Regularization_L1_&_L2_in_Pytorch.ipynb

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          "text": [
            "Requirement already satisfied: keras in /usr/local/lib/python3.10/dist-packages (2.12.0)\n"
          ]
        },
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          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n",
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Package wordnet is already up-to-date!\n",
            "[nltk_data] Downloading package omw-1.4 to /root/nltk_data...\n",
            "[nltk_data]   Package omw-1.4 is already up-to-date!\n"
          ]
        },
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              "True"
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      "source": [
        "##### Import all necessity functions for Machine Learning #####\n",
        "import sys\n",
        "import math\n",
        "import string\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import scipy as shc\n",
        "import warnings\n",
        "import zipfile\n",
        "import cv2\n",
        "import os\n",
        "import re\n",
        "import nltk\n",
        "import random\n",
        "import requests\n",
        "from bs4 import BeautifulSoup\n",
        "import re\n",
        "from collections import Counter\n",
        "from functools import reduce\n",
        "from itertools import chain\n",
        "from wordcloud import WordCloud\n",
        "from google.colab.patches import cv2_imshow\n",
        "from keras.preprocessing import image\n",
        "from sklearn.metrics._plot.confusion_matrix import confusion_matrix\n",
        "from sklearn.model_selection import train_test_split, KFold, StratifiedKFold, GridSearchCV, RandomizedSearchCV\n",
        "from sklearn.preprocessing import StandardScaler, RobustScaler, MinMaxScaler\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.cluster import KMeans, DBSCAN, AgglomerativeClustering\n",
        "from sklearn.feature_selection import mutual_info_classif, mutual_info_regression, SelectKBest, chi2, VarianceThreshold\n",
        "from imblearn.under_sampling import RandomUnderSampler, NearMiss\n",
        "from imblearn.over_sampling import RandomOverSampler, SMOTE, SMOTEN, SMOTENC, SVMSMOTE, KMeansSMOTE, BorderlineSMOTE, ADASYN\n",
        "from imblearn.ensemble import EasyEnsembleClassifier\n",
        "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n",
        "from sklearn.naive_bayes import GaussianNB, BernoulliNB, MultinomialNB\n",
        "from sklearn.neighbors import KNeighborsClassifier, KNeighborsRegressor, NearestNeighbors\n",
        "from sklearn.linear_model import LinearRegression, LogisticRegression, SGDClassifier, SGDRegressor, Perceptron\n",
        "from sklearn.neural_network import MLPClassifier, MLPRegressor\n",
        "from sklearn.svm import SVC, SVR\n",
        "from sklearn.tree import DecisionTreeClassifier, DecisionTreeRegressor, ExtraTreeClassifier, ExtraTreeRegressor\n",
        "from sklearn.ensemble import BaggingClassifier, BaggingRegressor, RandomForestClassifier, RandomForestRegressor, VotingClassifier, VotingRegressor\n",
        "from sklearn.ensemble import AdaBoostClassifier, AdaBoostRegressor, GradientBoostingClassifier, GradientBoostingRegressor, StackingClassifier, StackingRegressor\n",
        "from sklearn.metrics import classification_report, mean_absolute_error, mean_squared_error, r2_score, accuracy_score, recall_score, precision_score, f1_score, silhouette_score\n",
        "from xgboost import XGBClassifier, XGBRegressor\n",
        "\n",
        "##### Download keras #####\n",
        "!pip install keras\n",
        "\n",
        "##### Remove all warnings #####\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "##### Import all necessity functions for Neural Network #####\n",
        "import tensorflow as tf\n",
        "from keras.models import Sequential, Model\n",
        "from keras.utils import plot_model\n",
        "from keras.layers import Dense, Conv2D, LSTM, GRU, RNN, Flatten, AvgPool2D, MaxPool2D, GlobalAveragePooling2D, BatchNormalization, Dropout, LeakyReLU, ELU, PReLU,  Embedding\n",
        "from keras.activations import tanh, relu, sigmoid, softmax, swish\n",
        "from keras.regularizers import L1, L2, L1L2\n",
        "from keras.optimizers import SGD, Adagrad, Adadelta, RMSprop, Adam, Adamax, Nadam\n",
        "from keras.initializers import HeNormal, HeUniform, GlorotNormal, GlorotUniform\n",
        "from keras.losses import SparseCategoricalCrossentropy, CategoricalCrossentropy, hinge, MSE, MAE, Huber, BinaryCrossentropy\n",
        "import keras.utils as image\n",
        "from google.colab.patches import cv2_imshow\n",
        "from keras.utils import plot_model\n",
        "\n",
        "##### Plotting the confusion matrix #####\n",
        "from mlxtend.evaluate import confusion_matrix\n",
        "from mlxtend.plotting import plot_confusion_matrix\n",
        "from sklearn.metrics import multilabel_confusion_matrix\n",
        "from sklearn.metrics import confusion_matrix\n",
        "\n",
        "###### NLP Libraries ######\n",
        "\n",
        "from nltk.corpus import stopwords\n",
        "from nltk.tokenize import word_tokenize, sent_tokenize\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "from nltk.stem import WordNetLemmatizer\n",
        "\n",
        "###### Download functions for nltk ######\n",
        "\n",
        "nltk.download('stopwords')\n",
        "nltk.download('punkt')\n",
        "nltk.download('wordnet')\n",
        "nltk.download('omw-1.4')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Import the dataset"
      ],
      "metadata": {
        "id": "wMNTOjGUzWux"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('/content/Iris.csv')\n",
        "df.head()"
      ],
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      "execution_count": 2,
      "outputs": [
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              "   Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm      Species\n",
              "0   1            5.1           3.5            1.4           0.2  Iris-setosa\n",
              "1   2            4.9           3.0            1.4           0.2  Iris-setosa\n",
              "2   3            4.7           3.2            1.3           0.2  Iris-setosa\n",
              "3   4            4.6           3.1            1.5           0.2  Iris-setosa\n",
              "4   5            5.0           3.6            1.4           0.2  Iris-setosa"
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              "      <th>SepalLengthCm</th>\n",
              "      <th>SepalWidthCm</th>\n",
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              "      <th>0</th>\n",
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              "      <td>5.1</td>\n",
              "      <td>3.5</td>\n",
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              "      <td>Iris-setosa</td>\n",
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          },
          "metadata": {},
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Convert this target class into Numerical"
      ],
      "metadata": {
        "id": "50K_TzBgziCY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.loc[:, 'Species'] = df.loc[:, 'Species'].\\\n",
        "      map({value: index for index, value\\\n",
        "      in enumerate(df.loc[:, 'Species'].value_counts().index)})\n",
        "\n",
        "df.head()"
      ],
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        "id": "JrnUOjpizhZA",
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      "execution_count": 3,
      "outputs": [
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          "data": {
            "text/plain": [
              "   Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm  Species\n",
              "0   1            5.1           3.5            1.4           0.2        0\n",
              "1   2            4.9           3.0            1.4           0.2        0\n",
              "2   3            4.7           3.2            1.3           0.2        0\n",
              "3   4            4.6           3.1            1.5           0.2        0\n",
              "4   5            5.0           3.6            1.4           0.2        0"
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              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>5.1</td>\n",
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              "      <td>1.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0</td>\n",
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              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>4.9</td>\n",
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              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>4.7</td>\n",
