Model validation :\n",
            "loss_val: 0.6673\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7821\n",
            "time: 1.7876s\n",
            "Epoch: 0381\n",
            "Model training :\n",
            "loss_train: 0.6761\n",
            "acc_train: 0.8966\n",
            "auc_roc_train: 0.8683\n",
            "auc_pr_train: 0.7712\n",
            "Model validation :\n",
            "loss_val: 0.6677\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7875\n",
            "time: 1.7423s\n",
            "Epoch: 0382\n",
            "Model training :\n",
            "loss_train: 0.6755\n",
            "acc_train: 0.8990\n",
            "auc_roc_train: 0.8708\n",
            "auc_pr_train: 0.7765\n",
            "Model validation :\n",
            "loss_val: 0.6679\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7857\n",
            "time: 1.7328s\n",
            "Epoch: 0383\n",
            "Model training :\n",
            "loss_train: 0.6710\n",
            "acc_train: 0.9007\n",
            "auc_roc_train: 0.8717\n",
            "auc_pr_train: 0.7808\n",
            "Model validation :\n",
            "loss_val: 0.6679\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7821\n",
            "time: 2.3382s\n",
            "Epoch: 0384\n",
            "Model training :\n",
            "loss_train: 0.6848\n",
            "acc_train: 0.8954\n",
            "auc_roc_train: 0.8673\n",
            "auc_pr_train: 0.7682\n",
            "Model validation :\n",
            "loss_val: 0.6678\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7821\n",
            "time: 1.9757s\n",
            "Epoch: 0385\n",
            "Model training :\n",
            "loss_train: 0.6747\n",
            "acc_train: 0.8984\n",
            "auc_roc_train: 0.8698\n",
            "auc_pr_train: 0.7753\n",
            "Model validation :\n",
            "loss_val: 0.6676\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7821\n",
            "time: 1.6779s\n",
            "Epoch: 0386\n",
            "Model training :\n",
            "loss_train: 0.6805\n",
            "acc_train: 0.8980\n",
            "auc_roc_train: 0.8691\n",
            "auc_pr_train: 0.7747\n",
            "Model validation :\n",
            "loss_val: 0.6671\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7821\n",
            "time: 1.8559s\n",
            "Epoch: 0387\n",
            "Model training :\n",
            "loss_train: 0.6799\n",
            "acc_train: 0.8985\n",
            "auc_roc_train: 0.8699\n",
            "auc_pr_train: 0.7755\n",
            "Model validation :\n",
            "loss_val: 0.6665\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7821\n",
            "time: 1.7508s\n",
            "Epoch: 0388\n",
            "Model training :\n",
            "loss_train: 0.6725\n",
            "acc_train: 0.8993\n",
            "auc_roc_train: 0.8714\n",
            "auc_pr_train: 0.7770\n",
            "Model validation :\n",
            "loss_val: 0.6660\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7818\n",
            "time: 2.2392s\n",
            "Epoch: 0389\n",
            "Model training :\n",
            "loss_train: 0.6803\n",
            "acc_train: 0.8974\n",
            "auc_roc_train: 0.8681\n",
            "auc_pr_train: 0.7734\n",
            "Model validation :\n",
            "loss_val: 0.6656\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7818\n",
            "time: 2.5371s\n",
            "Epoch: 0390\n",
            "Model training :\n",
            "loss_train: 0.6815\n",
            "acc_train: 0.8976\n",
            "auc_roc_train: 0.8691\n",
            "auc_pr_train: 0.7733\n",
            "Model validation :\n",
            "loss_val: 0.6654\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7835\n",
            "time: 2.3980s\n",
            "Epoch: 0391\n",
            "Model training :\n",
            "loss_train: 0.6729\n",
            "acc_train: 0.8981\n",
            "auc_roc_train: 0.8692\n",
            "auc_pr_train: 0.7749\n",
            "Model validation :\n",
            "loss_val: 0.6653\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7853\n",
            "time: 1.9526s\n",
            "Epoch: 0392\n",
            "Model training :\n",
            "loss_train: 0.6673\n",
            "acc_train: 0.8997\n",
            "auc_roc_train: 0.8707\n",
            "auc_pr_train: 0.7787\n",
            "Model validation :\n",
            "loss_val: 0.6652\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8746\n",
            "auc_pr_val: 0.7868\n",
            "time: 1.7444s\n",
            "Epoch: 0393\n",
            "Model training :\n",
            "loss_train: 0.6679\n",
            "acc_train: 0.8985\n",
            "auc_roc_train: 0.8705\n",
            "auc_pr_train: 0.7751\n",
            "Model validation :\n",
            "loss_val: 0.6653\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7832\n",
            "time: 1.7125s\n",
            "Epoch: 0394\n",
            "Model training :\n",
            "loss_train: 0.6770\n",
            "acc_train: 0.8977\n",
            "auc_roc_train: 0.8683\n",
            "auc_pr_train: 0.7744\n",
            "Model validation :\n",
            "loss_val: 0.6653\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7832\n",
            "time: 1.8909s\n",
            "Epoch: 0395\n",
            "Model training :\n",
            "loss_train: 0.6732\n",
            "acc_train: 0.9005\n",
            "auc_roc_train: 0.8723\n",
            "auc_pr_train: 0.7798\n",
            "Model validation :\n",
            "loss_val: 0.6656\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7803\n",
            "time: 1.8012s\n",
            "Epoch: 0396\n",
