exp2_final_learnable_parameter.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "mount_file_id": "1_xuORwxPcswoT8-IzRFDhm3QfKJzbLo0",
      "authorship_tag": "ABX9TyOlnPoXMEkkfphVMgZo69T9",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mkxdxdxd/CSED499I/blob/main/exp2_final_learnable_parameter.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip show javalang\n",
        "!pip install javalang\n",
        "import os"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7ZilqUV-1xH3",
        "outputId": "4434f020-d024-49bb-a745-568a8799fcfd"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[33mWARNING: Package(s) not found: javalang\u001b[0m\u001b[33m\n",
            "\u001b[0mCollecting javalang\n",
            "  Downloading javalang-0.13.0-py3-none-any.whl (22 kB)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from javalang) (1.16.0)\n",
            "Installing collected packages: javalang\n",
            "Successfully installed javalang-0.13.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q6-1gBmVfIm1"
      },
      "source": [
        "#1. Settings\n",
        "\n",
        "### 1) import required"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q7OuLdfZ6tjW",
        "outputId": "52d539ee-1685-4252-c661-b2d81823c5c2"
      },
      "execution_count": 2,
      "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"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "JddteeRyYVpo"
      },
      "outputs": [],
      "source": [
        "import pickle\n",
        "import pandas as pd\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "import numpy as np\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import torch.nn.init as init\n",
        "import torchvision.datasets as dset\n",
        "import torchvision.transforms as transforms\n",
        "from torch.utils.data import DataLoader, TensorDataset\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib as mpl"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "Mi0QtLBpuD0X"
      },
      "outputs": [],
      "source": [
        "data = pd.read_pickle('/content/drive/MyDrive/Colab Notebooks/dataset.pkl')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Gk0FmC1CYmjH",
        "outputId": "f7cb1872-75d1-4c8b-b525-8e4ca374bc46"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Index(['SubjectID', 'AssignmentID', 'ProblemID', 'CodeStateID', 'Score_x',\n",
            "       'Code', 'Code-ast', 'code-astnn', 'code-embedding', 'Score_y',\n",
            "       'embedding', 'astnn', 'prompt', 'prompt-embedding', 'input'],\n",
            "      dtype='object')\n"
          ]
        }
      ],
      "source": [
        "print(data.columns)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 2) Hyperparmeters"
      ],
      "metadata": {
        "id": "icqASpS72jlq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "input_size=768\n",
        "hidden_size=100\n",
        "num_layers=3\n",
        "output_size=200\n",
        "bidirectional=False\n",
        "batch_first=True"
      ],
      "metadata": {
        "id": "lfN65-hA18Gt"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "xQcvL_4aEMa-"
      },
      "outputs": [],
      "source": [
        "learning_rate = 1e-2\n",
        "batch_size = 35\n",
        "epochs = 1500"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 3) Data preprocessing"
      ],
      "metadata": {
        "id": "jNbYGl-H2mAl"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eYEyDe7fbs2I",
        "outputId": "ddfb03f0-8bf7-45d0-b72c-2ce1feb1b052"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                              SubjectID  \\\n",
            "0      04c32d4d95425f73b3a1d6502aed4d48   \n",
            "1      04c32d4d95425f73b3a1d6502aed4d48   \n",
            "2      04c32d4d95425f73b3a1d6502aed4d48   \n",
            "3      04c32d4d95425f73b3a1d6502aed4d48   \n",
            "4      04c32d4d95425f73b3a1d6502aed4d48   \n",
            "...                                 ...   \n",
            "39791  ffb72475a81de0e95b910ffad039f5c2   \n",
            "39792  ffb72475a81de0e95b910ffad039f5c2   \n",
            "39793  ffb72475a81de0e95b910ffad039f5c2   \n",
            "39794  ffb72475a81de0e95b910ffad039f5c2   \n",
            "39795  ffb72475a81de0e95b910ffad039f5c2   \n",
            "\n",
            "                                        prompt-embedding  \\\n",
            "0      [0.007758622, -0.02058616, 0.051114812, 0.0035...   \n",
            "1      [0.0004377277, -0.025701463, 0.05109195, 0.003...   \n",
            "2      [0.0004377277, -0.025701463, 0.05109195, 0.003...   \n",
            "3      [0.019149723, -0.0023263248, 0.052457552, 0.01...   \n",
            "4      [0.019149723, -0.0023263248, 0.052457552, 0.01...   \n",
            "...                                                  ...   \n",
            "39791  [-0.010156284, -0.011037813, 0.0460355, 0.0212...   \n",
            "39792  [-0.010156284, -0.011037813, 0.0460355, 0.0212...   \n",
            "39793  [-0.0034702425, -0.01716824, 0.03857485, -0.00...   \n",
            "39794  [-0.015275561, -0.050524827, 0.04847367, 0.033...   \n",
            "39795  [-0.018430788, -0.042654045, 0.057397444, -0.0...   \n",
            "\n",
            "                                               embedding  \n",
            "0      [0.53723663, 0.85902363, 0.7639073, 0.29109484...  \n",
            "1      [0.4605768, 0.6272869, 0.73869926, 0.20308065,...  \n",
            "2      [0.56166804, 0.39122367, 0.7709216, 0.18991716...  \n",
            "3      [0.3725777, 0.19787003, -0.035944805, 0.091237...  \n",
            "4      [0.5158825, 0.3725396, 0.5538663, 0.008917546,...  \n",
            "...                                                  ...  \n",
            "39791  [0.31952354, 0.84575343, 0.4020236, 0.8125114,...  \n",
            "39792  [0.22181384, 0.81531644, 0.4416912, 0.04160297...  \n",
            "39793  [0.7695083, -0.076882124, 0.3751039, 0.3293874...  \n",
            "39794  [0.92985016, 0.20381436, 0.93715507, 0.3469063...  \n",
            "39795  [0.78830254, 0.795704, 0.7019, 0.21865667, 0.9...  \n",
            "\n",
            "[39796 rows x 3 columns]\n"
          ]
        }
      ],
      "source": [
        "data_stu_code = data[['SubjectID', 'prompt-embedding', 'embedding']]\n",
        "print(data_stu_code)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "SL1xsiPJq8mk"
      },
      "outputs": [],
      "source": [
        "grouped = data_stu_code.groupby('SubjectID')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "LmmT7kE2f7kt"
      },
      "outputs": [],
      "source": [
        "students_data ={}\n",
        "for subject_id, group in grouped:\n",
        "    #print(group['prompt-embedding'])\n",
        "    embeddings = group['prompt-embedding'].tolist()  # Converting string representations of lists back to lists\n",
        "    labels = group['embedding'].tolist()\n",
        "\n",
        "    embeddings = np.array(embeddings, dtype=np.float32)\n",
        "    labels = np.array(labels, dtype=np.float32)\n",
        "\n",
        "    students_data[subject_id] = (embeddings, labels)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 2. Training"
      ],
      "metadata": {
        "id": "V9q6W4vh2zeX"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 1) Model"
      ],
      "metadata": {
        "id": "aELJ5pEE226M"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "wqoSTebBfsJ8"
      },
      "outputs": [],
      "source": [
        "#2-2; learnable parameter\n",
        "# class LSTMModel(nn.Module):\n",
        "#   def __init__(self, input_size, hidden_size, num_layers, output_size):\n",
        "#      super().__init__()\n",
        "#      self.input_size, self.hidden_size, self.output_size = input_size, hidden_size, output_size\n",
        "#      self.num_layers = num_layers\n",
        "#      self.num_directions = 2 if bidirectional else 1\n",
        "#      self.lstm = nn.LSTM(input_size=self.input_size, hidden_size = self.hidden_size, num_layers=self.num_layers, bidirectional=bidirectional, batch_first=True)\n",
        "#      self.linear = nn.Linear(self.hidden_size * self.num_directions, output_size)\n",
        "\n",
        "#      #define learnable parameters\n",
        "#      self.h0 = nn.Parameter(torch.zeros(self.num_layers, 1, self.hidden_size))\n",
        "#      self.c0 = nn.Parameter(torch.zeros(self.num_layers, 1, self.hidden_size))\n",
        "\n",
        "#   def forward(self, x):\n",
        "#     x, _ = self.lstm(x, (self.h0, self.c0))\n",
        "#     output = self.linear(x)\n",
        "#     return output\n",
        "\n",
        "#2-1: h0 set to\n",
        "class LSTMModel(nn.Module):\n",
        "  def __init__(self, input_size, hidden_size, num_layers, output_size):\n",
        "     super().__init__()\n",
        "     self.input_size, self.hidden_size, self.output_size = input_size, hidden_size, output_size\n",
        "     self.num_layers = num_layers\n",
        "     self.num_directions = 2 if bidirectional else 1\n",
        "     self.lstm = nn.LSTM(input_size=self.input_size, hidden_size = self.hidden_size, num_layers=self.num_layers, bidirectional=bidirectional, batch_first=True)\n",
        "     self.linear = nn.Linear(self.hidden_size * self.num_directions, output_size)\n",
        "\n",
        "  def forward(self, x):\n",
        "    x, _ = self.lstm(x)\n",
        "    output = self.linear(x)\n",
        "    return output"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 2) Training loop"
      ],
      "metadata": {
        "id": "KFmkdSh325TJ"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "Tfg0NB_ekTlf"
      },
      "outputs": [],
      "source": [
        "val_loss_history = {}\n",
        "train_loss_history = {}\n",
        "test_loss_history = {}\n",
        "def train_loop(dataloader, model, loss_fn, optimizer):\n",
        "    size = len(dataloader.dataset)\n",
        "    for batch, (X, y) in enumerate(dataloader):\n",
        "        # prediction and loss calculation\n",
        "        pred = model(X)\n",
        "        loss = loss_fn(pred, y)\n",
        "\n",
        "        # Backward propagation\n",
        "        optimizer.zero_grad()\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        if batch % 100 == 0:\n",
        "            loss, current = loss.item(), (batch + 1) * len(X)\n",
        "            if student_id not in train_loss_history:\n",
        "              train_loss_history[student_id] = []\n",
        "            train_loss_history[student_id].append(loss)\n",
        "            print(f\"Train loss: {loss:>8f}\")\n",
        "\n",
        "\n",
        "def val_loop(dataloader, model, loss_fn):\n",
        "    size = len(dataloader.dataset)\n",
        "    num_batches = len(dataloader)\n",
        "    val_loss, correct = 0, 0\n",
        "\n",
        "    with torch.no_grad():\n",
        "        for X, y in dataloader:\n",
        "            pred = model(X)\n",
        "            val_loss += loss_fn(pred, y).item() #calculate val loss\n",
        "\n",
        "    val_loss /= num_batches\n",
        "    if student_id not in val_loss_history:\n",
        "      val_loss_history[student_id] = []\n",
        "    val_loss_history[student_id].append(val_loss)\n",
        "    print(f\"val loss: {val_loss:>8f} \")\n",
        "\n",
        "def test_loop(dataloader, model, loss_fn):\n",
        "  size = len(dataloader.dataset)\n",
        "  num_batches = len(dataloader)\n",
        "  test_loss, correct = 0, 0\n",
        "\n",
        "  with torch.no_grad():\n",
        "      for X, y in dataloader:\n",
        "          pred = model(X)\n",
        "          test_loss += loss_fn(pred, y).item() #calculate val loss\n",
        "\n",
        "  test_loss /= num_batches\n",
        "  if student_id not in test_loss_history:\n",
        "    test_loss_history[student_id] = []\n",
        "  test_loss_history[student_id].append(test_loss)\n",
        "  print(f\"test loss: {test_loss:>8f} \\n\")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 3) Training"
      ],
      "metadata": {
        "id": "6t37HIDc28c8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model = {}\n",
        "test_loss_early_stopping = {}\n",
        "initial_h0 = {}\n",
        "initial_c0 = {}\n",
        "all_h0 = {}\n",
        "all_c0 = {}\n",
        "for student_id, _ in students_data.items():\n",
        "  one_student = students_data[student_id]\n",
        "  X = torch.tensor(one_student[0])\n",
        "  y = torch.tensor(one_student[1])\n",
        "\n",
        "  X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, shuffle=False) #training:test = 8:2\n",
        "  X_train, X_val, y_train, y_val = train_test_split(X_train, y_train,test_size=0.2, shuffle=False) #training:valid = 8:2 again\n",
        "\n",
        "  X_train = X_train.unsqueeze(0)  # Add a batch dimension\n",
        "  X_test = X_test.unsqueeze(0)\n",
        "  X_val = X_val.unsqueeze(0)\n",
        "\n",
        "  y_train = y_train.unsqueeze(0)\n",
        "  y_test = y_test.unsqueeze(0)\n",
        "  y_val = y_val.unsqueeze(0)\n",
        "\n",
        "  train_dataset = TensorDataset(X_train, y_train)\n",
        "  test_dataset = TensorDataset(X_test, y_test)\n",
        "  valid_dataset = TensorDataset(X_val, y_val)\n",
        "\n",
        "  dataloaders = {}\n",
        "  dataloaders['train'] = DataLoader(train_dataset, batch_size=batch_size, shuffle=False)\n",
        "  dataloaders['test'] = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)\n",
        "  dataloaders['valid'] = DataLoader(valid_dataset, batch_size=batch_size, shuffle=False)\n",
        "\n",
        "  device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
        "  model[student_id] = LSTMModel(input_size, hidden_size, num_layers, output_size).to(device)\n",
        "  loss_func = nn.MSELoss()\n",
        "  optimizer = torch.optim.Adam(model[student_id].parameters(), lr=learning_rate)\n",
        "\n",
        "  for t in range(epochs):\n",
        "    print(f\"Epoch {t+1}\\n-------------------------------\")\n",
        "    print(f\"Student_id: {student_id}\")\n",
        "    train_loop(dataloaders['train'], model[student_id], loss_func, optimizer)\n",
        "    val_loop(dataloaders['valid'], model[student_id], loss_func)\n",
        "    test_loop(dataloaders['test'], model[student_id], loss_func)\n",
        "    # if student_id not in all_h0:\n",
        "    #   all_h0[student_id] = []\n",
        "    # all_h0[student_id].append(model[student_id].h0)\n",
        "    # if student_id not in all_c0:\n",
        "    #   all_c0[student_id] = []\n",
        "    # all_c0[student_id].append(model[student_id].c0)\n",
        "  print(\"Done!\")\n",
        "\n",
        "  index_min = min(range(len(val_loss_history[student_id])), key=val_loss_history[student_id].__getitem__)\n",
        "  # print(\"Minimum for validation set\")\n",
        "  # print(\"epoch: \", index_min+1, \"value: \", min(val_loss_history[student_id]))\n",
        "  # print(\"test loss: \", test_loss_history[student_id][index_min]) #test loss for such epoch\n",
        "  test_loss_early_stopping[student_id] = test_loss_history[student_id][index_min]\n",
        "  # initial_h0[student_id] = all_h0[student_id][index_min]\n",
        "  # initial_c0[student_id] = all_c0[student_id][index_min]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vBKeyO4qCSRj",
        "outputId": "c977cd4e-d520-47b5-fd59-74fe9c71363b"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n",
            "\n",
            "Epoch 787\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005021\n",
            "val loss: 0.159309 \n",
            "test loss: 0.167347 \n",
            "\n",
            "Epoch 788\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005097\n",
            "val loss: 0.160065 \n",
            "test loss: 0.165524 \n",
            "\n",
            "Epoch 789\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005059\n",
            "val loss: 0.159572 \n",
            "test loss: 0.166457 \n",
            "\n",
            "Epoch 790\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004968\n",
            "val loss: 0.159459 \n",
            "test loss: 0.167527 \n",
            "\n",
            "Epoch 791\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005092\n",
            "val loss: 0.161105 \n",
            "test loss: 0.164413 \n",
            "\n",
            "Epoch 792\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005216\n",
            "val loss: 0.159479 \n",
            "test loss: 0.166590 \n",
            "\n",
            "Epoch 793\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004934\n",
            "val loss: 0.158594 \n",
            "test loss: 0.169334 \n",
            "\n",
            "Epoch 794\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005311\n",
            "val loss: 0.161761 \n",
            "test loss: 0.163342 \n",
            "\n",
            "Epoch 795\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005639\n",
            "val loss: 0.160284 \n",
            "test loss: 0.163992 \n",
            "\n",
            "Epoch 796\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005416\n",
            "val loss: 0.157820 \n",
            "test loss: 0.170500 \n",
            "\n",
            "Epoch 797\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005363\n",
            "val loss: 0.159677 \n",
            "test loss: 0.167563 \n",
            "\n",
            "Epoch 798\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004973\n",
            "val loss: 0.162149 \n",
            "test loss: 0.164811 \n",
            "\n",
            "Epoch 799\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005175\n",
            "val loss: 0.159880 \n",
            "test loss: 0.166248 \n",
            "\n",
            "Epoch 800\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004946\n",
            "val loss: 0.158787 \n",
            "test loss: 0.167188 \n",
            "\n",
            "Epoch 801\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005050\n",