              "      <td>3.2</td>\n",
              "      <td>1.3</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0</td>\n",
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              "      <th>3</th>\n",
              "      <td>4</td>\n",
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              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0c2937a2-5e0b-4dfe-9e32-24d4daaff4b5')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-1eb0d1de-0116-44be-b575-356b2a5d5dd0\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-1eb0d1de-0116-44be-b575-356b2a5d5dd0')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-1eb0d1de-0116-44be-b575-356b2a5d5dd0 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-0c2937a2-5e0b-4dfe-9e32-24d4daaff4b5 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-0c2937a2-5e0b-4dfe-9e32-24d4daaff4b5');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Scaling the dataset"
      ],
      "metadata": {
        "id": "h5gUoDJN0KV8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "StandardScaler = StandardScaler()\n",
        "independent = StandardScaler.fit_transform(df.iloc[:, :-1].values)\n",
        "independent = pd.DataFrame(independent, columns = df.columns[:-1])\n",
        "df = pd.concat([independent, df.iloc[:, -1]], axis = 1)\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "JhsF-qS80IoC",
        "outputId": "ac6a758c-def3-493b-d584-d2d905aa3beb"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm  Species\n",
              "0 -1.720542      -0.900681      1.032057      -1.341272     -1.312977        0\n",
              "1 -1.697448      -1.143017     -0.124958      -1.341272     -1.312977        0\n",
              "2 -1.674353      -1.385353      0.337848      -1.398138     -1.312977        0\n",
              "3 -1.651258      -1.506521      0.106445      -1.284407     -1.312977        0\n",
              "4 -1.628164      -1.021849      1.263460      -1.341272     -1.312977        0"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-6e945400-bef1-4f8c-8f48-6f5078ddc9b6\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Id</th>\n",
              "      <th>SepalLengthCm</th>\n",
              "      <th>SepalWidthCm</th>\n",
              "      <th>PetalLengthCm</th>\n",
              "      <th>PetalWidthCm</th>\n",
              "      <th>Species</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-1.720542</td>\n",
              "      <td>-0.900681</td>\n",
              "      <td>1.032057</td>\n",
              "      <td>-1.341272</td>\n",
              "      <td>-1.312977</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-1.697448</td>\n",
              "      <td>-1.143017</td>\n",
              "      <td>-0.124958</td>\n",
              "      <td>-1.341272</td>\n",
              "      <td>-1.312977</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-1.674353</td>\n",
              "      <td>-1.385353</td>\n",
              "      <td>0.337848</td>\n",
              "      <td>-1.398138</td>\n",
              "      <td>-1.312977</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-1.651258</td>\n",
              "      <td>-1.506521</td>\n",
              "      <td>0.106445</td>\n",
              "      <td>-1.284407</td>\n",
              "      <td>-1.312977</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-1.628164</td>\n",
              "      <td>-1.021849</td>\n",
              "      <td>1.263460</td>\n",
              "      <td>-1.341272</td>\n",
              "      <td>-1.312977</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6e945400-bef1-4f8c-8f48-6f5078ddc9b6')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-70d558bc-cad7-42d2-8a05-0e0d286cd0f1\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-70d558bc-cad7-42d2-8a05-0e0d286cd0f1')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-70d558bc-cad7-42d2-8a05-0e0d286cd0f1 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-6e945400-bef1-4f8c-8f48-6f5078ddc9b6 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-6e945400-bef1-4f8c-8f48-6f5078ddc9b6');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Drop the Id column"
      ],
      "metadata": {
        "id": "xco87CFS05-M"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "try:\n",
        "  df.drop(['Id'], axis = 1, inplace = True)\n",
        "except Exception as e:\n",
        "  print(e.with_traceback)\n",
        "else:\n",
        "  print(\"Id column is deleted !!!\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sSutY1P108K9",
        "outputId": "1ab18ce7-3cfd-4ccb-c7ef-0eb37f08b379"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Id column is deleted !!!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Split the dataset with train and test"
      ],
      "metadata": {
        "id": "Lx9KI4i21PvA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X = df.iloc[:, :-1].values\n",
        "y = df.iloc[:, -1].values\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25, random_state = 42)\n",
        "\n",
        "print(\"The shape of X_train is # {} \".format(X_train.shape),'\\n')\n",
        "print(\"The shape of X_test  is # {} \".format(X_test .shape),'\\n')\n",
        "print(\"The shape of y_train is # {} \".format(y_train.shape),'\\n')\n",
        "print(\"The shape of y_test  is # {} \".format(y_test.shape))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ix3m1Hkg1Smy",
        "outputId": "f5663f08-fd27-48fb-dc31-cb4073e259a8"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The shape of X_train is # (112, 4)  \n",
            "\n",
            "The shape of X_test  is # (38, 4)  \n",
            "\n",
            "The shape of y_train is # (112,)  \n",
            "\n",
            "The shape of y_test  is # (38,) \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Initiate the DataLoader with batch_size :: 16"
      ],
      "metadata": {
        "id": "ATB3wGSJ1y6T"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.functional as F\n",
        "import torch.optim as optim\n",
        "from torchsummary import summary\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "\n",
        "\"\"\"\"Convert X_train and X_test into torch Float\"\"\"\n",
        "X_train = torch.tensor(data = X_train, dtype = torch.float32)\n",
        "X_test  = torch.tensor(data = X_test, dtype = torch.float32)\n",
        "\n",
        "\"\"\"Initiate the DataLoader\"\"\"\n",
        "loader = DataLoader(dataset = list(zip(X_train, y_train)), batch_size = 16, shuffle = True)\n",
        "print(\"The batch size of this loader # {} \".format(loader.batch_size))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mEjL5OsO1SpD",
        "outputId": "2c05fb52-2c97-4790-ad3b-b52933364f90"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The batch size of this loader # 16 \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data, labels = next(iter(loader))\n",
        "print(\"The shape of singular batch size of training data # {} \".format(data.shape))\n",
        "print(\"The shape of singular batch size of label data # {} \".format(labels.shape))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k9WEF8Bj1SsG",
        "outputId": "9eee2293-2fa3-42bc-ae61-c4f9307f69cd"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The shape of singular batch size of training data # torch.Size([16, 4]) \n",
            "The shape of singular batch size of label data # torch.Size([16]) \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Model Building without using L1 & L2"
      ],
      "metadata": {
        "id": "oVAesePK3Sdm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\"\"\"Create a class named IrisClassifier\"\"\"\n",
        "class IrisClassifier(nn.Module):\n",
        "  \"\"\"\n",
        "  Create a constructor\n",
        "  * number of input_dimension = 4\n",
        "  \"\"\"\n",
        "  def __init__(self, input_dimension, in_feature = None, out_feature = None, output_feature = None):\n",
        "    \"\"\"Call the super() class for inherit the parent class (nn.Module)\"\"\"\n",
        "    super().__init__()\n",
        "    \"\"\"\n",
        "    Create first hidden layer & activation function\n",
        "    input_feature  = 4,\n",
        "    output_feature = 128\n",
        "    \"\"\"\n",
        "    self.hiddenLayer1 = nn.Linear(in_features = input_dimension, out_features = 128)\n",
        "    self.activation1  = nn.ReLU()\n",
        "\n",
        "    \"\"\"\n",
        "    Create second hidden layer & activation function\n",
        "    input_feature  = 128,\n",
        "    output_feature = 64\n",
        "    \"\"\"\n",
        "    self.hiddenLayer2 = nn.Linear(in_features = 128, out_features = 64)\n",
        "    self.activation2  = nn.ReLU()\n",