            "Model training :\n",
            "loss_train: 0.6790\n",
            "acc_train: 0.8987\n",
            "auc_roc_train: 0.8702\n",
            "auc_pr_train: 0.7761\n",
            "Model validation :\n",
            "loss_val: 0.6657\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 2.1933s\n",
            "Epoch: 0397\n",
            "Model training :\n",
            "loss_train: 0.6672\n",
            "acc_train: 0.8990\n",
            "auc_roc_train: 0.8708\n",
            "auc_pr_train: 0.7765\n",
            "Model validation :\n",
            "loss_val: 0.6660\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7846\n",
            "time: 2.3485s\n",
            "Epoch: 0398\n",
            "Model training :\n",
            "loss_train: 0.6701\n",
            "acc_train: 0.9008\n",
            "auc_roc_train: 0.8721\n",
            "auc_pr_train: 0.7810\n",
            "Model validation :\n",
            "loss_val: 0.6657\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7865\n",
            "time: 1.7263s\n",
            "Epoch: 0399\n",
            "Model training :\n",
            "loss_train: 0.6739\n",
            "acc_train: 0.9005\n",
            "auc_roc_train: 0.8716\n",
            "auc_pr_train: 0.7803\n",
            "Model validation :\n",
            "loss_val: 0.6650\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7879\n",
            "time: 1.8251s\n",
            "Epoch: 0400\n",
            "Model training :\n",
            "loss_train: 0.6659\n",
            "acc_train: 0.9027\n",
            "auc_roc_train: 0.8734\n",
            "auc_pr_train: 0.7855\n",
            "Model validation :\n",
            "loss_val: 0.6642\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7875\n",
            "time: 1.9075s\n",
            "Epoch: 0401\n",
            "Model training :\n",
            "loss_train: 0.6720\n",
            "acc_train: 0.8993\n",
            "auc_roc_train: 0.8705\n",
            "auc_pr_train: 0.7775\n",
            "Model validation :\n",
            "loss_val: 0.6632\n",
            "acc_val: 0.9034\n",
            "auc_roc_val: 0.8752\n",
            "auc_pr_val: 0.7886\n",
            "time: 1.7370s\n",
            "Epoch: 0402\n",
            "Model training :\n",
            "loss_train: 0.6689\n",
            "acc_train: 0.9011\n",
            "auc_roc_train: 0.8726\n",
            "auc_pr_train: 0.7815\n",
            "Model validation :\n",
            "loss_val: 0.6625\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7796\n",
            "time: 1.7093s\n",
            "Epoch: 0403\n",
            "Model training :\n",
            "loss_train: 0.6638\n",
            "acc_train: 0.9006\n",
            "auc_roc_train: 0.8733\n",
            "auc_pr_train: 0.7795\n",
            "Model validation :\n",
            "loss_val: 0.6621\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7779\n",
            "time: 2.4672s\n",
            "Epoch: 0404\n",
            "Model training :\n",
            "loss_train: 0.6740\n",
            "acc_train: 0.8973\n",
            "auc_roc_train: 0.8691\n",
            "auc_pr_train: 0.7726\n",
            "Model validation :\n",
            "loss_val: 0.6618\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7761\n",
            "time: 1.8948s\n",
            "Epoch: 0405\n",
            "Model training :\n",
            "loss_train: 0.6723\n",
            "acc_train: 0.8999\n",
            "auc_roc_train: 0.8728\n",
            "auc_pr_train: 0.7780\n",
            "Model validation :\n",
            "loss_val: 0.6616\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7814\n",
            "time: 1.9051s\n",
            "Epoch: 0406\n",
            "Model training :\n",
            "loss_train: 0.6726\n",
            "acc_train: 0.8972\n",
            "auc_roc_train: 0.8696\n",
            "auc_pr_train: 0.7720\n",
            "Model validation :\n",
            "loss_val: 0.6616\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7814\n",
            "time: 1.8782s\n",
            "Epoch: 0407\n",
            "Model training :\n",
            "loss_train: 0.6693\n",
            "acc_train: 0.8991\n",
            "auc_roc_train: 0.8707\n",
            "auc_pr_train: 0.7769\n",
            "Model validation :\n",
            "loss_val: 0.6618\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7850\n",
            "time: 1.7086s\n",
            "Epoch: 0408\n",
            "Model training :\n",
            "loss_train: 0.6720\n",
            "acc_train: 0.8991\n",
            "auc_roc_train: 0.8709\n",
            "auc_pr_train: 0.7767\n",
            "Model validation :\n",
            "loss_val: 0.6622\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7853\n",
            "time: 1.8596s\n",
            "Epoch: 0409\n",
            "Model training :\n",
            "loss_train: 0.6713\n",
            "acc_train: 0.9000\n",
            "auc_roc_train: 0.8702\n",
            "auc_pr_train: 0.7798\n",
            "Model validation :\n",
            "loss_val: 0.6625\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7865\n",
            "time: 1.7727s\n",
            "Epoch: 0410\n",
            "Model training :\n",
            "loss_train: 0.6684\n",
            "acc_train: 0.9026\n",
            "auc_roc_train: 0.8734\n",
            "auc_pr_train: 0.7853\n",
            "Model validation :\n",
            "loss_val: 0.6623\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7883\n",
            "time: 2.3944s\n",
            "Epoch: 0411\n",
            "Model training :\n",
            "loss_train: 0.6683\n",
            "acc_train: 0.9024\n",
            "auc_roc_train: 0.8737\n",
            "auc_pr_train: 0.7845\n",
            "Model validation :\n",