            "val loss: 0.160647 \n",
            "test loss: 0.164385 \n",
            "\n",
            "Epoch 802\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005161\n",
            "val loss: 0.159877 \n",
            "test loss: 0.165979 \n",
            "\n",
            "Epoch 803\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004952\n",
            "val loss: 0.159094 \n",
            "test loss: 0.169497 \n",
            "\n",
            "Epoch 804\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005331\n",
            "val loss: 0.161464 \n",
            "test loss: 0.164309 \n",
            "\n",
            "Epoch 805\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005194\n",
            "val loss: 0.160473 \n",
            "test loss: 0.164563 \n",
            "\n",
            "Epoch 806\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005127\n",
            "val loss: 0.157722 \n",
            "test loss: 0.169301 \n",
            "\n",
            "Epoch 807\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005204\n",
            "val loss: 0.159472 \n",
            "test loss: 0.166426 \n",
            "\n",
            "Epoch 808\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004873\n",
            "val loss: 0.161591 \n",
            "test loss: 0.165120 \n",
            "\n",
            "Epoch 809\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005033\n",
            "val loss: 0.160012 \n",
            "test loss: 0.167448 \n",
            "\n",
            "Epoch 810\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004873\n",
            "val loss: 0.159150 \n",
            "test loss: 0.167679 \n",
            "\n",
            "Epoch 811\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004900\n",
            "val loss: 0.160558 \n",
            "test loss: 0.164858 \n",
            "\n",
            "Epoch 812\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004978\n",
            "val loss: 0.160513 \n",
            "test loss: 0.165991 \n",
            "\n",
            "Epoch 813\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004817\n",
            "val loss: 0.160111 \n",
            "test loss: 0.168557 \n",
            "\n",
            "Epoch 814\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005017\n",
            "val loss: 0.161684 \n",
            "test loss: 0.165618 \n",
            "\n",
            "Epoch 815\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004988\n",
            "val loss: 0.160427 \n",
            "test loss: 0.166227 \n",
            "\n",
            "Epoch 816\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004843\n",
            "val loss: 0.158742 \n",
            "test loss: 0.169265 \n",
            "\n",
            "Epoch 817\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005137\n",
            "val loss: 0.160701 \n",
            "test loss: 0.165111 \n",
            "\n",
            "Epoch 818\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004989\n",
            "val loss: 0.160917 \n",
            "test loss: 0.165647 \n",
            "\n",
            "Epoch 819\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004900\n",
            "val loss: 0.159646 \n",
            "test loss: 0.169726 \n",
            "\n",
            "Epoch 820\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005170\n",
            "val loss: 0.161190 \n",
            "test loss: 0.165862 \n",
            "\n",
            "Epoch 821\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004883\n",
            "val loss: 0.161048 \n",
            "test loss: 0.165529 \n",
            "\n",
            "Epoch 822\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004897\n",
            "val loss: 0.159667 \n",
            "test loss: 0.168715 \n",
            "\n",
            "Epoch 823\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004953\n",
            "val loss: 0.161060 \n",
            "test loss: 0.166768 \n",
            "\n",
            "Epoch 824\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004737\n",
            "val loss: 0.161602 \n",
            "test loss: 0.166045 \n",
            "\n",
            "Epoch 825\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004840\n",
            "val loss: 0.159896 \n",
            "test loss: 0.167864 \n",
            "\n",
            "Epoch 826\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004772\n",
            "val loss: 0.160113 \n",
            "test loss: 0.167074 \n",
            "\n",
            "Epoch 827\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004710\n",
            "val loss: 0.161165 \n",
            "test loss: 0.166227 \n",
            "\n",
            "Epoch 828\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004772\n",
            "val loss: 0.160635 \n",
            "test loss: 0.168034 \n",
            "\n",
            "Epoch 829\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004697\n",
            "val loss: 0.160622 \n",
            "test loss: 0.168008 \n",
            "\n",
            "Epoch 830\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004683\n",
            "val loss: 0.161246 \n",
            "test loss: 0.166654 \n",
            "\n",
            "Epoch 831\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004727\n",
            "val loss: 0.160580 \n",
            "test loss: 0.168125 \n",
            "\n",
            "Epoch 832\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004674\n",
            "val loss: 0.160793 \n",
            "test loss: 0.168141 \n",
            "\n",
            "Epoch 833\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004638\n",
            "val loss: 0.161382 \n",
            "test loss: 0.167797 \n",
            "\n",
            "Epoch 834\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004650\n",
            "val loss: 0.161207 \n",
            "test loss: 0.168742 \n",
            "\n",
            "Epoch 835\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004672\n",
            "val loss: 0.161496 \n",
            "test loss: 0.167373 \n",
            "\n",
            "Epoch 836\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004698\n",
            "val loss: 0.160722 \n",
            "test loss: 0.169003 \n",
            "\n",
            "Epoch 837\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004653\n",
            "val loss: 0.161388 \n",
            "test loss: 0.167840 \n",
            "\n",
            "Epoch 838\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004630\n",
            "val loss: 0.161259 \n",
            "test loss: 0.168903 \n",
            "\n",
            "Epoch 839\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004602\n",
            "val loss: 0.161420 \n",
            "test loss: 0.168182 \n",
            "\n",
            "Epoch 840\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004594\n",
            "val loss: 0.161002 \n",
            "test loss: 0.168980 \n",
            "\n",
            "Epoch 841\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004595\n",
            "val loss: 0.161433 \n",
            "test loss: 0.167684 \n",
            "\n",
            "Epoch 842\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004655\n",
            "val loss: 0.160835 \n",
            "test loss: 0.169792 \n",
            "\n",
            "Epoch 843\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004740\n",
            "val loss: 0.162180 \n",
            "test loss: 0.166574 \n",
            "\n",
            "Epoch 844\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005115\n",
            "val loss: 0.160895 \n",
            "test loss: 0.168750 \n",
            "\n",
            "Epoch 845\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004561\n",
            "val loss: 0.160501 \n",
            "test loss: 0.171164 \n",
            "\n",
            "Epoch 846\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005140\n",
            "val loss: 0.163813 \n",
            "test loss: 0.164172 \n",
            "\n",
            "Epoch 847\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.006018\n",
            "val loss: 0.162143 \n",
            "test loss: 0.163226 \n",
            "\n",
            "Epoch 848\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.006076\n",
            "val loss: 0.158840 \n",
            "test loss: 0.167979 \n",
            "\n",
            "Epoch 849\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005704\n",
            "val loss: 0.160344 \n",
            "test loss: 0.173706 \n",
            "\n",
            "Epoch 850\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005402\n",
            "val loss: 0.163334 \n",
            "test loss: 0.174217 \n",
            "\n",
            "Epoch 851\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005688\n",
            "val loss: 0.165682 \n",
            "test loss: 0.164861 \n",
            "\n",
            "Epoch 852\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005310\n",
            "val loss: 0.161819 \n",
            "test loss: 0.162826 \n",
            "\n",
            "Epoch 853\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005391\n",
            "val loss: 0.158065 \n",
            "test loss: 0.167258 \n",
            "\n",
            "Epoch 854\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005170\n",
            "val loss: 0.160720 \n",
            "test loss: 0.171771 \n",
            "\n",
            "Epoch 855\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005484\n",
            "val loss: 0.166065 \n",
            "test loss: 0.165184 \n",
            "\n",
            "Epoch 856\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005355\n",
            "val loss: 0.163202 \n",
            "test loss: 0.165238 \n",
            "\n",
            "Epoch 857\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005264\n",
            "val loss: 0.157009 \n",
            "test loss: 0.169632 \n",
            "\n",
            "Epoch 858\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005106\n",
            "val loss: 0.157666 \n",
            "test loss: 0.170491 \n",
            "\n",
            "Epoch 859\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005716\n",
            "val loss: 0.161680 \n",
            "test loss: 0.165378 \n",
            "\n",
            "Epoch 860\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005250\n",
            "val loss: 0.162131 \n",
            "test loss: 0.165812 \n",
            "\n",
            "Epoch 861\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005345\n",
            "val loss: 0.160035 \n",
            "test loss: 0.168551 \n",
            "\n",
            "Epoch 862\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005147\n",
            "val loss: 0.158704 \n",
            "test loss: 0.169270 \n",
            "\n",
            "Epoch 863\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005107\n",
            "val loss: 0.160472 \n",
            "test loss: 0.165012 \n",
            "\n",
            "Epoch 864\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005025\n",
            "val loss: 0.160552 \n",
            "test loss: 0.164602 \n",
            "\n",
            "Epoch 865\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005005\n",
            "val loss: 0.161457 \n",
            "test loss: 0.168376 \n",
            "\n",
            "Epoch 866\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004877\n",
            "val loss: 0.161728 \n",
            "test loss: 0.169443 \n",
            "\n",
            "Epoch 867\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004903\n",
            "val loss: 0.161294 \n",
            "test loss: 0.167754 \n",
            "\n",
            "Epoch 868\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004794\n",
            "val loss: 0.159302 \n",
            "test loss: 0.167155 \n",
            "\n",
            "Epoch 869\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004776\n",
            "val loss: 0.158528 \n",
            "test loss: 0.167183 \n",
            "\n",
            "Epoch 870\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004759\n",
            "val loss: 0.159609 \n",
            "test loss: 0.166255 \n",
            "\n",
            "Epoch 871\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004746\n",
            "val loss: 0.160222 \n",
            "test loss: 0.168010 \n",
            "\n",
            "Epoch 872\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004646\n",
            "val loss: 0.160249 \n",
            "test loss: 0.169699 \n",
            "\n",
            "Epoch 873\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004699\n",
            "val loss: 0.161119 \n",
            "test loss: 0.166937 \n",
            "\n",
            "Epoch 874\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004682\n",
            "val loss: 0.160784 \n",
            "test loss: 0.167402 \n",
            "\n",
            "Epoch 875\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004567\n",
            "val loss: 0.159925 \n",
            "test loss: 0.169193 \n",
            "\n",
            "Epoch 876\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004670\n",
            "val loss: 0.160275 \n",
            "test loss: 0.166859 \n",
            "\n",
            "Epoch 877\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004759\n",
            "val loss: 0.160235 \n",
            "test loss: 0.167709 \n",
            "\n",
            "Epoch 878\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004502\n",
            "val loss: 0.160083 \n",
            "test loss: 0.168946 \n",
            "\n",
            "Epoch 879\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004680\n",
            "val loss: 0.160772 \n",
            "test loss: 0.166351 \n",
            "\n",
            "Epoch 880\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004888\n",
            "val loss: 0.159663 \n",
            "test loss: 0.168334 \n",
            "\n",
            "Epoch 881\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004544\n",
            "val loss: 0.160267 \n",
            "test loss: 0.171424 \n",
            "\n",
            "Epoch 882\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005444\n",
            "val loss: 0.162634 \n",
            "test loss: 0.164076 \n",
            "\n",
            "Epoch 883\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005371\n",
            "val loss: 0.161592 \n",
            "test loss: 0.164172 \n",
            "\n",
            "Epoch 884\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005579\n",
            "val loss: 0.158169 \n",
            "test loss: 0.168887 \n",
            "\n",
            "Epoch 885\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005064\n",
            "val loss: 0.159359 \n",
            "test loss: 0.173878 \n",
            "\n",
            "Epoch 886\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005148\n",
            "val loss: 0.161869 \n",
            "test loss: 0.169084 \n",
            "\n",
            "Epoch 887\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004739\n",
            "val loss: 0.163507 \n",
            "test loss: 0.164444 \n",
            "\n",
            "Epoch 888\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.005020\n",
            "val loss: 0.159742 \n",
            "test loss: 0.165159 \n",
            "\n",
            "Epoch 889\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004748\n",
            "val loss: 0.157772 \n",
            "test loss: 0.169243 \n",
            "\n",
            "Epoch 890\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004946\n",
            "val loss: 0.160248 \n",
            "test loss: 0.167480 \n",
            "\n",
            "Epoch 891\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004585\n",
            "val loss: 0.162749 \n",
            "test loss: 0.166290 \n",
            "\n",
            "Epoch 892\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004782\n",
            "val loss: 0.160885 \n",
            "test loss: 0.167754 \n",
            "\n",
            "Epoch 893\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004545\n",
            "val loss: 0.158718 \n",
            "test loss: 0.169129 \n",
            "\n",
            "Epoch 894\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004735\n",
            "val loss: 0.158644 \n",
            "test loss: 0.166616 \n",
            "\n",
            "Epoch 895\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004552\n",
            "val loss: 0.159946 \n",
            "test loss: 0.166963 \n",
            "\n",
            "Epoch 896\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004572\n",
            "val loss: 0.160813 \n",
            "test loss: 0.169543 \n",
            "\n",
            "Epoch 897\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004537\n",
            "val loss: 0.161213 \n",
            "test loss: 0.168736 \n",
            "\n",
            "Epoch 898\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004460\n",
            "val loss: 0.160370 \n",
            "test loss: 0.167180 \n",
            "\n",
            "Epoch 899\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004519\n",
            "val loss: 0.159259 \n",
            "test loss: 0.168642 \n",
            "\n",
            "Epoch 900\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004418\n",
            "val loss: 0.159644 \n",
            "test loss: 0.169145 \n",
            "\n",
            "Epoch 901\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004478\n",
            "val loss: 0.161606 \n",
            "test loss: 0.166581 \n",
            "\n",
            "Epoch 902\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004476\n",
            "val loss: 0.161263 \n",
            "test loss: 0.168135 \n",
            "\n",
            "Epoch 903\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004356\n",