        "\n",
        "    \"\"\"\n",
        "    Create the output layer & activation function\n",
        "    in_feature  = 64,\n",
        "    out_feature = 3\n",
        "    \"\"\"\n",
        "    self.outputLayer = nn.Linear(in_features = 64, out_features = output_feature)\n",
        "    self.actiOutput  = nn.Softmax()\n",
        "\n",
        "  def forward(self, x):\n",
        "    x = self.activation1(self.hiddenLayer1(x))\n",
        "    x = self.activation2(self.hiddenLayer2(x))\n",
        "    x = self.actiOutput(self.outputLayer(x))\n",
        "\n",
        "    return x\n"
      ],
      "metadata": {
        "id": "_Ifx7I0v3Yfe"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "### Call the model\n",
        "try:\n",
        "  model = IrisClassifier(input_dimension = X_train.shape[1], output_feature = len(df.iloc[:, -1].value_counts()))\n",
        "except Exception as e:\n",
        "  print(e.with_traceback)\n",
        "else:\n",
        "  print(model.parameters)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wlhYh57g3YiH",
        "outputId": "a624c992-015b-4d4a-e01e-e9d794744398"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<bound method Module.parameters of IrisClassifier(\n",
            "  (hiddenLayer1): Linear(in_features=4, out_features=128, bias=True)\n",
            "  (activation1): ReLU()\n",
            "  (hiddenLayer2): Linear(in_features=128, out_features=64, bias=True)\n",
            "  (activation2): ReLU()\n",
            "  (outputLayer): Linear(in_features=64, out_features=3, bias=True)\n",
            "  (actiOutput): Softmax(dim=None)\n",
            ")>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### Display this model for better understanding\n",
        "summary(model = model, input_size = X.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TiU7Ciuk6joq",
        "outputId": "1b61b624-8392-45ca-973f-aa63ceabb085"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Linear-1             [-1, 150, 128]             640\n",
            "              ReLU-2             [-1, 150, 128]               0\n",
            "            Linear-3              [-1, 150, 64]           8,256\n",
            "              ReLU-4              [-1, 150, 64]               0\n",
            "            Linear-5               [-1, 150, 3]             195\n",
            "           Softmax-6               [-1, 150, 3]               0\n",
            "================================================================\n",
            "Total params: 9,091\n",
            "Trainable params: 9,091\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.00\n",
            "Forward/backward pass size (MB): 0.45\n",
            "Params size (MB): 0.03\n",
            "Estimated Total Size (MB): 0.48\n",
            "----------------------------------------------------------------\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Initialize the loss & optimizer"
      ],
      "metadata": {
        "id": "BRpQzUfu7hHx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "LEARNING_RATE = 0.001\n",
        "loss_function = nn.CrossEntropyLoss()\n",
        "optimizer = optim.Adam(params = model.parameters(), lr = LEARNING_RATE)"
      ],
      "metadata": {
        "id": "F0hLeUng7luV"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Checking the model.parameters()"
      ],
      "metadata": {
        "id": "mracPpR-76dT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for parameter in model.parameters():\n",
        "  print(parameter)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IvEVy_eR79ak",
        "outputId": "4c6b4a8b-445b-4162-8e84-98a6e432c6b5"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Parameter containing:\n",
            "tensor([[ 0.2037,  0.0359, -0.3029,  0.2790],\n",
            "        [-0.4484, -0.4630, -0.0817,  0.4991],\n",
            "        [-0.4964, -0.0788, -0.0005, -0.3015],\n",
            "        [-0.1708,  0.2042, -0.4869, -0.3412],\n",
            "        [-0.4969, -0.1132, -0.2668,  0.4398],\n",
            "        [ 0.2999,  0.0926,  0.2194,  0.4605],\n",
            "        [-0.3637,  0.3267,  0.3287, -0.4987],\n",
            "        [-0.1735, -0.3962,  0.1008,  0.3249],\n",
            "        [-0.2573,  0.3512,  0.4094,  0.3712],\n",
            "        [ 0.3880,  0.1761,  0.1740, -0.4614],\n",
            "        [-0.3275,  0.1326, -0.4739, -0.0007],\n",
            "        [-0.2096, -0.1880,  0.4620, -0.1842],\n",
            "        [-0.2286,  0.4851, -0.1635,  0.0126],\n",
            "        [-0.1506, -0.1600, -0.2427,  0.2727],\n",
            "        [-0.1164, -0.2915,  0.1691,  0.1290],\n",
            "        [-0.2160, -0.0672,  0.2038,  0.1603],\n",
            "        [-0.2934, -0.1937, -0.1640,  0.0185],\n",
            "        [-0.0836,  0.3912,  0.1234,  0.3792],\n",
            "        [ 0.3798, -0.3464, -0.1380, -0.2783],\n",
            "        [ 0.1229,  0.3253,  0.0645,  0.3602],\n",
            "        [ 0.3633, -0.0774,  0.4217, -0.1356],\n",
            "        [ 0.2277, -0.2711, -0.3382, -0.0140],\n",
            "        [-0.1932, -0.1308, -0.3222,  0.3411],\n",
            "        [-0.1432,  0.1418,  0.2325, -0.2019],\n",
            "        [-0.0352, -0.1206, -0.0816, -0.1691],\n",
            "        [-0.0974, -0.2537,  0.3711, -0.1979],\n",
            "        [-0.1490, -0.0208, -0.3997,  0.1535],\n",
            "        [ 0.0720, -0.3723,  0.3014,  0.3356],\n",
            "        [-0.4684,  0.4434, -0.1695, -0.3447],\n",
            "        [-0.2925, -0.2893, -0.4542, -0.3680],\n",
            "        [-0.2846,  0.0504, -0.2526,  0.3820],\n",
            "        [ 0.4572,  0.4991, -0.4546,  0.3666],\n",
            "        [ 0.4163, -0.2011, -0.3296, -0.0725],\n",
            "        [ 0.4031, -0.3491,  0.0988,  0.0589],\n",
            "        [-0.2605,  0.4449,  0.4350, -0.2693],\n",
            "        [ 0.2891,  0.3577,  0.4489, -0.1574],\n",
            "        [ 0.2513,  0.4610,  0.1589,  0.1464],\n",
            "        [ 0.1461, -0.3715,  0.0922,  0.3391],\n",
            "        [-0.2627, -0.1264,  0.2744, -0.2949],\n",
            "        [ 0.0925, -0.2836, -0.0353,  0.4529],\n",
            "        [-0.3093, -0.2936,  0.4292, -0.2731],\n",
            "        [ 0.2359,  0.2164,  0.2410, -0.3174],\n",
            "        [-0.4934, -0.0302,  0.1156,  0.0021],\n",
            "        [-0.0252, -0.3151, -0.4331, -0.4532],\n",
            "        [ 0.2393,  0.0132, -0.2504, -0.1561],\n",
            "        [ 0.1691, -0.4140,  0.4436,  0.2969],\n",
            "        [ 0.1061, -0.2041, -0.1847, -0.3604],\n",
            "        [-0.4549,  0.2370, -0.0577,  0.2586],\n",
            "        [ 0.1499, -0.0553,  0.3157,  0.1575],\n",
            "        [-0.1917, -0.1615,  0.1814, -0.1162],\n",
            "        [-0.2351,  0.0848,  0.0629, -0.3191],\n",
            "        [-0.1311,  0.3840, -0.1569,  0.0757],\n",
            "        [-0.1620,  0.3787, -0.0945, -0.3448],\n",
            "        [-0.4634,  0.0235, -0.0440, -0.2542],\n",
            "        [-0.1153,  0.4336, -0.0655,  0.1485],\n",
            "        [ 0.0775,  0.0569,  0.1945,  0.2151],\n",
            "        [ 0.0340,  0.4189,  0.1535, -0.2930],\n",
            "        [ 0.0789,  0.2544,  0.2538, -0.1483],\n",
            "        [ 0.4297,  0.1651, -0.0527, -0.2365],\n",
            "        [ 0.4891,  0.3213, -0.4580, -0.3341],\n",
            "        [-0.0520,  0.3451,  0.2667, -0.1315],\n",
            "        [-0.2900,  0.1854, -0.0951,  0.1428],\n",
            "        [-0.3356, -0.4894, -0.1063,  0.2439],\n",
            "        [-0.0121, -0.0119, -0.2554,  0.2720],\n",
            "        [ 0.0026, -0.0130,  0.2457, -0.4309],\n",
            "        [ 0.3341, -0.4513, -0.0251,  0.2152],\n",
            "        [ 0.3362, -0.1170, -0.3955, -0.1576],\n",
            "        [-0.0113, -0.4669,  0.4748,  0.4007],\n",
            "        [-0.3122, -0.4357,  0.1173,  0.0593],\n",
            "        [-0.4727, -0.3710, -0.2391,  0.1695],\n",
            "        [-0.4012,  0.3498, -0.2369, -0.3563],\n",
            "        [ 0.4399, -0.3967, -0.2416,  0.4371],\n",
            "        [ 0.0531,  0.0653,  0.4612, -0.3547],\n",
            "        [ 0.0158,  0.4980,  0.0804, -0.2638],\n",
            "        [ 0.3140, -0.2026, -0.2623, -0.1983],\n",
            "        [-0.2265,  0.4858,  0.2743, -0.0875],\n",
            "        [ 0.1360,  0.2268,  0.3453, -0.3149],\n",
            "        [ 0.3784, -0.4357,  0.1278, -0.4067],\n",
            "        [-0.3558, -0.4388, -0.1701, -0.4958],\n",
            "        [-0.4321, -0.3985, -0.4150,  0.4931],\n",
            "        [ 0.1226, -0.2574, -0.0315,  0.0732],\n",