            "loss_val: 0.6618\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7839\n",
            "time: 1.8015s\n",
            "Epoch: 0412\n",
            "Model training :\n",
            "loss_train: 0.6687\n",
            "acc_train: 0.9012\n",
            "auc_roc_train: 0.8714\n",
            "auc_pr_train: 0.7825\n",
            "Model validation :\n",
            "loss_val: 0.6616\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7832\n",
            "time: 1.8943s\n",
            "Epoch: 0413\n",
            "Model training :\n",
            "loss_train: 0.6657\n",
            "acc_train: 0.9007\n",
            "auc_roc_train: 0.8726\n",
            "auc_pr_train: 0.7802\n",
            "Model validation :\n",
            "loss_val: 0.6616\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7814\n",
            "time: 1.7660s\n",
            "Epoch: 0414\n",
            "Model training :\n",
            "loss_train: 0.6694\n",
            "acc_train: 0.8995\n",
            "auc_roc_train: 0.8716\n",
            "auc_pr_train: 0.7774\n",
            "Model validation :\n",
            "loss_val: 0.6615\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7814\n",
            "time: 1.6683s\n",
            "Epoch: 0415\n",
            "Model training :\n",
            "loss_train: 0.6745\n",
            "acc_train: 0.8983\n",
            "auc_roc_train: 0.8711\n",
            "auc_pr_train: 0.7743\n",
            "Model validation :\n",
            "loss_val: 0.6612\n",
            "acc_val: 0.9034\n",
            "auc_roc_val: 0.8752\n",
            "auc_pr_val: 0.7886\n",
            "time: 1.6671s\n",
            "Epoch: 0416\n",
            "Model training :\n",
            "loss_train: 0.6672\n",
            "acc_train: 0.9013\n",
            "auc_roc_train: 0.8737\n",
            "auc_pr_train: 0.7813\n",
            "Model validation :\n",
            "loss_val: 0.6614\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7857\n",
            "time: 2.0306s\n",
            "Epoch: 0417\n",
            "Model training :\n",
            "loss_train: 0.6654\n",
            "acc_train: 0.9021\n",
            "auc_roc_train: 0.8750\n",
            "auc_pr_train: 0.7829\n",
            "Model validation :\n",
            "loss_val: 0.6622\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7865\n",
            "time: 2.4425s\n",
            "Epoch: 0418\n",
            "Model training :\n",
            "loss_train: 0.6703\n",
            "acc_train: 0.9003\n",
            "auc_roc_train: 0.8706\n",
            "auc_pr_train: 0.7804\n",
            "Model validation :\n",
            "loss_val: 0.6627\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7865\n",
            "time: 1.7002s\n",
            "Epoch: 0419\n",
            "Model training :\n",
            "loss_train: 0.6632\n",
            "acc_train: 0.9036\n",
            "auc_roc_train: 0.8748\n",
            "auc_pr_train: 0.7873\n",
            "Model validation :\n",
            "loss_val: 0.6620\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7879\n",
            "time: 1.8625s\n",
            "Epoch: 0420\n",
            "Model training :\n",
            "loss_train: 0.6714\n",
            "acc_train: 0.9007\n",
            "auc_roc_train: 0.8723\n",
            "auc_pr_train: 0.7803\n",
            "Model validation :\n",
            "loss_val: 0.6610\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7871\n",
            "time: 1.7255s\n",
            "Epoch: 0421\n",
            "Model training :\n",
            "loss_train: 0.6736\n",
            "acc_train: 0.8983\n",
            "auc_roc_train: 0.8698\n",
            "auc_pr_train: 0.7750\n",
            "Model validation :\n",
            "loss_val: 0.6604\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7796\n",
            "time: 1.9841s\n",
            "Epoch: 0422\n",
            "Model training :\n",
            "loss_train: 0.6661\n",
            "acc_train: 0.9002\n",
            "auc_roc_train: 0.8731\n",
            "auc_pr_train: 0.7786\n",
            "Model validation :\n",
            "loss_val: 0.6604\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7779\n",
            "time: 1.8568s\n",
            "Epoch: 0423\n",
            "Model training :\n",
            "loss_train: 0.6675\n",
            "acc_train: 0.9007\n",
            "auc_roc_train: 0.8739\n",
            "auc_pr_train: 0.7797\n",
            "Model validation :\n",
            "loss_val: 0.6606\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7779\n",
            "time: 2.0188s\n",
            "Epoch: 0424\n",
            "Model training :\n",
            "loss_train: 0.6681\n",
            "acc_train: 0.8980\n",
            "auc_roc_train: 0.8705\n",
            "auc_pr_train: 0.7739\n",
            "Model validation :\n",
            "loss_val: 0.6609\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7779\n",
            "time: 2.2596s\n",
            "Epoch: 0425\n",
            "Model training :\n",
            "loss_train: 0.6729\n",
            "acc_train: 0.8987\n",
            "auc_roc_train: 0.8697\n",
            "auc_pr_train: 0.7762\n",
            "Model validation :\n",
            "loss_val: 0.6615\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8746\n",
            "auc_pr_val: 0.7868\n",
            "time: 1.8987s\n",
            "Epoch: 0426\n",
            "Model training :\n",
            "loss_train: 0.6618\n",
            "acc_train: 0.9019\n",
            "auc_roc_train: 0.8736\n",
            "auc_pr_train: 0.7833\n",
            "Model validation :\n",
            "loss_val: 0.6621\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7853\n",
            "time: 1.8692s\n",