            "val loss: 0.159720 \n",
            "test loss: 0.170448 \n",
            "\n",
            "Epoch 904\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004492\n",
            "val loss: 0.159611 \n",
            "test loss: 0.167171 \n",
            "\n",
            "Epoch 905\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004437\n",
            "val loss: 0.159968 \n",
            "test loss: 0.166955 \n",
            "\n",
            "Epoch 906\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004326\n",
            "val loss: 0.160254 \n",
            "test loss: 0.169370 \n",
            "\n",
            "Epoch 907\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004503\n",
            "val loss: 0.161115 \n",
            "test loss: 0.167448 \n",
            "\n",
            "Epoch 908\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004511\n",
            "val loss: 0.160551 \n",
            "test loss: 0.168398 \n",
            "\n",
            "Epoch 909\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004304\n",
            "val loss: 0.160272 \n",
            "test loss: 0.170372 \n",
            "\n",
            "Epoch 910\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004677\n",
            "val loss: 0.161615 \n",
            "test loss: 0.166405 \n",
            "\n",
            "Epoch 911\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004631\n",
            "val loss: 0.161438 \n",
            "test loss: 0.167478 \n",
            "\n",
            "Epoch 912\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004435\n",
            "val loss: 0.160383 \n",
            "test loss: 0.171642 \n",
            "\n",
            "Epoch 913\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004935\n",
            "val loss: 0.161032 \n",
            "test loss: 0.167047 \n",
            "\n",
            "Epoch 914\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004436\n",
            "val loss: 0.161377 \n",
            "test loss: 0.166713 \n",
            "\n",
            "Epoch 915\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004497\n",
            "val loss: 0.160675 \n",
            "test loss: 0.170101 \n",
            "\n",
            "Epoch 916\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004509\n",
            "val loss: 0.161156 \n",
            "test loss: 0.168361 \n",
            "\n",
            "Epoch 917\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004254\n",
            "val loss: 0.161436 \n",
            "test loss: 0.166945 \n",
            "\n",
            "Epoch 918\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004448\n",
            "val loss: 0.160613 \n",
            "test loss: 0.169092 \n",
            "\n",
            "Epoch 919\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004249\n",
            "val loss: 0.160714 \n",
            "test loss: 0.169827 \n",
            "\n",
            "Epoch 920\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004359\n",
            "val loss: 0.161891 \n",
            "test loss: 0.167277 \n",
            "\n",
            "Epoch 921\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004363\n",
            "val loss: 0.161314 \n",
            "test loss: 0.168361 \n",
            "\n",
            "Epoch 922\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004228\n",
            "val loss: 0.160459 \n",
            "test loss: 0.170581 \n",
            "\n",
            "Epoch 923\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004433\n",
            "val loss: 0.161415 \n",
            "test loss: 0.167849 \n",
            "\n",
            "Epoch 924\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004271\n",
            "val loss: 0.161608 \n",
            "test loss: 0.168230 \n",
            "\n",
            "Epoch 925\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004240\n",
            "val loss: 0.161075 \n",
            "test loss: 0.170913 \n",
            "\n",
            "Epoch 926\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004380\n",
            "val loss: 0.161779 \n",
            "test loss: 0.168668 \n",
            "\n",
            "Epoch 927\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004222\n",
            "val loss: 0.161825 \n",
            "test loss: 0.168424 \n",
            "\n",
            "Epoch 928\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004204\n",
            "val loss: 0.161220 \n",
            "test loss: 0.170605 \n",
            "\n",
            "Epoch 929\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004318\n",
            "val loss: 0.161920 \n",
            "test loss: 0.169049 \n",
            "\n",
            "Epoch 930\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004217\n",
            "val loss: 0.161979 \n",
            "test loss: 0.169044 \n",
            "\n",
            "Epoch 931\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004149\n",
            "val loss: 0.161481 \n",
            "test loss: 0.170306 \n",
            "\n",
            "Epoch 932\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004275\n",
            "val loss: 0.161944 \n",
            "test loss: 0.168752 \n",
            "\n",
            "Epoch 933\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004241\n",
            "val loss: 0.161797 \n",
            "test loss: 0.169735 \n",
            "\n",
            "Epoch 934\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004115\n",
            "val loss: 0.161667 \n",
            "test loss: 0.170489 \n",
            "\n",
            "Epoch 935\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004242\n",
            "val loss: 0.162377 \n",
            "test loss: 0.168222 \n",
            "\n",
            "Epoch 936\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004296\n",
            "val loss: 0.161830 \n",
            "test loss: 0.169837 \n",
            "\n",
            "Epoch 937\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004095\n",
            "val loss: 0.161712 \n",
            "test loss: 0.170879 \n",
            "\n",
            "Epoch 938\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004222\n",
            "val loss: 0.162749 \n",
            "test loss: 0.168283 \n",
            "\n",
            "Epoch 939\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004361\n",
            "val loss: 0.162127 \n",
            "test loss: 0.169749 \n",
            "\n",
            "Epoch 940\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004079\n",
            "val loss: 0.161660 \n",
            "test loss: 0.170977 \n",
            "\n",
            "Epoch 941\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004261\n",
            "val loss: 0.162768 \n",
            "test loss: 0.168135 \n",
            "\n",
            "Epoch 942\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004449\n",
            "val loss: 0.162330 \n",
            "test loss: 0.169635 \n",
            "\n",
            "Epoch 943\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004071\n",
            "val loss: 0.161747 \n",
            "test loss: 0.171992 \n",
            "\n",
            "Epoch 944\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004552\n",
            "val loss: 0.163387 \n",
            "test loss: 0.167776 \n",
            "\n",
            "Epoch 945\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004562\n",
            "val loss: 0.163007 \n",
            "test loss: 0.168474 \n",
            "\n",
            "Epoch 946\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004288\n",
            "val loss: 0.161447 \n",
            "test loss: 0.172931 \n",
            "\n",
            "Epoch 947\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004917\n",
            "val loss: 0.162917 \n",
            "test loss: 0.168665 \n",
            "\n",
            "Epoch 948\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004130\n",
            "val loss: 0.163515 \n",
            "test loss: 0.167453 \n",
            "\n",
            "Epoch 949\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004443\n",
            "val loss: 0.161899 \n",
            "test loss: 0.170697 \n",
            "\n",
            "Epoch 950\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004157\n",
            "val loss: 0.161871 \n",
            "test loss: 0.171120 \n",
            "\n",
            "Epoch 951\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004215\n",
            "val loss: 0.163565 \n",
            "test loss: 0.168102 \n",
            "\n",
            "Epoch 952\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004295\n",
            "val loss: 0.163200 \n",
            "test loss: 0.168940 \n",
            "\n",
            "Epoch 953\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004107\n",
            "val loss: 0.161991 \n",
            "test loss: 0.171770 \n",
            "\n",
            "Epoch 954\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004363\n",
            "val loss: 0.162911 \n",
            "test loss: 0.169519 \n",
            "\n",
            "Epoch 955\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004061\n",
            "val loss: 0.163362 \n",
            "test loss: 0.168324 \n",
            "\n",
            "Epoch 956\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004221\n",
            "val loss: 0.162344 \n",
            "test loss: 0.170485 \n",
            "\n",
            "Epoch 957\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004100\n",
            "val loss: 0.162633 \n",
            "test loss: 0.170858 \n",
            "\n",
            "Epoch 958\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004081\n",
            "val loss: 0.163681 \n",
            "test loss: 0.169279 \n",
            "\n",
            "Epoch 959\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004170\n",
            "val loss: 0.163117 \n",
            "test loss: 0.170199 \n",
            "\n",
            "Epoch 960\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004013\n",
            "val loss: 0.162672 \n",
            "test loss: 0.171377 \n",
            "\n",
            "Epoch 961\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004147\n",
            "val loss: 0.163861 \n",
            "test loss: 0.169628 \n",
            "\n",
            "Epoch 962\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004081\n",
            "val loss: 0.163733 \n",
            "test loss: 0.170159 \n",
            "\n",
            "Epoch 963\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004008\n",
            "val loss: 0.162887 \n",
            "test loss: 0.171580 \n",
            "\n",
            "Epoch 964\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004134\n",
            "val loss: 0.163570 \n",
            "test loss: 0.169779 \n",
            "\n",
            "Epoch 965\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004033\n",
            "val loss: 0.163526 \n",
            "test loss: 0.170246 \n",
            "\n",
            "Epoch 966\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003989\n",
            "val loss: 0.163086 \n",
            "test loss: 0.171631 \n",
            "\n",
            "Epoch 967\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004096\n",
            "val loss: 0.163969 \n",
            "test loss: 0.169719 \n",
            "\n",
            "Epoch 968\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004024\n",
            "val loss: 0.163728 \n",
            "test loss: 0.170326 \n",
            "\n",
            "Epoch 969\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003953\n",
            "val loss: 0.163189 \n",
            "test loss: 0.171697 \n",
            "\n",
            "Epoch 970\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004055\n",
            "val loss: 0.164103 \n",
            "test loss: 0.169864 \n",
            "\n",
            "Epoch 971\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004046\n",
            "val loss: 0.163854 \n",
            "test loss: 0.170670 \n",
            "\n",
            "Epoch 972\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003930\n",
            "val loss: 0.163443 \n",
            "test loss: 0.171473 \n",
            "\n",
            "Epoch 973\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003989\n",
            "val loss: 0.164084 \n",
            "test loss: 0.169984 \n",
            "\n",
            "Epoch 974\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004064\n",
            "val loss: 0.163762 \n",
            "test loss: 0.171154 \n",
            "\n",
            "Epoch 975\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003947\n",
            "val loss: 0.163877 \n",
            "test loss: 0.171047 \n",
            "\n",
            "Epoch 976\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003910\n",
            "val loss: 0.164082 \n",
            "test loss: 0.170432 \n",
            "\n",
            "Epoch 977\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003984\n",
            "val loss: 0.163625 \n",
            "test loss: 0.171713 \n",
            "\n",
            "Epoch 978\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003991\n",
            "val loss: 0.164351 \n",
            "test loss: 0.170381 \n",
            "\n",
            "Epoch 979\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003935\n",
            "val loss: 0.163994 \n",
            "test loss: 0.171198 \n",
            "\n",
            "Epoch 980\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003880\n",
            "val loss: 0.163739 \n",
            "test loss: 0.171519 \n",
            "\n",
            "Epoch 981\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003895\n",
            "val loss: 0.164277 \n",
            "test loss: 0.170455 \n",
            "\n",
            "Epoch 982\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003946\n",
            "val loss: 0.163937 \n",
            "test loss: 0.171817 \n",
            "\n",
            "Epoch 983\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003955\n",
            "val loss: 0.164445 \n",
            "test loss: 0.170700 \n",
            "\n",
            "Epoch 984\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003935\n",
            "val loss: 0.164009 \n",
            "test loss: 0.171691 \n",
            "\n",
            "Epoch 985\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003882\n",
            "val loss: 0.164307 \n",
            "test loss: 0.171118 \n",
            "\n",
            "Epoch 986\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003850\n",
            "val loss: 0.164323 \n",
            "test loss: 0.171347 \n",
            "\n",
            "Epoch 987\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003839\n",
            "val loss: 0.164214 \n",
            "test loss: 0.171740 \n",
            "\n",
            "Epoch 988\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003847\n",
            "val loss: 0.164560 \n",
            "test loss: 0.170983 \n",
            "\n",
            "Epoch 989\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003873\n",
            "val loss: 0.164205 \n",
            "test loss: 0.172012 \n",
            "\n",
            "Epoch 990\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003915\n",
            "val loss: 0.164845 \n",
            "test loss: 0.170635 \n",
            "\n",
            "Epoch 991\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003999\n",
            "val loss: 0.164166 \n",
            "test loss: 0.172456 \n",
            "\n",
            "Epoch 992\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004003\n",
            "val loss: 0.164995 \n",
            "test loss: 0.170469 \n",
            "\n",
            "Epoch 993\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004024\n",
            "val loss: 0.164348 \n",
            "test loss: 0.172206 \n",
            "\n",
            "Epoch 994\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003906\n",
            "val loss: 0.164769 \n",
            "test loss: 0.171129 \n",
            "\n",
            "Epoch 995\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003838\n",
            "val loss: 0.164658 \n",
            "test loss: 0.171609 \n",
            "\n",
            "Epoch 996\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003802\n",
            "val loss: 0.164852 \n",
            "test loss: 0.171635 \n",
            "\n",
            "Epoch 997\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003793\n",
            "val loss: 0.165018 \n",
            "test loss: 0.171451 \n",
            "\n",
            "Epoch 998\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003801\n",
            "val loss: 0.164710 \n",
            "test loss: 0.172024 \n",
            "\n",
            "Epoch 999\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003828\n",
            "val loss: 0.165195 \n",
            "test loss: 0.170849 \n",
            "\n",
            "Epoch 1000\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003894\n",
            "val loss: 0.164561 \n",
            "test loss: 0.172510 \n",
            "\n",
            "Epoch 1001\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003957\n",
            "val loss: 0.165456 \n",
            "test loss: 0.170496 \n",
            "\n",
            "Epoch 1002\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004055\n",
            "val loss: 0.164672 \n",
            "test loss: 0.172425 \n",
            "\n",
            "Epoch 1003\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003918\n",
            "val loss: 0.165187 \n",
            "test loss: 0.171149 \n",
            "\n",
            "Epoch 1004\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003826\n",
            "val loss: 0.165029 \n",
            "test loss: 0.172069 \n",
            "\n",
            "Epoch 1005\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003770\n",