            "        [ 0.3559, -0.3357, -0.2624, -0.3909],\n",
            "        [ 0.1987, -0.2316,  0.3023,  0.0988],\n",
            "        [ 0.1345, -0.3502,  0.1649, -0.4795],\n",
            "        [-0.4142,  0.2169,  0.2676,  0.0457],\n",
            "        [-0.4586, -0.4168,  0.0208,  0.4396],\n",
            "        [-0.2711, -0.1183,  0.0577, -0.3340],\n",
            "        [-0.3004, -0.1577, -0.2348, -0.3158],\n",
            "        [ 0.0466, -0.0088, -0.3813,  0.2960],\n",
            "        [-0.3247,  0.1126,  0.3546,  0.4593],\n",
            "        [ 0.1966, -0.1649,  0.4092,  0.3573],\n",
            "        [ 0.4835, -0.4568,  0.2489, -0.2619],\n",
            "        [ 0.3959,  0.1592, -0.2911,  0.1810],\n",
            "        [-0.1823, -0.2713,  0.1650,  0.4036],\n",
            "        [-0.4386, -0.4833,  0.3175,  0.1199],\n",
            "        [-0.1985,  0.0981, -0.2096, -0.0092],\n",
            "        [ 0.1617, -0.4399, -0.1310, -0.4658],\n",
            "        [ 0.0669, -0.1084,  0.3882,  0.3134],\n",
            "        [-0.4980,  0.0075, -0.3053,  0.2721],\n",
            "        [-0.4636, -0.0462,  0.1424, -0.4592],\n",
            "        [-0.1410, -0.3140, -0.1270,  0.3779],\n",
            "        [ 0.3019,  0.0080,  0.4900,  0.2811],\n",
            "        [-0.1609, -0.3734,  0.0998,  0.1496],\n",
            "        [-0.1046,  0.0940,  0.0938,  0.1427],\n",
            "        [ 0.1747, -0.0612,  0.1824, -0.2294],\n",
            "        [-0.2431, -0.4316,  0.3366,  0.0209],\n",
            "        [-0.0429,  0.2126,  0.2934,  0.3922],\n",
            "        [-0.1055,  0.2719,  0.3144,  0.1721],\n",
            "        [ 0.3199,  0.0062,  0.2469, -0.3870],\n",
            "        [ 0.1422, -0.4825,  0.0760,  0.3121],\n",
            "        [-0.3168,  0.2645,  0.4289,  0.4056],\n",
            "        [ 0.4619,  0.2542, -0.4429,  0.2155],\n",
            "        [-0.4089, -0.4227,  0.1989, -0.1335],\n",
            "        [-0.0478, -0.1202, -0.4985,  0.2266],\n",
            "        [-0.3958,  0.3640, -0.1548,  0.1331],\n",
            "        [ 0.0232, -0.3376,  0.0529, -0.4109],\n",
            "        [ 0.2455, -0.2607, -0.1206, -0.3049],\n",
            "        [ 0.3834,  0.4767,  0.4062,  0.1634],\n",
            "        [ 0.0823,  0.4126,  0.2384, -0.4644],\n",
            "        [-0.1006, -0.4653,  0.0584,  0.4517],\n",
            "        [-0.1032, -0.3021, -0.3322,  0.0475],\n",
            "        [-0.4439, -0.3980,  0.4842, -0.1157],\n",
            "        [-0.0672, -0.2684,  0.4506,  0.0779],\n",
            "        [ 0.2954,  0.0112, -0.3622, -0.0404],\n",
            "        [ 0.2237,  0.0793, -0.1109, -0.3761],\n",
            "        [ 0.2610, -0.2553,  0.4496,  0.2821],\n",
            "        [ 0.1211, -0.3896, -0.3772,  0.1381],\n",
            "        [ 0.1597,  0.0561, -0.1179, -0.1221]], requires_grad=True)\n",
            "Parameter containing:\n",
            "tensor([-0.4085,  0.0087, -0.1085,  0.2319,  0.0150, -0.1354, -0.1500,  0.3055,\n",
            "        -0.3323, -0.1054, -0.2774,  0.0023,  0.3860,  0.4506,  0.2986,  0.2334,\n",
            "         0.1445, -0.1666, -0.3981, -0.3118,  0.2937,  0.1418, -0.0102,  0.3247,\n",
            "         0.4388,  0.2727, -0.2381,  0.4428,  0.4883,  0.1329, -0.3068,  0.4474,\n",
            "        -0.0504,  0.2802,  0.4753, -0.3772, -0.2155, -0.1337, -0.2700, -0.1570,\n",
            "         0.0327, -0.3091, -0.1940,  0.2496, -0.2544,  0.4797,  0.3755, -0.1936,\n",
            "         0.0883,  0.0290, -0.2041,  0.4267, -0.3379, -0.0043, -0.1768,  0.3416,\n",
            "        -0.1726, -0.1520, -0.3793,  0.3021,  0.1671,  0.3434, -0.0476, -0.1308,\n",
            "         0.1698,  0.2849, -0.0668,  0.1643, -0.1439, -0.0341, -0.1899, -0.2018,\n",
            "         0.2183, -0.3133, -0.0583, -0.1808,  0.0998,  0.2808,  0.4021,  0.0331,\n",
            "         0.4330,  0.3896, -0.4953, -0.2775,  0.4974,  0.2510, -0.3132, -0.2354,\n",
            "         0.1486, -0.3403, -0.1818,  0.0828, -0.0735,  0.4740,  0.2415,  0.0758,\n",
            "         0.0638,  0.1377,  0.4276,  0.2442,  0.2058, -0.2201, -0.0332,  0.4497,\n",
            "         0.4251,  0.1269, -0.0800, -0.3524,  0.1836, -0.3161, -0.4782, -0.1036,\n",
            "        -0.3423, -0.4958, -0.3961,  0.2040,  0.2772, -0.2648, -0.1247, -0.4409,\n",
            "         0.2593, -0.2879, -0.2181,  0.1021,  0.1589,  0.4212,  0.2280, -0.3688],\n",
            "       requires_grad=True)\n",
            "Parameter containing:\n",
            "tensor([[-0.0243,  0.0089,  0.0167,  ..., -0.0060,  0.0824,  0.0562],\n",
            "        [ 0.0867,  0.0372,  0.0831,  ..., -0.0386,  0.0175, -0.0170],\n",
            "        [ 0.0524, -0.0852, -0.0454,  ...,  0.0601, -0.0559, -0.0609],\n",
            "        ...,\n",
            "        [-0.0287, -0.0514, -0.0067,  ..., -0.0169, -0.0833,  0.0170],\n",
            "        [-0.0044,  0.0519,  0.0546,  ...,  0.0829, -0.0061,  0.0333],\n",
            "        [ 0.0671, -0.0883,  0.0182,  ...,  0.0641,  0.0517, -0.0153]],\n",
            "       requires_grad=True)\n",
            "Parameter containing:\n",
            "tensor([ 0.0583, -0.0688, -0.0161, -0.0881,  0.0152,  0.0508,  0.0043, -0.0703,\n",
            "        -0.0760,  0.0222, -0.0233,  0.0128, -0.0414,  0.0714,  0.0179, -0.0143,\n",
            "         0.0855, -0.0383,  0.0485, -0.0782,  0.0007,  0.0706, -0.0095,  0.0487,\n",
            "        -0.0243,  0.0755,  0.0387, -0.0088, -0.0125, -0.0746,  0.0674, -0.0776,\n",
            "        -0.0059,  0.0380, -0.0772, -0.0073, -0.0642,  0.0291,  0.0225, -0.0558,\n",
            "        -0.0055,  0.0849, -0.0659,  0.0075, -0.0424,  0.0295,  0.0513,  0.0029,\n",
            "        -0.0697, -0.0685, -0.0861, -0.0519, -0.0484,  0.0657,  0.0014,  0.0143,\n",
            "         0.0618,  0.0148, -0.0150, -0.0469,  0.0344, -0.0161,  0.0247,  0.0328],\n",
            "       requires_grad=True)\n",
            "Parameter containing:\n",
            "tensor([[-0.0076, -0.0074,  0.0713,  0.0630, -0.0708, -0.0215, -0.0776, -0.1112,\n",
            "          0.0809, -0.0027, -0.0799,  0.0557,  0.0961,  0.0096, -0.1069,  0.0718,\n",
            "         -0.0131,  0.0120,  0.0133,  0.0370,  0.0656,  0.0783,  0.0645, -0.0535,\n",
            "         -0.1220, -0.1067, -0.1157,  0.0249, -0.0691,  0.1036,  0.0499, -0.0530,\n",
            "         -0.0858, -0.0521,  0.0979, -0.0003, -0.0118, -0.0923, -0.0987, -0.0431,\n",
            "          0.0972,  0.0212,  0.0730,  0.0859,  0.0933,  0.0748,  0.0469,  0.0481,\n",
            "         -0.0078,  0.0534, -0.1029, -0.0808,  0.0519,  0.0421, -0.0345, -0.0513,\n",
            "          0.0179, -0.1221, -0.0949, -0.0722,  0.0103,  0.0979,  0.0350,  0.0939],\n",
            "        [-0.0658,  0.0917,  0.0908, -0.0694,  0.1099, -0.0382,  0.0391, -0.0451,\n",
            "          0.1067, -0.0851, -0.1088,  0.0381, -0.1106, -0.0666, -0.0617, -0.0132,\n",
            "          0.0520, -0.1218,  0.1182, -0.0109,  0.0209,  0.0125, -0.0642,  0.0200,\n",
            "          0.1069,  0.0867, -0.0576, -0.0115, -0.0388, -0.0652, -0.0175, -0.1123,\n",
            "         -0.0142, -0.0858,  0.0592, -0.0862, -0.0741,  0.0739, -0.0442,  0.1019,\n",
            "         -0.1000,  0.0592,  0.0670, -0.0032, -0.0080, -0.0828,  0.1081, -0.0315,\n",
            "         -0.0930,  0.0519, -0.0045, -0.0648,  0.0220, -0.0589, -0.0403,  0.0421,\n",
            "         -0.1075, -0.1208,  0.0224,  0.0656, -0.0761, -0.0766,  0.0344, -0.0966],\n",
            "        [ 0.0072,  0.1020, -0.0983, -0.0409,  0.0220,  0.0487, -0.0002,  0.0544,\n",
            "          0.0348,  0.0852,  0.0442, -0.0334, -0.0927,  0.0352,  0.1015, -0.0844,\n",
            "          0.0455,  0.0587,  0.1034, -0.0490, -0.0593,  0.0466, -0.0269,  0.0408,\n",
            "          0.0031, -0.0402,  0.0067,  0.0600,  0.0740,  0.0971,  0.0324,  0.1222,\n",
            "         -0.0874,  0.0952, -0.1249, -0.0725,  0.0916,  0.0959,  0.0672, -0.0301,\n",
            "         -0.0453, -0.0799, -0.0545, -0.0749,  0.0558,  0.0246,  0.0887,  0.0207,\n",
            "         -0.1048, -0.0773,  0.0176,  0.0072,  0.0849,  0.0893, -0.0122,  0.0602,\n",
            "         -0.0158,  0.0408,  0.0298, -0.0279, -0.0307, -0.0048,  0.0552, -0.0808]],\n",
            "       requires_grad=True)\n",
            "Parameter containing:\n",
            "tensor([-0.0686,  0.0898,  0.0930], requires_grad=True)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Train the model"
      ],
      "metadata": {
        "id": "dBeFLvBE8Znu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "EPOCHS = 2000\n",
        "LOSS = []\n",