            "Epoch: 0427\n",
            "Model training :\n",
            "loss_train: 0.6590\n",
            "acc_train: 0.9037\n",
            "auc_roc_train: 0.8749\n",
            "auc_pr_train: 0.7875\n",
            "Model validation :\n",
            "loss_val: 0.6627\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7825\n",
            "time: 1.6967s\n",
            "Epoch: 0428\n",
            "Model training :\n",
            "loss_train: 0.6640\n",
            "acc_train: 0.9024\n",
            "auc_roc_train: 0.8734\n",
            "auc_pr_train: 0.7847\n",
            "Model validation :\n",
            "loss_val: 0.6630\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7810\n",
            "time: 1.9194s\n",
            "Epoch: 0429\n",
            "Model training :\n",
            "loss_train: 0.6640\n",
            "acc_train: 0.9023\n",
            "auc_roc_train: 0.8734\n",
            "auc_pr_train: 0.7845\n",
            "Model validation :\n",
            "loss_val: 0.6628\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7839\n",
            "time: 1.7649s\n",
            "Epoch: 0430\n",
            "Model training :\n",
            "loss_train: 0.6694\n",
            "acc_train: 0.9029\n",
            "auc_roc_train: 0.8749\n",
            "auc_pr_train: 0.7854\n",
            "Model validation :\n",
            "loss_val: 0.6624\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7818\n",
            "time: 2.4004s\n",
            "Epoch: 0431\n",
            "Model training :\n",
            "loss_train: 0.6622\n",
            "acc_train: 0.9013\n",
            "auc_roc_train: 0.8738\n",
            "auc_pr_train: 0.7813\n",
            "Model validation :\n",
            "loss_val: 0.6621\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7814\n",
            "time: 2.0427s\n",
            "Epoch: 0432\n",
            "Model training :\n",
            "loss_train: 0.6593\n",
            "acc_train: 0.9009\n",
            "auc_roc_train: 0.8733\n",
            "auc_pr_train: 0.7805\n",
            "Model validation :\n",
            "loss_val: 0.6617\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7832\n",
            "time: 1.6686s\n",
            "Epoch: 0433\n",
            "Model training :\n",
            "loss_train: 0.6614\n",
            "acc_train: 0.9018\n",
            "auc_roc_train: 0.8748\n",
            "auc_pr_train: 0.7823\n",
            "Model validation :\n",
            "loss_val: 0.6615\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7803\n",
            "time: 1.9361s\n",
            "Epoch: 0434\n",
            "Model training :\n",
            "loss_train: 0.6670\n",
            "acc_train: 0.9004\n",
            "auc_roc_train: 0.8728\n",
            "auc_pr_train: 0.7793\n",
            "Model validation :\n",
            "loss_val: 0.6615\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7789\n",
            "time: 1.7202s\n",
            "Epoch: 0435\n",
            "Model training :\n",
            "loss_train: 0.6627\n",
            "acc_train: 0.9039\n",
            "auc_roc_train: 0.8756\n",
            "auc_pr_train: 0.7879\n",
            "Model validation :\n",
            "loss_val: 0.6611\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 1.6642s\n",
            "Epoch: 0436\n",
            "Model training :\n",
            "loss_train: 0.6649\n",
            "acc_train: 0.9008\n",
            "auc_roc_train: 0.8726\n",
            "auc_pr_train: 0.7807\n",
            "Model validation :\n",
            "loss_val: 0.6604\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7789\n",
            "time: 1.9362s\n",
            "Epoch: 0437\n",
            "Model training :\n",
            "loss_train: 0.6602\n",
            "acc_train: 0.9047\n",
            "auc_roc_train: 0.8771\n",
            "auc_pr_train: 0.7891\n",
            "Model validation :\n",
            "loss_val: 0.6596\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8691\n",
            "auc_pr_val: 0.7753\n",
            "time: 2.3866s\n",
            "Epoch: 0438\n",
            "Model training :\n",
            "loss_train: 0.6583\n",
            "acc_train: 0.9028\n",
            "auc_roc_train: 0.8756\n",
            "auc_pr_train: 0.7847\n",
            "Model validation :\n",
            "loss_val: 0.6589\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7765\n",
            "time: 1.9344s\n",
            "Epoch: 0439\n",
            "Model training :\n",
            "loss_train: 0.6695\n",
            "acc_train: 0.8978\n",
            "auc_roc_train: 0.8699\n",
            "auc_pr_train: 0.7737\n",
            "Model validation :\n",
            "loss_val: 0.6585\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7779\n",
            "time: 1.6737s\n",
            "Epoch: 0440\n",
            "Model training :\n",
            "loss_train: 0.6545\n",
            "acc_train: 0.9019\n",
            "auc_roc_train: 0.8758\n",
            "auc_pr_train: 0.7819\n",
            "Model validation :\n",
            "loss_val: 0.6581\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7779\n",
            "time: 1.8900s\n",
            "Epoch: 0441\n",
            "Model training :\n",
            "loss_train: 0.6564\n",
            "acc_train: 0.9012\n",
            "auc_roc_train: 0.8741\n",
            "auc_pr_train: 0.7808\n",
            "Model validation :\n",
            "loss_val: 0.6576\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7761\n",
            "time: 1.6756s\n",
            "Epoch: 0442\n",
            "Model training :\n",
            "loss_train: 0.6609\n",
            "acc_train: 0.9000\n",
            "auc_roc_train: 0.8737\n",
            "auc_pr_train: 0.7777\n",