            "val loss: 0.165414 \n",
            "test loss: 0.171779 \n",
            "\n",
            "Epoch 1006\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003754\n",
            "val loss: 0.165571 \n",
            "test loss: 0.171413 \n",
            "\n",
            "Epoch 1007\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003765\n",
            "val loss: 0.165112 \n",
            "test loss: 0.172325 \n",
            "\n",
            "Epoch 1008\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003800\n",
            "val loss: 0.165782 \n",
            "test loss: 0.171121 \n",
            "\n",
            "Epoch 1009\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003876\n",
            "val loss: 0.165168 \n",
            "test loss: 0.172600 \n",
            "\n",
            "Epoch 1010\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003932\n",
            "val loss: 0.165838 \n",
            "test loss: 0.170579 \n",
            "\n",
            "Epoch 1011\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003985\n",
            "val loss: 0.164961 \n",
            "test loss: 0.172652 \n",
            "\n",
            "Epoch 1012\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003851\n",
            "val loss: 0.165727 \n",
            "test loss: 0.171326 \n",
            "\n",
            "Epoch 1013\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003764\n",
            "val loss: 0.165675 \n",
            "test loss: 0.171800 \n",
            "\n",
            "Epoch 1014\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003723\n",
            "val loss: 0.165659 \n",
            "test loss: 0.172102 \n",
            "\n",
            "Epoch 1015\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003718\n",
            "val loss: 0.166017 \n",
            "test loss: 0.171640 \n",
            "\n",
            "Epoch 1016\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003741\n",
            "val loss: 0.165702 \n",
            "test loss: 0.172476 \n",
            "\n",
            "Epoch 1017\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003795\n",
            "val loss: 0.166267 \n",
            "test loss: 0.171044 \n",
            "\n",
            "Epoch 1018\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003887\n",
            "val loss: 0.165405 \n",
            "test loss: 0.172852 \n",
            "\n",
            "Epoch 1019\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003900\n",
            "val loss: 0.166445 \n",
            "test loss: 0.170893 \n",
            "\n",
            "Epoch 1020\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003902\n",
            "val loss: 0.165688 \n",
            "test loss: 0.172761 \n",
            "\n",
            "Epoch 1021\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003789\n",
            "val loss: 0.166027 \n",
            "test loss: 0.171503 \n",
            "\n",
            "Epoch 1022\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003717\n",
            "val loss: 0.166012 \n",
            "test loss: 0.171977 \n",
            "\n",
            "Epoch 1023\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003683\n",
            "val loss: 0.166368 \n",
            "test loss: 0.172285 \n",
            "\n",
            "Epoch 1024\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003679\n",
            "val loss: 0.166558 \n",
            "test loss: 0.171716 \n",
            "\n",
            "Epoch 1025\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003696\n",
            "val loss: 0.165910 \n",
            "test loss: 0.172621 \n",
            "\n",
            "Epoch 1026\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003738\n",
            "val loss: 0.166701 \n",
            "test loss: 0.171416 \n",
            "\n",
            "Epoch 1027\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003822\n",
            "val loss: 0.166028 \n",
            "test loss: 0.172952 \n",
            "\n",
            "Epoch 1028\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003877\n",
            "val loss: 0.166824 \n",
            "test loss: 0.170906 \n",
            "\n",
            "Epoch 1029\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003917\n",
            "val loss: 0.165997 \n",
            "test loss: 0.173060 \n",
            "\n",
            "Epoch 1030\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003780\n",
            "val loss: 0.166774 \n",
            "test loss: 0.171574 \n",
            "\n",
            "Epoch 1031\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003692\n",
            "val loss: 0.166550 \n",
            "test loss: 0.172382 \n",
            "\n",
            "Epoch 1032\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003649\n",
            "val loss: 0.166697 \n",
            "test loss: 0.172316 \n",
            "\n",
            "Epoch 1033\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003641\n",
            "val loss: 0.167075 \n",
            "test loss: 0.171864 \n",
            "\n",
            "Epoch 1034\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003661\n",
            "val loss: 0.166503 \n",
            "test loss: 0.172987 \n",
            "\n",
            "Epoch 1035\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003711\n",
            "val loss: 0.167169 \n",
            "test loss: 0.171325 \n",
            "\n",
            "Epoch 1036\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003803\n",
            "val loss: 0.166286 \n",
            "test loss: 0.173206 \n",
            "\n",
            "Epoch 1037\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003855\n",
            "val loss: 0.167380 \n",
            "test loss: 0.171070 \n",
            "\n",
            "Epoch 1038\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003869\n",
            "val loss: 0.166586 \n",
            "test loss: 0.173083 \n",
            "\n",
            "Epoch 1039\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003726\n",
            "val loss: 0.167158 \n",
            "test loss: 0.172028 \n",
            "\n",
            "Epoch 1040\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003641\n",
            "val loss: 0.167063 \n",
            "test loss: 0.172109 \n",
            "\n",
            "Epoch 1041\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003614\n",
            "val loss: 0.167231 \n",
            "test loss: 0.172939 \n",
            "\n",
            "Epoch 1042\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003623\n",
            "val loss: 0.167474 \n",
            "test loss: 0.171747 \n",
            "\n",
            "Epoch 1043\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003655\n",
            "val loss: 0.166948 \n",
            "test loss: 0.173286 \n",
            "\n",
            "Epoch 1044\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003699\n",
            "val loss: 0.167750 \n",
            "test loss: 0.171239 \n",
            "\n",
            "Epoch 1045\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003763\n",
            "val loss: 0.166712 \n",
            "test loss: 0.173174 \n",
            "\n",
            "Epoch 1046\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003791\n",
            "val loss: 0.167878 \n",
            "test loss: 0.171768 \n",
            "\n",
            "Epoch 1047\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003830\n",
            "val loss: 0.166957 \n",
            "test loss: 0.172248 \n",
            "\n",
            "Epoch 1048\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003766\n",
            "val loss: 0.167439 \n",
            "test loss: 0.172246 \n",
            "\n",
            "Epoch 1049\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003632\n",
            "val loss: 0.167589 \n",
            "test loss: 0.172898 \n",
            "\n",
            "Epoch 1050\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003597\n",
            "val loss: 0.167645 \n",
            "test loss: 0.171765 \n",
            "\n",
            "Epoch 1051\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003608\n",
            "val loss: 0.167374 \n",
            "test loss: 0.172054 \n",
            "\n",
            "Epoch 1052\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003584\n",
            "val loss: 0.167177 \n",
            "test loss: 0.172987 \n",
            "\n",
            "Epoch 1053\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003631\n",
            "val loss: 0.167812 \n",
            "test loss: 0.171304 \n",
            "\n",
            "Epoch 1054\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003673\n",
            "val loss: 0.166890 \n",
            "test loss: 0.173185 \n",
            "\n",
            "Epoch 1055\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003771\n",
            "val loss: 0.167865 \n",
            "test loss: 0.170909 \n",
            "\n",
            "Epoch 1056\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003843\n",
            "val loss: 0.166517 \n",
            "test loss: 0.173231 \n",
            "\n",
            "Epoch 1057\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003713\n",
            "val loss: 0.167855 \n",
            "test loss: 0.171529 \n",
            "\n",
            "Epoch 1058\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003651\n",
            "val loss: 0.167783 \n",
            "test loss: 0.172457 \n",
            "\n",
            "Epoch 1059\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003579\n",
            "val loss: 0.167211 \n",
            "test loss: 0.172244 \n",
            "\n",
            "Epoch 1060\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003556\n",
            "val loss: 0.167386 \n",
            "test loss: 0.172621 \n",
            "\n",
            "Epoch 1061\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003537\n",
            "val loss: 0.168222 \n",
            "test loss: 0.172248 \n",
            "\n",
            "Epoch 1062\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003545\n",
            "val loss: 0.167765 \n",
            "test loss: 0.171895 \n",
            "\n",
            "Epoch 1063\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003556\n",
            "val loss: 0.167006 \n",
            "test loss: 0.173180 \n",
            "\n",
            "Epoch 1064\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003573\n",
            "val loss: 0.168280 \n",
            "test loss: 0.171385 \n",
            "\n",
            "Epoch 1065\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003657\n",
            "val loss: 0.167211 \n",
            "test loss: 0.173726 \n",
            "\n",
            "Epoch 1066\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003769\n",
            "val loss: 0.168643 \n",
            "test loss: 0.170928 \n",
            "\n",
            "Epoch 1067\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003898\n",
            "val loss: 0.167440 \n",
            "test loss: 0.172756 \n",
            "\n",
            "Epoch 1068\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003716\n",
            "val loss: 0.167936 \n",
            "test loss: 0.172186 \n",
            "\n",
            "Epoch 1069\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003560\n",
            "val loss: 0.168389 \n",
            "test loss: 0.173557 \n",
            "\n",
            "Epoch 1070\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003517\n",
            "val loss: 0.168704 \n",
            "test loss: 0.172591 \n",
            "\n",
            "Epoch 1071\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003521\n",
            "val loss: 0.168603 \n",
            "test loss: 0.171503 \n",
            "\n",
            "Epoch 1072\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003623\n",
            "val loss: 0.167818 \n",
            "test loss: 0.173923 \n",
            "\n",
            "Epoch 1073\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003721\n",
            "val loss: 0.169368 \n",
            "test loss: 0.171625 \n",
            "\n",
            "Epoch 1074\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003772\n",
            "val loss: 0.167984 \n",
            "test loss: 0.173114 \n",
            "\n",
            "Epoch 1075\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003693\n",
            "val loss: 0.168686 \n",
            "test loss: 0.171680 \n",
            "\n",
            "Epoch 1076\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003549\n",
            "val loss: 0.168099 \n",
            "test loss: 0.173973 \n",
            "\n",
            "Epoch 1077\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003532\n",
            "val loss: 0.168932 \n",
            "test loss: 0.173115 \n",
            "\n",
            "Epoch 1078\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003528\n",
            "val loss: 0.169896 \n",
            "test loss: 0.170816 \n",
            "\n",
            "Epoch 1079\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003651\n",
            "val loss: 0.167595 \n",
            "test loss: 0.174585 \n",
            "\n",
            "Epoch 1080\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003693\n",
            "val loss: 0.169577 \n",
            "test loss: 0.172432 \n",
            "\n",
            "Epoch 1081\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003666\n",
            "val loss: 0.169001 \n",
            "test loss: 0.172469 \n",
            "\n",
            "Epoch 1082\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003615\n",
            "val loss: 0.168094 \n",
            "test loss: 0.171928 \n",
            "\n",
            "Epoch 1083\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003501\n",
            "val loss: 0.168846 \n",
            "test loss: 0.173758 \n",
            "\n",
            "Epoch 1084\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003518\n",
            "val loss: 0.169970 \n",
            "test loss: 0.173506 \n",
            "\n",
            "Epoch 1085\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003504\n",
            "val loss: 0.168660 \n",
            "test loss: 0.170989 \n",
            "\n",
            "Epoch 1086\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003552\n",
            "val loss: 0.167839 \n",
            "test loss: 0.173583 \n",
            "\n",
            "Epoch 1087\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003598\n",
            "val loss: 0.170605 \n",
            "test loss: 0.172886 \n",
            "\n",
            "Epoch 1088\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003701\n",
            "val loss: 0.168453 \n",
            "test loss: 0.172446 \n",
            "\n",
            "Epoch 1089\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003765\n",
            "val loss: 0.168129 \n",
            "test loss: 0.171431 \n",
            "\n",
            "Epoch 1090\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003625\n",
            "val loss: 0.169118 \n",
            "test loss: 0.174260 \n",
            "\n",
            "Epoch 1091\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003552\n",
            "val loss: 0.170207 \n",
            "test loss: 0.172719 \n",
            "\n",
            "Epoch 1092\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003488\n",
            "val loss: 0.168277 \n",
            "test loss: 0.171456 \n",
            "\n",
            "Epoch 1093\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003509\n",
            "val loss: 0.167982 \n",
            "test loss: 0.172023 \n",
            "\n",
            "Epoch 1094\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003454\n",
            "val loss: 0.169401 \n",
            "test loss: 0.173174 \n",
            "\n",
            "Epoch 1095\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003504\n",
            "val loss: 0.168789 \n",
            "test loss: 0.173509 \n",
            "\n",
            "Epoch 1096\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003532\n",
            "val loss: 0.168638 \n",
            "test loss: 0.170186 \n",
            "\n",
            "Epoch 1097\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003639\n",
            "val loss: 0.167232 \n",
            "test loss: 0.173535 \n",
            "\n",
            "Epoch 1098\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003663\n",
            "val loss: 0.169808 \n",
            "test loss: 0.172012 \n",
            "\n",
            "Epoch 1099\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003654\n",
            "val loss: 0.168601 \n",
            "test loss: 0.172701 \n",
            "\n",
            "Epoch 1100\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003613\n",
            "val loss: 0.168228 \n",
            "test loss: 0.170923 \n",
            "\n",
            "Epoch 1101\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003493\n",
            "val loss: 0.168307 \n",
            "test loss: 0.174070 \n",
            "\n",
            "Epoch 1102\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003481\n",
            "val loss: 0.169995 \n",
            "test loss: 0.172974 \n",
            "\n",
            "Epoch 1103\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003405\n",
            "val loss: 0.168827 \n",
            "test loss: 0.170872 \n",
            "\n",
            "Epoch 1104\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003441\n",
            "val loss: 0.167147 \n",
            "test loss: 0.172472 \n",
            "\n",
            "Epoch 1105\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003422\n",
            "val loss: 0.169527 \n",
            "test loss: 0.172964 \n",
            "\n",
            "Epoch 1106\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003509\n",
            "val loss: 0.169066 \n",
            "test loss: 0.173506 \n",
            "\n",