        "\"\"\"Initialize the model train()\"\"\"\n",
        "model.train()\n",
        "for epoch in range(EPOCHS):\n",
        "  \"\"\"\n",
        "  Extract the X_batch and ybatch from the loader\n",
        "  Initialize the loss function for each EPOCH\n",
        "  \"\"\"\n",
        "  loss_calculate = []\n",
        "  for (X_batch, y_batch) in loader:\n",
        "    \"\"\"\n",
        "    Pass this X_train dataset to the model and do the prediction\n",
        "    \"\"\"\n",
        "    prediction = model(X_batch)\n",
        "    \"\"\"\n",
        "    Compute the loss function\n",
        "    \"\"\"\n",
        "    loss = loss_function(prediction, y_batch)\n",
        "    \"\"\"Append this loss into the loss_calculate list\"\"\"\n",
        "    loss_calculate.append(loss.item())\n",
        "    \"\"\"\n",
        "    Compute the accuracy for each EPOCH, To do this:\n",
        "    First, Find the highest index with respect to the probabilty that is stored in the `prediction`\n",
        "    \"\"\"\n",
        "    labels_predicted = torch.argmax(prediction, dim = 1)\n",
        "    \"\"\"\n",
        "    1. Initialize the Gradient of optimizer\n",
        "    2. Do the backward() propagation of loss\n",
        "    3. Do the step() of loss\n",
        "    \"\"\"\n",
        "    optimizer.zero_grad()\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "\n",
        "  \"\"\"Appending the loss\"\"\"\n",
        "  LOSS.append(loss_calculate)\n",
        "\n",
        "  \"\"\"Display the loss and accuracy for each EPOCH\"\"\"\n",
        "  print(\"*\"*50, \"EPOCH {} \".format(epoch + 1), \"*\"*50, \"\\n\")\n",
        "  print(\"\\t\"*2, \"LOSS ## {}        &        ACCURACY ## {}  \".format(np.array(loss_calculate).mean(), accuracy_score(labels_predicted, y_batch)),\"\\n\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RxCGvXzV8bJP",
        "outputId": "6833d292-af43-4894-c88e-0d4978a7b924"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "************************************************** EPOCH 751  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603888205119542        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 752  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603886672428676        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 753  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603886076382228        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 754  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603888034820557        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 755  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56038841179439        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 756  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560388275555202        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 757  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603884288242885        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 758  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603881904057094        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 759  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603881137711662        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 760  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603883692196437        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 761  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603880541665214        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 762  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603879349572318        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 763  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603878583226886        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 764  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560387739113399        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 765  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603878583226886        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 766  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560387636934008        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 767  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603877476283482        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 768  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603874921798706        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 769  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603874155453273        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 770  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560387407030378        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 771  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603873644556318        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 772  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603874666350228        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 773  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603871430669513        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 774  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603874751499721        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 775  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603870664324079        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 776  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603869897978646        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 777  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603870919772557        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 778  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603869472231183        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 779  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603867598942348        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 780  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603867088045392        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 781  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603868535586766        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 782  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603868280138288        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 783  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603865895952497        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 784  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603864363261631        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 785  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603865214756557        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 786  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603866066251483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 787  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603864192962646        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 788  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603862830570766        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 789  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603861893926348        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 790  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603861893926348        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 791  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603860020637512        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 792  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603859765189034        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 793  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603862149374825        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 794  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603859083993095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 795  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603857891900199        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 796  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603857636451721        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 797  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603858743395124        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 798  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603855763162885        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 799  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603854996817452        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 800  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603855763162885        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 801  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603854656219482        