            "Model validation :\n",
            "loss_val: 0.6573\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 1.8950s\n",
            "Epoch: 0443\n",
            "Model training :\n",
            "loss_train: 0.6619\n",
            "acc_train: 0.9017\n",
            "auc_roc_train: 0.8735\n",
            "auc_pr_train: 0.7825\n",
            "Model validation :\n",
            "loss_val: 0.6571\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7771\n",
            "time: 1.7956s\n",
            "Epoch: 0444\n",
            "Model training :\n",
            "loss_train: 0.6581\n",
            "acc_train: 0.9019\n",
            "auc_roc_train: 0.8733\n",
            "auc_pr_train: 0.7835\n",
            "Model validation :\n",
            "loss_val: 0.6567\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7789\n",
            "time: 2.5282s\n",
            "Epoch: 0445\n",
            "Model training :\n",
            "loss_train: 0.6602\n",
            "acc_train: 0.9016\n",
            "auc_roc_train: 0.8727\n",
            "auc_pr_train: 0.7828\n",
            "Model validation :\n",
            "loss_val: 0.6561\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7771\n",
            "time: 1.7908s\n",
            "Epoch: 0446\n",
            "Model training :\n",
            "loss_train: 0.6636\n",
            "acc_train: 0.9017\n",
            "auc_roc_train: 0.8732\n",
            "auc_pr_train: 0.7830\n",
            "Model validation :\n",
            "loss_val: 0.6557\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7750\n",
            "time: 1.7079s\n",
            "Epoch: 0447\n",
            "Model training :\n",
            "loss_train: 0.6653\n",
            "acc_train: 0.9006\n",
            "auc_roc_train: 0.8730\n",
            "auc_pr_train: 0.7797\n",
            "Model validation :\n",
            "loss_val: 0.6556\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7768\n",
            "time: 1.6616s\n",
            "Epoch: 0448\n",
            "Model training :\n",
            "loss_train: 0.6605\n",
            "acc_train: 0.9012\n",
            "auc_roc_train: 0.8737\n",
            "auc_pr_train: 0.7811\n",
            "Model validation :\n",
            "loss_val: 0.6556\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7768\n",
            "time: 1.6837s\n",
            "Epoch: 0449\n",
            "Model training :\n",
            "loss_train: 0.6556\n",
            "acc_train: 0.9025\n",
            "auc_roc_train: 0.8754\n",
            "auc_pr_train: 0.7837\n",
            "Model validation :\n",
            "loss_val: 0.6559\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7785\n",
            "time: 1.9303s\n",
            "Epoch: 0450\n",
            "Model training :\n",
            "loss_train: 0.6578\n",
            "acc_train: 0.9023\n",
            "auc_roc_train: 0.8757\n",
            "auc_pr_train: 0.7830\n",
            "Model validation :\n",
            "loss_val: 0.6562\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 1.8212s\n",
            "Epoch: 0451\n",
            "Model training :\n",
            "loss_train: 0.6560\n",
            "acc_train: 0.9029\n",
            "auc_roc_train: 0.8748\n",
            "auc_pr_train: 0.7854\n",
            "Model validation :\n",
            "loss_val: 0.6568\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7843\n",
            "time: 2.6703s\n",
            "Epoch: 0452\n",
            "Model training :\n",
            "loss_train: 0.6659\n",
            "acc_train: 0.9026\n",
            "auc_roc_train: 0.8732\n",
            "auc_pr_train: 0.7854\n",
            "Model validation :\n",
            "loss_val: 0.6572\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7843\n",
            "time: 1.8258s\n",
            "Epoch: 0453\n",
            "Model training :\n",
            "loss_train: 0.6625\n",
            "acc_train: 0.9047\n",
            "auc_roc_train: 0.8761\n",
            "auc_pr_train: 0.7897\n",
            "Model validation :\n",
            "loss_val: 0.6569\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7789\n",
            "time: 1.7643s\n",
            "Epoch: 0454\n",
            "Model training :\n",
            "loss_train: 0.6620\n",
            "acc_train: 0.9023\n",
            "auc_roc_train: 0.8736\n",
            "auc_pr_train: 0.7844\n",
            "Model validation :\n",
            "loss_val: 0.6564\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8691\n",
            "auc_pr_val: 0.7753\n",
            "time: 1.7014s\n",
            "Epoch: 0455\n",
            "Model training :\n",
            "loss_train: 0.6561\n",
            "acc_train: 0.9022\n",
            "auc_roc_train: 0.8746\n",
            "auc_pr_train: 0.7834\n",
            "Model validation :\n",
            "loss_val: 0.6559\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 1.8737s\n",
            "Epoch: 0456\n",
            "Model training :\n",
            "loss_train: 0.6567\n",
            "acc_train: 0.9028\n",
            "auc_roc_train: 0.8747\n",
            "auc_pr_train: 0.7852\n",
            "Model validation :\n",
            "loss_val: 0.6553\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 1.7067s\n",
            "Epoch: 0457\n",
            "Model training :\n",
            "loss_train: 0.6557\n",
            "acc_train: 0.9039\n",
            "auc_roc_train: 0.8765\n",
            "auc_pr_train: 0.7873\n",
            "Model validation :\n",
            "loss_val: 0.6547\n",
            "acc_val: 0.8968\n",
            "auc_roc_val: 0.8686\n",
            "auc_pr_val: 0.7736\n",
            "time: 2.3398s\n",
            "Epoch: 0458\n",
            "Model training :\n",
            "loss_train: 0.6593\n",