            "Epoch 1107\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003546\n",
            "val loss: 0.168391 \n",
            "test loss: 0.170275 \n",
            "\n",
            "Epoch 1108\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003608\n",
            "val loss: 0.167685 \n",
            "test loss: 0.173034 \n",
            "\n",
            "Epoch 1109\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003523\n",
            "val loss: 0.170249 \n",
            "test loss: 0.172086 \n",
            "\n",
            "Epoch 1110\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003497\n",
            "val loss: 0.168525 \n",
            "test loss: 0.172715 \n",
            "\n",
            "Epoch 1111\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003413\n",
            "val loss: 0.168620 \n",
            "test loss: 0.171667 \n",
            "\n",
            "Epoch 1112\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003369\n",
            "val loss: 0.169572 \n",
            "test loss: 0.173209 \n",
            "\n",
            "Epoch 1113\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003340\n",
            "val loss: 0.169740 \n",
            "test loss: 0.173009 \n",
            "\n",
            "Epoch 1114\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003335\n",
            "val loss: 0.169076 \n",
            "test loss: 0.171445 \n",
            "\n",
            "Epoch 1115\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003343\n",
            "val loss: 0.168616 \n",
            "test loss: 0.172451 \n",
            "\n",
            "Epoch 1116\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003336\n",
            "val loss: 0.169998 \n",
            "test loss: 0.172793 \n",
            "\n",
            "Epoch 1117\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003378\n",
            "val loss: 0.169080 \n",
            "test loss: 0.173673 \n",
            "\n",
            "Epoch 1118\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003433\n",
            "val loss: 0.169526 \n",
            "test loss: 0.170892 \n",
            "\n",
            "Epoch 1119\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003552\n",
            "val loss: 0.168472 \n",
            "test loss: 0.173102 \n",
            "\n",
            "Epoch 1120\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003575\n",
            "val loss: 0.170567 \n",
            "test loss: 0.172110 \n",
            "\n",
            "Epoch 1121\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003537\n",
            "val loss: 0.169203 \n",
            "test loss: 0.173234 \n",
            "\n",
            "Epoch 1122\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003420\n",
            "val loss: 0.169764 \n",
            "test loss: 0.171562 \n",
            "\n",
            "Epoch 1123\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003353\n",
            "val loss: 0.169539 \n",
            "test loss: 0.173657 \n",
            "\n",
            "Epoch 1124\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003285\n",
            "val loss: 0.170433 \n",
            "test loss: 0.172853 \n",
            "\n",
            "Epoch 1125\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003274\n",
            "val loss: 0.169891 \n",
            "test loss: 0.171785 \n",
            "\n",
            "Epoch 1126\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003262\n",
            "val loss: 0.168830 \n",
            "test loss: 0.172782 \n",
            "\n",
            "Epoch 1127\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003286\n",
            "val loss: 0.170423 \n",
            "test loss: 0.172302 \n",
            "\n",
            "Epoch 1128\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003311\n",
            "val loss: 0.169524 \n",
            "test loss: 0.173720 \n",
            "\n",
            "Epoch 1129\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003375\n",
            "val loss: 0.169770 \n",
            "test loss: 0.171266 \n",
            "\n",
            "Epoch 1130\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003470\n",
            "val loss: 0.168889 \n",
            "test loss: 0.173160 \n",
            "\n",
            "Epoch 1131\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003527\n",
            "val loss: 0.170881 \n",
            "test loss: 0.171729 \n",
            "\n",
            "Epoch 1132\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003463\n",
            "val loss: 0.169467 \n",
            "test loss: 0.173802 \n",
            "\n",
            "Epoch 1133\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003325\n",
            "val loss: 0.170429 \n",
            "test loss: 0.172436 \n",
            "\n",
            "Epoch 1134\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003230\n",
            "val loss: 0.170517 \n",
            "test loss: 0.172436 \n",
            "\n",
            "Epoch 1135\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003205\n",
            "val loss: 0.169837 \n",
            "test loss: 0.173208 \n",
            "\n",
            "Epoch 1136\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003232\n",
            "val loss: 0.170599 \n",
            "test loss: 0.172275 \n",
            "\n",
            "Epoch 1137\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003283\n",
            "val loss: 0.170007 \n",
            "test loss: 0.173105 \n",
            "\n",
            "Epoch 1138\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003362\n",
            "val loss: 0.170955 \n",
            "test loss: 0.171472 \n",
            "\n",
            "Epoch 1139\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003419\n",
            "val loss: 0.169465 \n",
            "test loss: 0.173804 \n",
            "\n",
            "Epoch 1140\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003420\n",
            "val loss: 0.170977 \n",
            "test loss: 0.171551 \n",
            "\n",
            "Epoch 1141\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003325\n",
            "val loss: 0.170018 \n",
            "test loss: 0.172949 \n",
            "\n",
            "Epoch 1142\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003235\n",
            "val loss: 0.170719 \n",
            "test loss: 0.172316 \n",
            "\n",
            "Epoch 1143\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003187\n",
            "val loss: 0.170505 \n",
            "test loss: 0.172887 \n",
            "\n",
            "Epoch 1144\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003189\n",
            "val loss: 0.170594 \n",
            "test loss: 0.173077 \n",
            "\n",
            "Epoch 1145\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003167\n",
            "val loss: 0.171263 \n",
            "test loss: 0.172195 \n",
            "\n",
            "Epoch 1146\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003172\n",
            "val loss: 0.170067 \n",
            "test loss: 0.173116 \n",
            "\n",
            "Epoch 1147\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003205\n",
            "val loss: 0.170841 \n",
            "test loss: 0.172266 \n",
            "\n",
            "Epoch 1148\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003244\n",
            "val loss: 0.170489 \n",
            "test loss: 0.173234 \n",
            "\n",
            "Epoch 1149\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003337\n",
            "val loss: 0.171349 \n",
            "test loss: 0.171353 \n",
            "\n",
            "Epoch 1150\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003433\n",
            "val loss: 0.169905 \n",
            "test loss: 0.173731 \n",
            "\n",
            "Epoch 1151\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003463\n",
            "val loss: 0.171579 \n",
            "test loss: 0.172120 \n",
            "\n",
            "Epoch 1152\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003281\n",
            "val loss: 0.170813 \n",
            "test loss: 0.172890 \n",
            "\n",
            "Epoch 1153\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003199\n",
            "val loss: 0.171384 \n",
            "test loss: 0.172572 \n",
            "\n",
            "Epoch 1154\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003189\n",
            "val loss: 0.171169 \n",
            "test loss: 0.173329 \n",
            "\n",
            "Epoch 1155\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003157\n",
            "val loss: 0.171396 \n",
            "test loss: 0.172780 \n",
            "\n",
            "Epoch 1156\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003153\n",
            "val loss: 0.171537 \n",
            "test loss: 0.172530 \n",
            "\n",
            "Epoch 1157\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003183\n",
            "val loss: 0.170517 \n",
            "test loss: 0.174035 \n",
            "\n",
            "Epoch 1158\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003262\n",
            "val loss: 0.172135 \n",
            "test loss: 0.171356 \n",
            "\n",
            "Epoch 1159\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003348\n",
            "val loss: 0.169839 \n",
            "test loss: 0.174303 \n",
            "\n",
            "Epoch 1160\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003459\n",
            "val loss: 0.172416 \n",
            "test loss: 0.171946 \n",
            "\n",
            "Epoch 1161\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003345\n",
            "val loss: 0.170485 \n",
            "test loss: 0.173760 \n",
            "\n",
            "Epoch 1162\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003192\n",
            "val loss: 0.171104 \n",
            "test loss: 0.173225 \n",
            "\n",
            "Epoch 1163\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003179\n",
            "val loss: 0.172314 \n",
            "test loss: 0.172521 \n",
            "\n",
            "Epoch 1164\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003175\n",
            "val loss: 0.170543 \n",
            "test loss: 0.173055 \n",
            "\n",
            "Epoch 1165\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003097\n",
            "val loss: 0.171775 \n",
            "test loss: 0.173237 \n",
            "\n",
            "Epoch 1166\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003125\n",
            "val loss: 0.172255 \n",
            "test loss: 0.173618 \n",
            "\n",
            "Epoch 1167\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003196\n",
            "val loss: 0.170431 \n",
            "test loss: 0.172068 \n",
            "\n",
            "Epoch 1168\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003228\n",
            "val loss: 0.170447 \n",
            "test loss: 0.172780 \n",
            "\n",
            "Epoch 1169\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003318\n",
            "val loss: 0.172360 \n",
            "test loss: 0.171962 \n",
            "\n",
            "Epoch 1170\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003301\n",
            "val loss: 0.170137 \n",
            "test loss: 0.174743 \n",
            "\n",
            "Epoch 1171\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003266\n",
            "val loss: 0.172602 \n",
            "test loss: 0.171715 \n",
            "\n",
            "Epoch 1172\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003125\n",
            "val loss: 0.171679 \n",
            "test loss: 0.172268 \n",
            "\n",
            "Epoch 1173\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003092\n",
            "val loss: 0.170066 \n",
            "test loss: 0.173606 \n",
            "\n",
            "Epoch 1174\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003072\n",
            "val loss: 0.172336 \n",
            "test loss: 0.172771 \n",
            "\n",
            "Epoch 1175\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003063\n",
            "val loss: 0.172604 \n",
            "test loss: 0.173056 \n",
            "\n",
            "Epoch 1176\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003113\n",
            "val loss: 0.171039 \n",
            "test loss: 0.172429 \n",
            "\n",
            "Epoch 1177\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003127\n",
            "val loss: 0.170381 \n",
            "test loss: 0.173417 \n",
            "\n",
            "Epoch 1178\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003201\n",
            "val loss: 0.173022 \n",
            "test loss: 0.171872 \n",
            "\n",
            "Epoch 1179\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003219\n",
            "val loss: 0.170977 \n",
            "test loss: 0.173907 \n",
            "\n",
            "Epoch 1180\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003213\n",
            "val loss: 0.171546 \n",
            "test loss: 0.172028 \n",
            "\n",
            "Epoch 1181\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003143\n",
            "val loss: 0.171293 \n",
            "test loss: 0.173174 \n",
            "\n",
            "Epoch 1182\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003104\n",
            "val loss: 0.172201 \n",
            "test loss: 0.172792 \n",
            "\n",
            "Epoch 1183\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003034\n",
            "val loss: 0.171192 \n",
            "test loss: 0.173792 \n",
            "\n",
            "Epoch 1184\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003006\n",
            "val loss: 0.172267 \n",
            "test loss: 0.172911 \n",
            "\n",
            "Epoch 1185\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002986\n",
            "val loss: 0.172678 \n",
            "test loss: 0.172667 \n",
            "\n",
            "Epoch 1186\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002997\n",
            "val loss: 0.171054 \n",
            "test loss: 0.173850 \n",
            "\n",
            "Epoch 1187\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003004\n",
            "val loss: 0.172281 \n",
            "test loss: 0.172575 \n",
            "\n",
            "Epoch 1188\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003027\n",
            "val loss: 0.171771 \n",
            "test loss: 0.173644 \n",
            "\n",
            "Epoch 1189\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003120\n",
            "val loss: 0.172141 \n",
            "test loss: 0.172575 \n",
            "\n",
            "Epoch 1190\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003190\n",
            "val loss: 0.171103 \n",
            "test loss: 0.174066 \n",
            "\n",
            "Epoch 1191\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003245\n",
            "val loss: 0.173390 \n",
            "test loss: 0.172165 \n",
            "\n",
            "Epoch 1192\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003157\n",
            "val loss: 0.171510 \n",
            "test loss: 0.174470 \n",
            "\n",
            "Epoch 1193\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003048\n",
            "val loss: 0.172385 \n",
            "test loss: 0.172886 \n",
            "\n",
            "Epoch 1194\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002969\n",
            "val loss: 0.172370 \n",
            "test loss: 0.173086 \n",
            "\n",
            "Epoch 1195\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002940\n",
            "val loss: 0.172482 \n",
            "test loss: 0.173898 \n",
            "\n",
            "Epoch 1196\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002944\n",
            "val loss: 0.172810 \n",
            "test loss: 0.172981 \n",
            "\n",
            "Epoch 1197\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002983\n",
            "val loss: 0.171466 \n",
            "test loss: 0.173653 \n",
            "\n",
            "Epoch 1198\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003077\n",
            "val loss: 0.173182 \n",
            "test loss: 0.172226 \n",
            "\n",
            "Epoch 1199\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003122\n",
            "val loss: 0.171386 \n",
            "test loss: 0.174724 \n",
            "\n",
            "Epoch 1200\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003140\n",
            "val loss: 0.172676 \n",
            "test loss: 0.172478 \n",
            "\n",
            "Epoch 1201\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003051\n",
            "val loss: 0.172307 \n",
            "test loss: 0.173331 \n",
            "\n",
            "Epoch 1202\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002976\n",
            "val loss: 0.172336 \n",
            "test loss: 0.173426 \n",
            "\n",
            "Epoch 1203\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002923\n",
            "val loss: 0.172626 \n",
            "test loss: 0.173629 \n",
            "\n",
            "Epoch 1204\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002898\n",
            "val loss: 0.172939 \n",
            "test loss: 0.173634 \n",
            "\n",
            "Epoch 1205\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002898\n",
            "val loss: 0.172911 \n",
            "test loss: 0.173224 \n",
            "\n",
            "Epoch 1206\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002924\n",
            "val loss: 0.172383 \n",
            "test loss: 0.173645 \n",
            "\n",
            "Epoch 1207\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002971\n",
            "val loss: 0.173093 \n",
            "test loss: 0.172788 \n",
            "\n",
            "Epoch 1208\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003026\n",
            "val loss: 0.171895 \n",