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 802  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560385388987405        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 803  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603854826518467        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 804  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603853293827602        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 805  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603852442332676        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 806  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603851165090289        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 807  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603851335389274        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 808  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603850739342826        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 809  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603850398744855        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 810  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603849972997393        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 811  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603848099708557        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 812  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603848440306527        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 813  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603848014559064        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 814  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603848780904498        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 815  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603847077914647        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 816  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603846226419721        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 817  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603846311569214        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 818  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603846396718707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 819  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603844523429871        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 820  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603843757084438        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 821  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603844608579364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 822  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603843416486468        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 823  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603842905589512        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 824  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560384213924408        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 825  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603843757084438        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 826  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603841202599662        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 827  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603840521403721        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 828  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603840436254229        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 829  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603840521403721        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 830  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603838903563363        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 831  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603837711470467        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 832  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603837626320975        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 833  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603837711470467        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 834  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603836689676557        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 835  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603836519377572        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 836  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603836519377572        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 837  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603836689676557        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 838  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603834731238229        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 839  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603834731238229        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 840  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603835412434169        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 841  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603837200573513        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 842  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603833453995841        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 843  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603833283696856        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 844  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603832091603961        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 845  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603831580707005        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 846  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603831240109035        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 847  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603831495557513        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 848  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603832687650409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 849  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603830388614109        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 850  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603829366820199        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 851  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603832176753453        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 852  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603829366820199        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 853  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603829196521214        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 854  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603827663830349        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 855  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603827663830349        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 856  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603827067783901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 857  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560382638658796        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 858  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603825960840497        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 859  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603827578680856        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 860  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603825620242527        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 861  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603824939046588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 862  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603824853897095        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 863  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603824513299125        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 864  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603823832103184        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 865  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603823491505214        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 866  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603824257850647        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 867  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603824428149632        