            "acc_train: 0.9011\n",
            "auc_roc_train: 0.8736\n",
            "auc_pr_train: 0.7809\n",
            "Model validation :\n",
            "loss_val: 0.6540\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 2.3983s\n",
            "Epoch: 0459\n",
            "Model training :\n",
            "loss_train: 0.6603\n",
            "acc_train: 0.9012\n",
            "auc_roc_train: 0.8738\n",
            "auc_pr_train: 0.7810\n",
            "Model validation :\n",
            "loss_val: 0.6538\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7825\n",
            "time: 1.8687s\n",
            "Epoch: 0460\n",
            "Model training :\n",
            "loss_train: 0.6523\n",
            "acc_train: 0.9040\n",
            "auc_roc_train: 0.8764\n",
            "auc_pr_train: 0.7877\n",
            "Model validation :\n",
            "loss_val: 0.6535\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7825\n",
            "time: 1.7274s\n",
            "Epoch: 0461\n",
            "Model training :\n",
            "loss_train: 0.6592\n",
            "acc_train: 0.9029\n",
            "auc_roc_train: 0.8743\n",
            "auc_pr_train: 0.7858\n",
            "Model validation :\n",
            "loss_val: 0.6526\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7825\n",
            "time: 1.6932s\n",
            "Epoch: 0462\n",
            "Model training :\n",
            "loss_train: 0.6629\n",
            "acc_train: 0.9045\n",
            "auc_roc_train: 0.8755\n",
            "auc_pr_train: 0.7896\n",
            "Model validation :\n",
            "loss_val: 0.6517\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 1.8718s\n",
            "Epoch: 0463\n",
            "Model training :\n",
            "loss_train: 0.6507\n",
            "acc_train: 0.9030\n",
            "auc_roc_train: 0.8756\n",
            "auc_pr_train: 0.7852\n",
            "Model validation :\n",
            "loss_val: 0.6511\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7796\n",
            "time: 1.6855s\n",
            "Epoch: 0464\n",
            "Model training :\n",
            "loss_train: 0.6584\n",
            "acc_train: 0.9021\n",
            "auc_roc_train: 0.8751\n",
            "auc_pr_train: 0.7829\n",
            "Model validation :\n",
            "loss_val: 0.6510\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7811\n",
            "time: 2.2503s\n",
            "Epoch: 0465\n",
            "Model training :\n",
            "loss_train: 0.6529\n",
            "acc_train: 0.9014\n",
            "auc_roc_train: 0.8743\n",
            "auc_pr_train: 0.7813\n",
            "Model validation :\n",
            "loss_val: 0.6511\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7796\n",
            "time: 2.2376s\n",
            "Epoch: 0466\n",
            "Model training :\n",
            "loss_train: 0.6570\n",
            "acc_train: 0.9033\n",
            "auc_roc_train: 0.8755\n",
            "auc_pr_train: 0.7861\n",
            "Model validation :\n",
            "loss_val: 0.6516\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7782\n",
            "time: 1.8050s\n",
            "Epoch: 0467\n",
            "Model training :\n",
            "loss_train: 0.6584\n",
            "acc_train: 0.9040\n",
            "auc_roc_train: 0.8750\n",
            "auc_pr_train: 0.7886\n",
            "Model validation :\n",
            "loss_val: 0.6521\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7800\n",
            "time: 1.8858s\n",
            "Epoch: 0468\n",
            "Model training :\n",
            "loss_train: 0.6561\n",
            "acc_train: 0.9018\n",
            "auc_roc_train: 0.8741\n",
            "auc_pr_train: 0.7827\n",
            "Model validation :\n",
            "loss_val: 0.6532\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8697\n",
            "auc_pr_val: 0.7771\n",
            "time: 1.6922s\n",
            "Epoch: 0469\n",
            "Model training :\n",
            "loss_train: 0.6547\n",
            "acc_train: 0.9027\n",
            "auc_roc_train: 0.8749\n",
            "auc_pr_train: 0.7846\n",
            "Model validation :\n",
            "loss_val: 0.6540\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8702\n",
            "auc_pr_val: 0.7789\n",
            "time: 1.9462s\n",
            "Epoch: 0470\n",
            "Model training :\n",
            "loss_train: 0.6468\n",
            "acc_train: 0.9061\n",
            "auc_roc_train: 0.8771\n",
            "auc_pr_train: 0.7934\n",
            "Model validation :\n",
            "loss_val: 0.6543\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8708\n",
            "auc_pr_val: 0.7807\n",
            "time: 1.7800s\n",
            "Epoch: 0471\n",
            "Model training :\n",
            "loss_train: 0.6504\n",
            "acc_train: 0.9050\n",
            "auc_roc_train: 0.8774\n",
            "auc_pr_train: 0.7900\n",
            "Model validation :\n",
            "loss_val: 0.6540\n",
            "acc_val: 0.8975\n",
            "auc_roc_val: 0.8691\n",
            "auc_pr_val: 0.7753\n",
            "time: 2.6658s\n",
            "Epoch: 0472\n",
            "Model training :\n",
            "loss_train: 0.6522\n",
            "acc_train: 0.9047\n",
            "auc_roc_train: 0.8772\n",
            "auc_pr_train: 0.7890\n",
            "Model validation :\n",
            "loss_val: 0.6536\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7782\n",
            "time: 1.6992s\n",
            "Epoch: 0473\n",
            "Model training :\n",
            "loss_train: 0.6522\n",
            "acc_train: 0.9042\n",
            "auc_roc_train: 0.8762\n",
            "auc_pr_train: 0.7883\n",