            "test loss: 0.174607 \n",
            "\n",
            "Epoch 1209\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003110\n",
            "val loss: 0.173732 \n",
            "test loss: 0.172139 \n",
            "\n",
            "Epoch 1210\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003085\n",
            "val loss: 0.171743 \n",
            "test loss: 0.174166 \n",
            "\n",
            "Epoch 1211\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003031\n",
            "val loss: 0.173380 \n",
            "test loss: 0.172966 \n",
            "\n",
            "Epoch 1212\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002925\n",
            "val loss: 0.172941 \n",
            "test loss: 0.173973 \n",
            "\n",
            "Epoch 1213\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002870\n",
            "val loss: 0.173104 \n",
            "test loss: 0.173627 \n",
            "\n",
            "Epoch 1214\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002858\n",
            "val loss: 0.173715 \n",
            "test loss: 0.173126 \n",
            "\n",
            "Epoch 1215\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002875\n",
            "val loss: 0.172640 \n",
            "test loss: 0.174219 \n",
            "\n",
            "Epoch 1216\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002916\n",
            "val loss: 0.173881 \n",
            "test loss: 0.172706 \n",
            "\n",
            "Epoch 1217\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002966\n",
            "val loss: 0.172349 \n",
            "test loss: 0.174470 \n",
            "\n",
            "Epoch 1218\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003033\n",
            "val loss: 0.173484 \n",
            "test loss: 0.172640 \n",
            "\n",
            "Epoch 1219\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003031\n",
            "val loss: 0.172897 \n",
            "test loss: 0.173822 \n",
            "\n",
            "Epoch 1220\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003024\n",
            "val loss: 0.173107 \n",
            "test loss: 0.173332 \n",
            "\n",
            "Epoch 1221\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002927\n",
            "val loss: 0.173390 \n",
            "test loss: 0.174041 \n",
            "\n",
            "Epoch 1222\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002865\n",
            "val loss: 0.173682 \n",
            "test loss: 0.173462 \n",
            "\n",
            "Epoch 1223\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002822\n",
            "val loss: 0.173552 \n",
            "test loss: 0.173560 \n",
            "\n",
            "Epoch 1224\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002821\n",
            "val loss: 0.173635 \n",
            "test loss: 0.173946 \n",
            "\n",
            "Epoch 1225\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002848\n",
            "val loss: 0.173633 \n",
            "test loss: 0.173579 \n",
            "\n",
            "Epoch 1226\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002862\n",
            "val loss: 0.173451 \n",
            "test loss: 0.174030 \n",
            "\n",
            "Epoch 1227\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002901\n",
            "val loss: 0.173828 \n",
            "test loss: 0.173129 \n",
            "\n",
            "Epoch 1228\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002968\n",
            "val loss: 0.172666 \n",
            "test loss: 0.174720 \n",
            "\n",
            "Epoch 1229\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003143\n",
            "val loss: 0.175398 \n",
            "test loss: 0.171866 \n",
            "\n",
            "Epoch 1230\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003116\n",
            "val loss: 0.172050 \n",
            "test loss: 0.175989 \n",
            "\n",
            "Epoch 1231\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003035\n",
            "val loss: 0.174885 \n",
            "test loss: 0.172779 \n",
            "\n",
            "Epoch 1232\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002864\n",
            "val loss: 0.174631 \n",
            "test loss: 0.172814 \n",
            "\n",
            "Epoch 1233\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002819\n",
            "val loss: 0.172318 \n",
            "test loss: 0.174816 \n",
            "\n",
            "Epoch 1234\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002902\n",
            "val loss: 0.175447 \n",
            "test loss: 0.172285 \n",
            "\n",
            "Epoch 1235\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002917\n",
            "val loss: 0.173772 \n",
            "test loss: 0.173866 \n",
            "\n",
            "Epoch 1236\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002955\n",
            "val loss: 0.172485 \n",
            "test loss: 0.173342 \n",
            "\n",
            "Epoch 1237\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002924\n",
            "val loss: 0.173576 \n",
            "test loss: 0.173422 \n",
            "\n",
            "Epoch 1238\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002941\n",
            "val loss: 0.174868 \n",
            "test loss: 0.172562 \n",
            "\n",
            "Epoch 1239\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002954\n",
            "val loss: 0.172870 \n",
            "test loss: 0.174363 \n",
            "\n",
            "Epoch 1240\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002933\n",
            "val loss: 0.173790 \n",
            "test loss: 0.172915 \n",
            "\n",
            "Epoch 1241\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002832\n",
            "val loss: 0.174465 \n",
            "test loss: 0.173040 \n",
            "\n",
            "Epoch 1242\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002927\n",
            "val loss: 0.173962 \n",
            "test loss: 0.173305 \n",
            "\n",
            "Epoch 1243\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002893\n",
            "val loss: 0.172781 \n",
            "test loss: 0.174751 \n",
            "\n",
            "Epoch 1244\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002818\n",
            "val loss: 0.175003 \n",
            "test loss: 0.173219 \n",
            "\n",
            "Epoch 1245\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002782\n",
            "val loss: 0.174376 \n",
            "test loss: 0.173604 \n",
            "\n",
            "Epoch 1246\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002820\n",
            "val loss: 0.172545 \n",
            "test loss: 0.174516 \n",
            "\n",
            "Epoch 1247\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002796\n",
            "val loss: 0.174599 \n",
            "test loss: 0.172924 \n",
            "\n",
            "Epoch 1248\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002751\n",
            "val loss: 0.174040 \n",
            "test loss: 0.173749 \n",
            "\n",
            "Epoch 1249\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002756\n",
            "val loss: 0.172619 \n",
            "test loss: 0.174953 \n",
            "\n",
            "Epoch 1250\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002769\n",
            "val loss: 0.174666 \n",
            "test loss: 0.173028 \n",
            "\n",
            "Epoch 1251\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002732\n",
            "val loss: 0.174636 \n",
            "test loss: 0.174249 \n",
            "\n",
            "Epoch 1252\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002730\n",
            "val loss: 0.173594 \n",
            "test loss: 0.174964 \n",
            "\n",
            "Epoch 1253\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002744\n",
            "val loss: 0.174545 \n",
            "test loss: 0.173874 \n",
            "\n",
            "Epoch 1254\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002775\n",
            "val loss: 0.174957 \n",
            "test loss: 0.173463 \n",
            "\n",
            "Epoch 1255\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002911\n",
            "val loss: 0.172961 \n",
            "test loss: 0.175935 \n",
            "\n",
            "Epoch 1256\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003287\n",
            "val loss: 0.175446 \n",
            "test loss: 0.172285 \n",
            "\n",
            "Epoch 1257\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003304\n",
            "val loss: 0.174319 \n",
            "test loss: 0.174166 \n",
            "\n",
            "Epoch 1258\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003094\n",
            "val loss: 0.173999 \n",
            "test loss: 0.172764 \n",
            "\n",
            "Epoch 1259\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002902\n",
            "val loss: 0.172757 \n",
            "test loss: 0.175182 \n",
            "\n",
            "Epoch 1260\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002993\n",
            "val loss: 0.175492 \n",
            "test loss: 0.174074 \n",
            "\n",
            "Epoch 1261\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002850\n",
            "val loss: 0.175235 \n",
            "test loss: 0.173113 \n",
            "\n",
            "Epoch 1262\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002908\n",
            "val loss: 0.172380 \n",
            "test loss: 0.173381 \n",
            "\n",
            "Epoch 1263\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002850\n",
            "val loss: 0.173640 \n",
            "test loss: 0.174869 \n",
            "\n",
            "Epoch 1264\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002825\n",
            "val loss: 0.175945 \n",
            "test loss: 0.173571 \n",
            "\n",
            "Epoch 1265\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002829\n",
            "val loss: 0.172566 \n",
            "test loss: 0.173676 \n",
            "\n",
            "Epoch 1266\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002781\n",
            "val loss: 0.171691 \n",
            "test loss: 0.174528 \n",
            "\n",
            "Epoch 1267\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002845\n",
            "val loss: 0.175823 \n",
            "test loss: 0.172898 \n",
            "\n",
            "Epoch 1268\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002896\n",
            "val loss: 0.174444 \n",
            "test loss: 0.175060 \n",
            "\n",
            "Epoch 1269\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003087\n",
            "val loss: 0.172741 \n",
            "test loss: 0.173412 \n",
            "\n",
            "Epoch 1270\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003002\n",
            "val loss: 0.173530 \n",
            "test loss: 0.174047 \n",
            "\n",
            "Epoch 1271\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002994\n",
            "val loss: 0.175095 \n",
            "test loss: 0.173012 \n",
            "\n",
            "Epoch 1272\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002834\n",
            "val loss: 0.174251 \n",
            "test loss: 0.174189 \n",
            "\n",
            "Epoch 1273\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002786\n",
            "val loss: 0.173749 \n",
            "test loss: 0.174184 \n",
            "\n",
            "Epoch 1274\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002737\n",
            "val loss: 0.173691 \n",
            "test loss: 0.173874 \n",
            "\n",
            "Epoch 1275\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002740\n",
            "val loss: 0.173815 \n",
            "test loss: 0.173147 \n",
            "\n",
            "Epoch 1276\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002742\n",
            "val loss: 0.173509 \n",
            "test loss: 0.172595 \n",
            "\n",
            "Epoch 1277\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002791\n",
            "val loss: 0.172604 \n",
            "test loss: 0.175599 \n",
            "\n",
            "Epoch 1278\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002809\n",
            "val loss: 0.174738 \n",
            "test loss: 0.173272 \n",
            "\n",
            "Epoch 1279\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002827\n",
            "val loss: 0.173700 \n",
            "test loss: 0.173134 \n",
            "\n",
            "Epoch 1280\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002787\n",
            "val loss: 0.172838 \n",
            "test loss: 0.172846 \n",
            "\n",
            "Epoch 1281\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002748\n",
            "val loss: 0.173045 \n",
            "test loss: 0.175487 \n",
            "\n",
            "Epoch 1282\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002698\n",
            "val loss: 0.175256 \n",
            "test loss: 0.173885 \n",
            "\n",
            "Epoch 1283\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002694\n",
            "val loss: 0.174589 \n",
            "test loss: 0.172991 \n",
            "\n",
            "Epoch 1284\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002666\n",
            "val loss: 0.173050 \n",
            "test loss: 0.173593 \n",
            "\n",
            "Epoch 1285\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002661\n",
            "val loss: 0.173744 \n",
            "test loss: 0.174654 \n",
            "\n",
            "Epoch 1286\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002646\n",
            "val loss: 0.175042 \n",
            "test loss: 0.173605 \n",
            "\n",
            "Epoch 1287\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002650\n",
            "val loss: 0.173669 \n",
            "test loss: 0.174128 \n",
            "\n",
            "Epoch 1288\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002639\n",
            "val loss: 0.173974 \n",
            "test loss: 0.173594 \n",
            "\n",
            "Epoch 1289\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002662\n",
            "val loss: 0.174392 \n",
            "test loss: 0.174595 \n",
            "\n",
            "Epoch 1290\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002674\n",
            "val loss: 0.175001 \n",
            "test loss: 0.173663 \n",
            "\n",
            "Epoch 1291\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002746\n",
            "val loss: 0.173866 \n",
            "test loss: 0.174384 \n",
            "\n",
            "Epoch 1292\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002858\n",
            "val loss: 0.174728 \n",
            "test loss: 0.172631 \n",
            "\n",
            "Epoch 1293\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002866\n",
            "val loss: 0.173636 \n",
            "test loss: 0.175956 \n",
            "\n",
            "Epoch 1294\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002870\n",
            "val loss: 0.175740 \n",
            "test loss: 0.173461 \n",
            "\n",
            "Epoch 1295\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002816\n",
            "val loss: 0.175186 \n",
            "test loss: 0.172851 \n",
            "\n",
            "Epoch 1296\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002966\n",
            "val loss: 0.173531 \n",
            "test loss: 0.172765 \n",
            "\n",
            "Epoch 1297\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002955\n",
            "val loss: 0.172887 \n",
            "test loss: 0.177163 \n",
            "\n",
            "Epoch 1298\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003133\n",
            "val loss: 0.177267 \n",
            "test loss: 0.172931 \n",
            "\n",
            "Epoch 1299\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003516\n",
            "val loss: 0.175288 \n",
            "test loss: 0.171874 \n",
            "\n",
            "Epoch 1300\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003755\n",
            "val loss: 0.171970 \n",
            "test loss: 0.170143 \n",
            "\n",
            "Epoch 1301\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004765\n",
            "val loss: 0.168394 \n",
            "test loss: 0.177849 \n",
            "\n",
            "Epoch 1302\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004254\n",
            "val loss: 0.176489 \n",
            "test loss: 0.172459 \n",
            "\n",
            "Epoch 1303\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.004309\n",
            "val loss: 0.176624 \n",
            "test loss: 0.170178 \n",
            "\n",
            "Epoch 1304\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003529\n",
            "val loss: 0.169454 \n",
            "test loss: 0.173490 \n",
            "\n",
            "Epoch 1305\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003602\n",
            "val loss: 0.169154 \n",
            "test loss: 0.174340 \n",
            "\n",
            "Epoch 1306\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003526\n",
            "val loss: 0.173866 \n",
            "test loss: 0.173815 \n",
            "\n",
            "Epoch 1307\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003419\n",
            "val loss: 0.173107 \n",
            "test loss: 0.171932 \n",
            "\n",
            "Epoch 1308\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003213\n",
            "val loss: 0.168647 \n",
            "test loss: 0.172319 \n",
            "\n",
            "Epoch 1309\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003371\n",
            "val loss: 0.170290 \n",
            "test loss: 0.173105 \n",
            "\n",