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 868  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603822895458767        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 869  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603822640010289        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 870  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603821277618408        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 871  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603820937020438        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 872  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603821618216378        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 873  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560382000037602        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 874  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603819148881095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 875  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603819234030587        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 876  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603818637984139        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 877  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603819148881095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 878  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603817616190229        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 879  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603817445891244        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 880  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603817701339722        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 881  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603817105293274        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 882  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603816594396319        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 883  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603816764695304        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 884  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603818212236676        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 885  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603816083499363        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 886  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603815232004438        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 887  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560381395476205        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 888  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603814039911542        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 889  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603814125061035        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 890  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603813529014587        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 891  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603813018117633        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 892  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560381429536002        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 893  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603812507220677        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 894  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603812166622707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 895  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603811229978289        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 896  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603811144828796        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 897  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603812251772199        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 898  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603810463632856        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 899  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603810889380318        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 900  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603810208184379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 901  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603809697287423        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 902  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603809526988438        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 903  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560380859034402        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 904  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603809101240975        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 905  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603808420045036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 906  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603808249746051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 907  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603807142802647        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 908  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603807313101632        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 909  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603808079447065        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 910  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603806461606707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 911  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603806546756199        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 912  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603806972503662        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 913  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603806291307721        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 914  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603805099214826        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 915  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603806376457214        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 916  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603804843766349        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 917  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560380390712193        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 918  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603804588317871        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 919  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560380390712193        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 920  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603802970477513        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 921  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603802459580558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 922  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603803140776498        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 923  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560380254473005        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 924  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603802885328021        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 925  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560380118233817        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 926  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603801097188678        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 927  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603801012039185        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 928  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603800756590707        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 929  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560380050114223        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 930  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603801778384617        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 931  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603799819946289        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 932  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603799138750348        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 933  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603799309049334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 