            "Model validation :\n",
            "loss_val: 0.6533\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7782\n",
            "time: 1.8517s\n",
            "Epoch: 0474\n",
            "Model training :\n",
            "loss_train: 0.6574\n",
            "acc_train: 0.9024\n",
            "auc_roc_train: 0.8749\n",
            "auc_pr_train: 0.7838\n",
            "Model validation :\n",
            "loss_val: 0.6529\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8713\n",
            "auc_pr_val: 0.7782\n",
            "time: 1.7755s\n",
            "Epoch: 0475\n",
            "Model training :\n",
            "loss_train: 0.6562\n",
            "acc_train: 0.9028\n",
            "auc_roc_train: 0.8763\n",
            "auc_pr_train: 0.7840\n",
            "Model validation :\n",
            "loss_val: 0.6530\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7829\n",
            "time: 1.6752s\n",
            "Epoch: 0476\n",
            "Model training :\n",
            "loss_train: 0.6516\n",
            "acc_train: 0.9034\n",
            "auc_roc_train: 0.8758\n",
            "auc_pr_train: 0.7862\n",
            "Model validation :\n",
            "loss_val: 0.6534\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7853\n",
            "time: 1.9302s\n",
            "Epoch: 0477\n",
            "Model training :\n",
            "loss_train: 0.6530\n",
            "acc_train: 0.9059\n",
            "auc_roc_train: 0.8782\n",
            "auc_pr_train: 0.7921\n",
            "Model validation :\n",
            "loss_val: 0.6538\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7871\n",
            "time: 2.0739s\n",
            "Epoch: 0478\n",
            "Model training :\n",
            "loss_train: 0.6523\n",
            "acc_train: 0.9032\n",
            "auc_roc_train: 0.8753\n",
            "auc_pr_train: 0.7859\n",
            "Model validation :\n",
            "loss_val: 0.6538\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7871\n",
            "time: 2.2949s\n",
            "Epoch: 0479\n",
            "Model training :\n",
            "loss_train: 0.6581\n",
            "acc_train: 0.9045\n",
            "auc_roc_train: 0.8760\n",
            "auc_pr_train: 0.7893\n",
            "Model validation :\n",
            "loss_val: 0.6530\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7871\n",
            "time: 1.8191s\n",
            "Epoch: 0480\n",
            "Model training :\n",
            "loss_train: 0.6525\n",
            "acc_train: 0.9050\n",
            "auc_roc_train: 0.8773\n",
            "auc_pr_train: 0.7900\n",
            "Model validation :\n",
            "loss_val: 0.6521\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7814\n",
            "time: 1.7442s\n",
            "Epoch: 0481\n",
            "Model training :\n",
            "loss_train: 0.6490\n",
            "acc_train: 0.9040\n",
            "auc_roc_train: 0.8767\n",
            "auc_pr_train: 0.7874\n",
            "Model validation :\n",
            "loss_val: 0.6515\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7814\n",
            "time: 1.9003s\n",
            "Epoch: 0482\n",
            "Model training :\n",
            "loss_train: 0.6526\n",
            "acc_train: 0.9048\n",
            "auc_roc_train: 0.8768\n",
            "auc_pr_train: 0.7896\n",
            "Model validation :\n",
            "loss_val: 0.6513\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7779\n",
            "time: 1.7775s\n",
            "Epoch: 0483\n",
            "Model training :\n",
            "loss_train: 0.6511\n",
            "acc_train: 0.9053\n",
            "auc_roc_train: 0.8788\n",
            "auc_pr_train: 0.7899\n",
            "Model validation :\n",
            "loss_val: 0.6512\n",
            "acc_val: 0.8990\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7773\n",
            "time: 1.9593s\n",
            "Epoch: 0484\n",
            "Model training :\n",
            "loss_train: 0.6515\n",
            "acc_train: 0.9043\n",
            "auc_roc_train: 0.8767\n",
            "auc_pr_train: 0.7882\n",
            "Model validation :\n",
            "loss_val: 0.6510\n",
            "acc_val: 0.8982\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7758\n",
            "time: 2.3239s\n",
            "Epoch: 0485\n",
            "Model training :\n",
            "loss_train: 0.6542\n",
            "acc_train: 0.9033\n",
            "auc_roc_train: 0.8757\n",
            "auc_pr_train: 0.7859\n",
            "Model validation :\n",
            "loss_val: 0.6509\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7793\n",
            "time: 2.0686s\n",
            "Epoch: 0486\n",
            "Model training :\n",
            "loss_train: 0.6496\n",
            "acc_train: 0.9026\n",
            "auc_roc_train: 0.8756\n",
            "auc_pr_train: 0.7839\n",
            "Model validation :\n",
            "loss_val: 0.6508\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7829\n",
            "time: 1.9617s\n",
            "Epoch: 0487\n",
            "Model training :\n",
            "loss_train: 0.6457\n",
            "acc_train: 0.9042\n",
            "auc_roc_train: 0.8777\n",
            "auc_pr_train: 0.7874\n",
            "Model validation :\n",
            "loss_val: 0.6509\n",
            "acc_val: 0.8997\n",
            "auc_roc_val: 0.8719\n",
            "auc_pr_val: 0.7800\n",
            "time: 1.6879s\n",
            "Epoch: 0488\n",
            "Model training :\n",
            "loss_train: 0.6503\n",
            "acc_train: 0.9059\n",
            "auc_roc_train: 0.8784\n",
            "auc_pr_train: 0.7917\n",
            "Model validation :\n",