            "Epoch 1310\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003148\n",
            "val loss: 0.171673 \n",
            "test loss: 0.172870 \n",
            "\n",
            "Epoch 1311\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003110\n",
            "val loss: 0.168689 \n",
            "test loss: 0.172778 \n",
            "\n",
            "Epoch 1312\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003188\n",
            "val loss: 0.168946 \n",
            "test loss: 0.172362 \n",
            "\n",
            "Epoch 1313\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002914\n",
            "val loss: 0.170895 \n",
            "test loss: 0.172670 \n",
            "\n",
            "Epoch 1314\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003029\n",
            "val loss: 0.170803 \n",
            "test loss: 0.173478 \n",
            "\n",
            "Epoch 1315\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002917\n",
            "val loss: 0.169942 \n",
            "test loss: 0.174285 \n",
            "\n",
            "Epoch 1316\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002855\n",
            "val loss: 0.169968 \n",
            "test loss: 0.173880 \n",
            "\n",
            "Epoch 1317\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002841\n",
            "val loss: 0.169576 \n",
            "test loss: 0.173721 \n",
            "\n",
            "Epoch 1318\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002817\n",
            "val loss: 0.169947 \n",
            "test loss: 0.173218 \n",
            "\n",
            "Epoch 1319\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002746\n",
            "val loss: 0.170644 \n",
            "test loss: 0.172599 \n",
            "\n",
            "Epoch 1320\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002749\n",
            "val loss: 0.169251 \n",
            "test loss: 0.173933 \n",
            "\n",
            "Epoch 1321\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002710\n",
            "val loss: 0.169475 \n",
            "test loss: 0.173433 \n",
            "\n",
            "Epoch 1322\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002664\n",
            "val loss: 0.169788 \n",
            "test loss: 0.172010 \n",
            "\n",
            "Epoch 1323\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002660\n",
            "val loss: 0.168488 \n",
            "test loss: 0.172354 \n",
            "\n",
            "Epoch 1324\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002637\n",
            "val loss: 0.169134 \n",
            "test loss: 0.172719 \n",
            "\n",
            "Epoch 1325\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002600\n",
            "val loss: 0.169897 \n",
            "test loss: 0.173652 \n",
            "\n",
            "Epoch 1326\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002596\n",
            "val loss: 0.170227 \n",
            "test loss: 0.173510 \n",
            "\n",
            "Epoch 1327\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002576\n",
            "val loss: 0.170805 \n",
            "test loss: 0.172911 \n",
            "\n",
            "Epoch 1328\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002547\n",
            "val loss: 0.170288 \n",
            "test loss: 0.172887 \n",
            "\n",
            "Epoch 1329\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002536\n",
            "val loss: 0.168782 \n",
            "test loss: 0.173267 \n",
            "\n",
            "Epoch 1330\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002532\n",
            "val loss: 0.169142 \n",
            "test loss: 0.172871 \n",
            "\n",
            "Epoch 1331\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002502\n",
            "val loss: 0.170876 \n",
            "test loss: 0.172499 \n",
            "\n",
            "Epoch 1332\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002503\n",
            "val loss: 0.170688 \n",
            "test loss: 0.174056 \n",
            "\n",
            "Epoch 1333\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002492\n",
            "val loss: 0.170798 \n",
            "test loss: 0.173557 \n",
            "\n",
            "Epoch 1334\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002481\n",
            "val loss: 0.169525 \n",
            "test loss: 0.173507 \n",
            "\n",
            "Epoch 1335\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002478\n",
            "val loss: 0.170475 \n",
            "test loss: 0.172402 \n",
            "\n",
            "Epoch 1336\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002488\n",
            "val loss: 0.170813 \n",
            "test loss: 0.173860 \n",
            "\n",
            "Epoch 1337\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002510\n",
            "val loss: 0.171902 \n",
            "test loss: 0.172851 \n",
            "\n",
            "Epoch 1338\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002564\n",
            "val loss: 0.169518 \n",
            "test loss: 0.174935 \n",
            "\n",
            "Epoch 1339\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002678\n",
            "val loss: 0.172815 \n",
            "test loss: 0.171380 \n",
            "\n",
            "Epoch 1340\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002766\n",
            "val loss: 0.169812 \n",
            "test loss: 0.175486 \n",
            "\n",
            "Epoch 1341\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002815\n",
            "val loss: 0.172710 \n",
            "test loss: 0.172321 \n",
            "\n",
            "Epoch 1342\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002568\n",
            "val loss: 0.171171 \n",
            "test loss: 0.173355 \n",
            "\n",
            "Epoch 1343\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002409\n",
            "val loss: 0.171151 \n",
            "test loss: 0.173395 \n",
            "\n",
            "Epoch 1344\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002439\n",
            "val loss: 0.173543 \n",
            "test loss: 0.171618 \n",
            "\n",
            "Epoch 1345\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002576\n",
            "val loss: 0.171080 \n",
            "test loss: 0.174857 \n",
            "\n",
            "Epoch 1346\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002625\n",
            "val loss: 0.172563 \n",
            "test loss: 0.172539 \n",
            "\n",
            "Epoch 1347\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002461\n",
            "val loss: 0.172596 \n",
            "test loss: 0.172570 \n",
            "\n",
            "Epoch 1348\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002371\n",
            "val loss: 0.171739 \n",
            "test loss: 0.173444 \n",
            "\n",
            "Epoch 1349\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002421\n",
            "val loss: 0.173099 \n",
            "test loss: 0.171978 \n",
            "\n",
            "Epoch 1350\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002515\n",
            "val loss: 0.172303 \n",
            "test loss: 0.173993 \n",
            "\n",
            "Epoch 1351\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002511\n",
            "val loss: 0.173218 \n",
            "test loss: 0.173179 \n",
            "\n",
            "Epoch 1352\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002386\n",
            "val loss: 0.173737 \n",
            "test loss: 0.173035 \n",
            "\n",
            "Epoch 1353\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002343\n",
            "val loss: 0.172767 \n",
            "test loss: 0.173778 \n",
            "\n",
            "Epoch 1354\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002416\n",
            "val loss: 0.173317 \n",
            "test loss: 0.172326 \n",
            "\n",
            "Epoch 1355\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002471\n",
            "val loss: 0.173397 \n",
            "test loss: 0.173217 \n",
            "\n",
            "Epoch 1356\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002410\n",
            "val loss: 0.173664 \n",
            "test loss: 0.173057 \n",
            "\n",
            "Epoch 1357\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002322\n",
            "val loss: 0.173771 \n",
            "test loss: 0.173165 \n",
            "\n",
            "Epoch 1358\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002320\n",
            "val loss: 0.173712 \n",
            "test loss: 0.173568 \n",
            "\n",
            "Epoch 1359\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002373\n",
            "val loss: 0.174130 \n",
            "test loss: 0.172634 \n",
            "\n",
            "Epoch 1360\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002387\n",
            "val loss: 0.173957 \n",
            "test loss: 0.173345 \n",
            "\n",
            "Epoch 1361\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002324\n",
            "val loss: 0.174241 \n",
            "test loss: 0.173114 \n",
            "\n",
            "Epoch 1362\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002283\n",
            "val loss: 0.174202 \n",
            "test loss: 0.173293 \n",
            "\n",
            "Epoch 1363\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002292\n",
            "val loss: 0.174326 \n",
            "test loss: 0.173662 \n",
            "\n",
            "Epoch 1364\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002313\n",
            "val loss: 0.174756 \n",
            "test loss: 0.172908 \n",
            "\n",
            "Epoch 1365\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002317\n",
            "val loss: 0.174364 \n",
            "test loss: 0.173569 \n",
            "\n",
            "Epoch 1366\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002280\n",
            "val loss: 0.174942 \n",
            "test loss: 0.173226 \n",
            "\n",
            "Epoch 1367\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002254\n",
            "val loss: 0.174916 \n",
            "test loss: 0.173429 \n",
            "\n",
            "Epoch 1368\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002251\n",
            "val loss: 0.174688 \n",
            "test loss: 0.173759 \n",
            "\n",
            "Epoch 1369\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002263\n",
            "val loss: 0.175147 \n",
            "test loss: 0.173025 \n",
            "\n",
            "Epoch 1370\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002274\n",
            "val loss: 0.174875 \n",
            "test loss: 0.173677 \n",
            "\n",
            "Epoch 1371\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002258\n",
            "val loss: 0.175505 \n",
            "test loss: 0.173325 \n",
            "\n",
            "Epoch 1372\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002239\n",
            "val loss: 0.175450 \n",
            "test loss: 0.173662 \n",
            "\n",
            "Epoch 1373\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002219\n",
            "val loss: 0.175256 \n",
            "test loss: 0.173672 \n",
            "\n",
            "Epoch 1374\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002212\n",
            "val loss: 0.175570 \n",
            "test loss: 0.173315 \n",
            "\n",
            "Epoch 1375\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002214\n",
            "val loss: 0.175489 \n",
            "test loss: 0.173734 \n",
            "\n",
            "Epoch 1376\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002218\n",
            "val loss: 0.175950 \n",
            "test loss: 0.173440 \n",
            "\n",
            "Epoch 1377\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002226\n",
            "val loss: 0.175886 \n",
            "test loss: 0.173925 \n",
            "\n",
            "Epoch 1378\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002219\n",
            "val loss: 0.176067 \n",
            "test loss: 0.173557 \n",
            "\n",
            "Epoch 1379\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002221\n",
            "val loss: 0.176060 \n",
            "test loss: 0.173867 \n",
            "\n",
            "Epoch 1380\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002206\n",
            "val loss: 0.176415 \n",
            "test loss: 0.173473 \n",
            "\n",
            "Epoch 1381\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002202\n",
            "val loss: 0.176241 \n",
            "test loss: 0.174000 \n",
            "\n",
            "Epoch 1382\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002186\n",
            "val loss: 0.176651 \n",
            "test loss: 0.173681 \n",
            "\n",
            "Epoch 1383\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002179\n",
            "val loss: 0.176390 \n",
            "test loss: 0.174058 \n",
            "\n",
            "Epoch 1384\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002165\n",
            "val loss: 0.176790 \n",
            "test loss: 0.173705 \n",
            "\n",
            "Epoch 1385\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002157\n",
            "val loss: 0.176650 \n",
            "test loss: 0.173991 \n",
            "\n",
            "Epoch 1386\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002147\n",
            "val loss: 0.176959 \n",
            "test loss: 0.173832 \n",
            "\n",
            "Epoch 1387\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002140\n",
            "val loss: 0.177031 \n",
            "test loss: 0.173988 \n",
            "\n",
            "Epoch 1388\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002133\n",
            "val loss: 0.177135 \n",
            "test loss: 0.173925 \n",
            "\n",
            "Epoch 1389\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002128\n",
            "val loss: 0.177240 \n",
            "test loss: 0.174053 \n",
            "\n",
            "Epoch 1390\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002125\n",
            "val loss: 0.177421 \n",
            "test loss: 0.173892 \n",
            "\n",
            "Epoch 1391\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002128\n",
            "val loss: 0.177450 \n",
            "test loss: 0.174151 \n",
            "\n",
            "Epoch 1392\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002134\n",
            "val loss: 0.177813 \n",
            "test loss: 0.173789 \n",
            "\n",
            "Epoch 1393\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002184\n",
            "val loss: 0.177490 \n",
            "test loss: 0.174507 \n",
            "\n",
            "Epoch 1394\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002292\n",
            "val loss: 0.178451 \n",
            "test loss: 0.173270 \n",
            "\n",
            "Epoch 1395\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002701\n",
            "val loss: 0.177202 \n",
            "test loss: 0.175031 \n",
            "\n",
            "Epoch 1396\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003102\n",
            "val loss: 0.178700 \n",
            "test loss: 0.172711 \n",
            "\n",
            "Epoch 1397\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002175\n",
            "val loss: 0.177510 \n",
            "test loss: 0.173298 \n",
            "\n",
            "Epoch 1398\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002626\n",
            "val loss: 0.178730 \n",
            "test loss: 0.174520 \n",
            "\n",
            "Epoch 1399\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003286\n",
            "val loss: 0.178073 \n",
            "test loss: 0.172663 \n",
            "\n",
            "Epoch 1400\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002387\n",
            "val loss: 0.179211 \n",
            "test loss: 0.170948 \n",
            "\n",
            "Epoch 1401\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003730\n",
            "val loss: 0.176540 \n",
            "test loss: 0.174888 \n",
            "\n",
            "Epoch 1402\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002850\n",
            "val loss: 0.179934 \n",
            "test loss: 0.173551 \n",
            "\n",
            "Epoch 1403\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003867\n",
            "val loss: 0.176594 \n",
            "test loss: 0.170776 \n",
            "\n",
            "Epoch 1404\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002889\n",
            "val loss: 0.175771 \n",
            "test loss: 0.169860 \n",
            "\n",
            "Epoch 1405\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003623\n",
            "val loss: 0.179054 \n",
            "test loss: 0.171740 \n",
            "\n",
            "Epoch 1406\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002705\n",
            "val loss: 0.177456 \n",
            "test loss: 0.173086 \n",
            "\n",
            "Epoch 1407\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003201\n",
            "val loss: 0.175310 \n",
            "test loss: 0.169757 \n",
            "\n",
            "Epoch 1408\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002829\n",
            "val loss: 0.175106 \n",
            "test loss: 0.168688 \n",
            "\n",
            "Epoch 1409\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002824\n",
            "val loss: 0.175509 \n",
            "test loss: 0.172131 \n",
            "\n",
            "Epoch 1410\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002828\n",
            "val loss: 0.177449 \n",
            "test loss: 0.171875 \n",
            "\n",
            "Epoch 1411\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002600\n",
            "val loss: 0.175678 \n",