            "loss_val: 0.6508\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7818\n",
            "time: 1.7388s\n",
            "Epoch: 0489\n",
            "Model training :\n",
            "loss_train: 0.6580\n",
            "acc_train: 0.9029\n",
            "auc_roc_train: 0.8745\n",
            "auc_pr_train: 0.7856\n",
            "Model validation :\n",
            "loss_val: 0.6501\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7832\n",
            "time: 1.9076s\n",
            "Epoch: 0490\n",
            "Model training :\n",
            "loss_train: 0.6416\n",
            "acc_train: 0.9082\n",
            "auc_roc_train: 0.8810\n",
            "auc_pr_train: 0.7971\n",
            "Model validation :\n",
            "loss_val: 0.6498\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7829\n",
            "time: 1.7712s\n",
            "Epoch: 0491\n",
            "Model training :\n",
            "loss_train: 0.6444\n",
            "acc_train: 0.9059\n",
            "auc_roc_train: 0.8788\n",
            "auc_pr_train: 0.7914\n",
            "Model validation :\n",
            "loss_val: 0.6496\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7811\n",
            "time: 2.4127s\n",
            "Epoch: 0492\n",
            "Model training :\n",
            "loss_train: 0.6498\n",
            "acc_train: 0.9054\n",
            "auc_roc_train: 0.8777\n",
            "auc_pr_train: 0.7909\n",
            "Model validation :\n",
            "loss_val: 0.6496\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7829\n",
            "time: 2.0123s\n",
            "Epoch: 0493\n",
            "Model training :\n",
            "loss_train: 0.6495\n",
            "acc_train: 0.9063\n",
            "auc_roc_train: 0.8787\n",
            "auc_pr_train: 0.7929\n",
            "Model validation :\n",
            "loss_val: 0.6496\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7814\n",
            "time: 1.7122s\n",
            "Epoch: 0494\n",
            "Model training :\n",
            "loss_train: 0.6446\n",
            "acc_train: 0.9055\n",
            "auc_roc_train: 0.8788\n",
            "auc_pr_train: 0.7904\n",
            "Model validation :\n",
            "loss_val: 0.6499\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7850\n",
            "time: 1.7271s\n",
            "Epoch: 0495\n",
            "Model training :\n",
            "loss_train: 0.6535\n",
            "acc_train: 0.9036\n",
            "auc_roc_train: 0.8765\n",
            "auc_pr_train: 0.7862\n",
            "Model validation :\n",
            "loss_val: 0.6501\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8730\n",
            "auc_pr_val: 0.7814\n",
            "time: 1.7015s\n",
            "Epoch: 0496\n",
            "Model training :\n",
            "loss_train: 0.6480\n",
            "acc_train: 0.9053\n",
            "auc_roc_train: 0.8778\n",
            "auc_pr_train: 0.7905\n",
            "Model validation :\n",
            "loss_val: 0.6503\n",
            "acc_val: 0.9026\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7871\n",
            "time: 2.2525s\n",
            "Epoch: 0497\n",
            "Model training :\n",
            "loss_train: 0.6483\n",
            "acc_train: 0.9079\n",
            "auc_roc_train: 0.8801\n",
            "auc_pr_train: 0.7966\n",
            "Model validation :\n",
            "loss_val: 0.6498\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7853\n",
            "time: 2.4701s\n",
            "Epoch: 0498\n",
            "Model training :\n",
            "loss_train: 0.6439\n",
            "acc_train: 0.9057\n",
            "auc_roc_train: 0.8784\n",
            "auc_pr_train: 0.7912\n",
            "Model validation :\n",
            "loss_val: 0.6494\n",
            "acc_val: 0.9004\n",
            "auc_roc_val: 0.8724\n",
            "auc_pr_val: 0.7818\n",
            "time: 2.3657s\n",
            "Epoch: 0499\n",
            "Model training :\n",
            "loss_train: 0.6466\n",
            "acc_train: 0.9042\n",
            "auc_roc_train: 0.8767\n",
            "auc_pr_train: 0.7880\n",
            "Model validation :\n",
            "loss_val: 0.6489\n",
            "acc_val: 0.9019\n",
            "auc_roc_val: 0.8741\n",
            "auc_pr_val: 0.7850\n",
            "time: 1.8978s\n",
            "Epoch: 0500\n",
            "Model training :\n",
            "loss_train: 0.6455\n",
            "acc_train: 0.9053\n",
            "auc_roc_train: 0.8776\n",
            "auc_pr_train: 0.7906\n",
            "Model validation :\n",
            "loss_val: 0.6485\n",
            "acc_val: 0.9012\n",
            "auc_roc_val: 0.8735\n",
            "auc_pr_val: 0.7832\n",
            "time: 1.7008s\n",
            "Optimization Finished!\n",
            "Total time elapsed: 981.7109s\n"
          ]
        }
      ],
      "source": [
        "!python /content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/main.py --layers 8 --mode s --dataset Elliptic --hidden 128 --dropout 0.1"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8wqqIOVJGHWs"
      },
      "source": [
        "# Amazon"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "olb-OuGFB_qZ"
      },
      "outputs": [],
      "source": [
        "!unrar x /content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/data/Amazon/Amazon.rar"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "E8a5911d5Ae2"
      },
      "outputs": [],
      "source": [
        "!python /content/drive/MyDrive/Anomaly_detection_GNN/code/Anomaly_detection_AdaGNN/main.py --layers 8 --mode s --dataset Amazon  --dropout 0.1"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [
        "18A5MCCOhCIm"
      ],
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}