            "test loss: 0.169479 \n",
            "\n",
            "Epoch 1412\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002662\n",
            "val loss: 0.173424 \n",
            "test loss: 0.169001 \n",
            "\n",
            "Epoch 1413\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002524\n",
            "val loss: 0.175002 \n",
            "test loss: 0.169982 \n",
            "\n",
            "Epoch 1414\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002572\n",
            "val loss: 0.175096 \n",
            "test loss: 0.171330 \n",
            "\n",
            "Epoch 1415\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002410\n",
            "val loss: 0.173952 \n",
            "test loss: 0.170658 \n",
            "\n",
            "Epoch 1416\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002465\n",
            "val loss: 0.174643 \n",
            "test loss: 0.169418 \n",
            "\n",
            "Epoch 1417\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002359\n",
            "val loss: 0.174435 \n",
            "test loss: 0.170899 \n",
            "\n",
            "Epoch 1418\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002334\n",
            "val loss: 0.174446 \n",
            "test loss: 0.172508 \n",
            "\n",
            "Epoch 1419\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002332\n",
            "val loss: 0.175898 \n",
            "test loss: 0.170881 \n",
            "\n",
            "Epoch 1420\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002273\n",
            "val loss: 0.174700 \n",
            "test loss: 0.169746 \n",
            "\n",
            "Epoch 1421\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002222\n",
            "val loss: 0.173401 \n",
            "test loss: 0.170379 \n",
            "\n",
            "Epoch 1422\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002255\n",
            "val loss: 0.175169 \n",
            "test loss: 0.170620 \n",
            "\n",
            "Epoch 1423\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002165\n",
            "val loss: 0.175206 \n",
            "test loss: 0.171323 \n",
            "\n",
            "Epoch 1424\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002190\n",
            "val loss: 0.173954 \n",
            "test loss: 0.171108 \n",
            "\n",
            "Epoch 1425\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002123\n",
            "val loss: 0.174873 \n",
            "test loss: 0.170125 \n",
            "\n",
            "Epoch 1426\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002147\n",
            "val loss: 0.175864 \n",
            "test loss: 0.170429 \n",
            "\n",
            "Epoch 1427\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002086\n",
            "val loss: 0.175434 \n",
            "test loss: 0.170709 \n",
            "\n",
            "Epoch 1428\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002101\n",
            "val loss: 0.174658 \n",
            "test loss: 0.169741 \n",
            "\n",
            "Epoch 1429\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002082\n",
            "val loss: 0.173863 \n",
            "test loss: 0.169897 \n",
            "\n",
            "Epoch 1430\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002048\n",
            "val loss: 0.174890 \n",
            "test loss: 0.170564 \n",
            "\n",
            "Epoch 1431\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002054\n",
            "val loss: 0.176446 \n",
            "test loss: 0.170077 \n",
            "\n",
            "Epoch 1432\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002030\n",
            "val loss: 0.175599 \n",
            "test loss: 0.170011 \n",
            "\n",
            "Epoch 1433\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002025\n",
            "val loss: 0.174922 \n",
            "test loss: 0.170793 \n",
            "\n",
            "Epoch 1434\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001999\n",
            "val loss: 0.175674 \n",
            "test loss: 0.170585 \n",
            "\n",
            "Epoch 1435\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001991\n",
            "val loss: 0.176428 \n",
            "test loss: 0.169841 \n",
            "\n",
            "Epoch 1436\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001992\n",
            "val loss: 0.176656 \n",
            "test loss: 0.170227 \n",
            "\n",
            "Epoch 1437\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001963\n",
            "val loss: 0.176237 \n",
            "test loss: 0.171178 \n",
            "\n",
            "Epoch 1438\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001960\n",
            "val loss: 0.176296 \n",
            "test loss: 0.170808 \n",
            "\n",
            "Epoch 1439\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001948\n",
            "val loss: 0.176702 \n",
            "test loss: 0.169936 \n",
            "\n",
            "Epoch 1440\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001944\n",
            "val loss: 0.176323 \n",
            "test loss: 0.170215 \n",
            "\n",
            "Epoch 1441\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001929\n",
            "val loss: 0.176609 \n",
            "test loss: 0.170552 \n",
            "\n",
            "Epoch 1442\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001918\n",
            "val loss: 0.177117 \n",
            "test loss: 0.170358 \n",
            "\n",
            "Epoch 1443\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001912\n",
            "val loss: 0.176963 \n",
            "test loss: 0.170403 \n",
            "\n",
            "Epoch 1444\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001905\n",
            "val loss: 0.177279 \n",
            "test loss: 0.170556 \n",
            "\n",
            "Epoch 1445\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001895\n",
            "val loss: 0.177578 \n",
            "test loss: 0.170494 \n",
            "\n",
            "Epoch 1446\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001887\n",
            "val loss: 0.177689 \n",
            "test loss: 0.170561 \n",
            "\n",
            "Epoch 1447\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001876\n",
            "val loss: 0.177610 \n",
            "test loss: 0.170746 \n",
            "\n",
            "Epoch 1448\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001873\n",
            "val loss: 0.177618 \n",
            "test loss: 0.170655 \n",
            "\n",
            "Epoch 1449\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001864\n",
            "val loss: 0.178012 \n",
            "test loss: 0.170511 \n",
            "\n",
            "Epoch 1450\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001859\n",
            "val loss: 0.177997 \n",
            "test loss: 0.170659 \n",
            "\n",
            "Epoch 1451\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001850\n",
            "val loss: 0.178297 \n",
            "test loss: 0.170883 \n",
            "\n",
            "Epoch 1452\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001841\n",
            "val loss: 0.178497 \n",
            "test loss: 0.170928 \n",
            "\n",
            "Epoch 1453\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001835\n",
            "val loss: 0.178478 \n",
            "test loss: 0.170777 \n",
            "\n",
            "Epoch 1454\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001826\n",
            "val loss: 0.178522 \n",
            "test loss: 0.170607 \n",
            "\n",
            "Epoch 1455\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001823\n",
            "val loss: 0.178656 \n",
            "test loss: 0.170752 \n",
            "\n",
            "Epoch 1456\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001815\n",
            "val loss: 0.179109 \n",
            "test loss: 0.171159 \n",
            "\n",
            "Epoch 1457\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001811\n",
            "val loss: 0.179030 \n",
            "test loss: 0.171076 \n",
            "\n",
            "Epoch 1458\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001804\n",
            "val loss: 0.179026 \n",
            "test loss: 0.170772 \n",
            "\n",
            "Epoch 1459\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001800\n",
            "val loss: 0.178915 \n",
            "test loss: 0.170796 \n",
            "\n",
            "Epoch 1460\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001796\n",
            "val loss: 0.179463 \n",
            "test loss: 0.171129 \n",
            "\n",
            "Epoch 1461\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001794\n",
            "val loss: 0.179270 \n",
            "test loss: 0.170963 \n",
            "\n",
            "Epoch 1462\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001795\n",
            "val loss: 0.179621 \n",
            "test loss: 0.170968 \n",
            "\n",
            "Epoch 1463\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001808\n",
            "val loss: 0.179336 \n",
            "test loss: 0.171005 \n",
            "\n",
            "Epoch 1464\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001824\n",
            "val loss: 0.180239 \n",
            "test loss: 0.171409 \n",
            "\n",
            "Epoch 1465\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001869\n",
            "val loss: 0.179307 \n",
            "test loss: 0.171102 \n",
            "\n",
            "Epoch 1466\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001918\n",
            "val loss: 0.180609 \n",
            "test loss: 0.171387 \n",
            "\n",
            "Epoch 1467\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002003\n",
            "val loss: 0.179152 \n",
            "test loss: 0.171846 \n",
            "\n",
            "Epoch 1468\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002049\n",
            "val loss: 0.181192 \n",
            "test loss: 0.170989 \n",
            "\n",
            "Epoch 1469\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002216\n",
            "val loss: 0.179126 \n",
            "test loss: 0.172828 \n",
            "\n",
            "Epoch 1470\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002575\n",
            "val loss: 0.181119 \n",
            "test loss: 0.171047 \n",
            "\n",
            "Epoch 1471\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001887\n",
            "val loss: 0.180362 \n",
            "test loss: 0.170088 \n",
            "\n",
            "Epoch 1472\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002702\n",
            "val loss: 0.180246 \n",
            "test loss: 0.171773 \n",
            "\n",
            "Epoch 1473\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002851\n",
            "val loss: 0.182395 \n",
            "test loss: 0.171667 \n",
            "\n",
            "Epoch 1474\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002773\n",
            "val loss: 0.178008 \n",
            "test loss: 0.172667 \n",
            "\n",
            "Epoch 1475\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002438\n",
            "val loss: 0.176626 \n",
            "test loss: 0.173135 \n",
            "\n",
            "Epoch 1476\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.003052\n",
            "val loss: 0.186902 \n",
            "test loss: 0.167558 \n",
            "\n",
            "Epoch 1477\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002683\n",
            "val loss: 0.178505 \n",
            "test loss: 0.175053 \n",
            "\n",
            "Epoch 1478\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002518\n",
            "val loss: 0.173579 \n",
            "test loss: 0.174239 \n",
            "\n",
            "Epoch 1479\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002486\n",
            "val loss: 0.181400 \n",
            "test loss: 0.168821 \n",
            "\n",
            "Epoch 1480\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002410\n",
            "val loss: 0.180797 \n",
            "test loss: 0.172479 \n",
            "\n",
            "Epoch 1481\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002186\n",
            "val loss: 0.176621 \n",
            "test loss: 0.177034 \n",
            "\n",
            "Epoch 1482\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002295\n",
            "val loss: 0.176254 \n",
            "test loss: 0.172738 \n",
            "\n",
            "Epoch 1483\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002148\n",
            "val loss: 0.174635 \n",
            "test loss: 0.171244 \n",
            "\n",
            "Epoch 1484\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002121\n",
            "val loss: 0.176456 \n",
            "test loss: 0.173298 \n",
            "\n",
            "Epoch 1485\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002075\n",
            "val loss: 0.181353 \n",
            "test loss: 0.174122 \n",
            "\n",
            "Epoch 1486\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002059\n",
            "val loss: 0.176689 \n",
            "test loss: 0.174286 \n",
            "\n",
            "Epoch 1487\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001940\n",
            "val loss: 0.172588 \n",
            "test loss: 0.173626 \n",
            "\n",
            "Epoch 1488\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.002000\n",
            "val loss: 0.177738 \n",
            "test loss: 0.170470 \n",
            "\n",
            "Epoch 1489\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001912\n",
            "val loss: 0.178720 \n",
            "test loss: 0.172366 \n",
            "\n",
            "Epoch 1490\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001877\n",
            "val loss: 0.174257 \n",
            "test loss: 0.175134 \n",
            "\n",
            "Epoch 1491\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001899\n",
            "val loss: 0.174907 \n",
            "test loss: 0.172984 \n",
            "\n",
            "Epoch 1492\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001817\n",
            "val loss: 0.176247 \n",
            "test loss: 0.171368 \n",
            "\n",
            "Epoch 1493\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001813\n",
            "val loss: 0.174975 \n",
            "test loss: 0.172449 \n",
            "\n",
            "Epoch 1494\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001814\n",
            "val loss: 0.175808 \n",
            "test loss: 0.172545 \n",
            "\n",
            "Epoch 1495\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001746\n",
            "val loss: 0.175836 \n",
            "test loss: 0.173020 \n",
            "\n",
            "Epoch 1496\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001764\n",
            "val loss: 0.174987 \n",
            "test loss: 0.173493 \n",
            "\n",
            "Epoch 1497\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001725\n",
            "val loss: 0.176163 \n",
            "test loss: 0.172176 \n",
            "\n",
            "Epoch 1498\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001718\n",
            "val loss: 0.175719 \n",
            "test loss: 0.171844 \n",
            "\n",
            "Epoch 1499\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001697\n",
            "val loss: 0.174239 \n",
            "test loss: 0.173399 \n",
            "\n",
            "Epoch 1500\n",
            "-------------------------------\n",
            "Student_id: ffb72475a81de0e95b910ffad039f5c2\n",
            "Train loss: 0.001691\n",
            "val loss: 0.176237 \n",
            "test loss: 0.173144 \n",
            "\n",
            "Done!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 4) Learning curve"
      ],
      "metadata": {
        "id": "p9wsQiy52_rS"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "SMKXeZDz590o",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 511
        },
        "outputId": "90d1721c-4cc3-4764-a66a-021475d0eb7c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ],
      "source": [
        "#Let's draw a learning curve like below.\n",
        "student_id = \"04c32d4d95425f73b3a1d6502aed4d48\"\n",
        "plt.plot(train_loss_history[student_id], label='train', color='blue')\n",
        "plt.plot(val_loss_history[student_id], label='val', color='green')\n",
        "plt.plot(test_loss_history[student_id], label='test', color='orange')\n",
        "plt.xlabel('epoch')\n",
        "plt.ylabel('loss')\n",
        "plt.title('Loss')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "# index_min = min(range(len(val_loss_history)), key=val_loss_history.__getitem__)\n",
        "# print(\"Minimum for validation set\")\n",
        "# print(\"epoch: \", index_min+1, \"value: \", min(val_loss_history))\n",
        "# print(\"test loss: \", test_loss_history[index_min]) #test loss for such epoch\n",
        "\n",
        "print(test_loss_early_stopping)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 5) download data"
      ],
      "metadata": {
        "id": "p2XdYEwM3CND"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "lstm_test_loss = pd.DataFrame(list(test_loss_early_stopping.items()), columns=['SubjectID', 'Test loss'])\n",
        "\n",
        "from google.colab import files\n",
        "lstm_test_loss.to_csv('lstm_test_loss_h0=0.csv')\n",
        "\n",
        "files.download('lstm_test_loss_h0=0.csv')"
      ],
      "metadata": {
        "id": "xHFX45Mcny0e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "c5859f03-062d-489d-99b7-e08541986393"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_59555062-13a1-4037-81ff-3946d477a667\", \"lstm_test_loss_h0=0.csv\", 13887)"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}