934  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603798627853394        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 935  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603798031806946        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 936  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603798116956439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 937  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603797435760498        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 938  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603797606059483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 939  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603797520909991        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 940  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603797265461513        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 941  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603797350611005        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 942  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603796584265572        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 943  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603796584265572        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 944  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603796924863543        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 945  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603795988219125        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 946  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603795647621155        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 947  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603794966425214        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 948  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603794881275722        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 949  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560379411493029        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 950  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603794370378766        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 951  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603793944631305        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 952  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603794029780796        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 953  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603792837687901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 954  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603793093136379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 955  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603792752538409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 956  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603792837687901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 957  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603791901043483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 958  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560379181589399        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 959  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603791645595005        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 960  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560379147529602        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 961  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603791560445514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 962  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603790623801095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 963  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603790879249573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 964  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560379045350211        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 965  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603790623801095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 966  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560379079410008        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 967  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603789431708199        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 968  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603789346558707        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 969  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603789261409214        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 970  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560378977230617        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 971  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603789261409214        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 972  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603789005960736        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 973  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603788409914289        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 974  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603788069316319        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 975  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603787813867841        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 976  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603787984166827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 977  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603787217821393        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 978  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603787047522408        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 979  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603787217821393        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 980  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603786110877991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 981  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603786877223423        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 982  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603785855429513        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 983  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603786196027484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 984  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603785599981036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 985  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603785770280021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 986  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603785259383065        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 987  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603784833635602        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 988  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603785514831543        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 989  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560378406729017        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 990  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603783982140678        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 991  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603784152439663        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 992  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603784237589154        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 993  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603783641542707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 994  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560378338609423        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 995  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603783045496259        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 996  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603783811841693        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 997  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603783215795245        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 998  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603782875197274        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 999  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603782108851841        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1000  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603782108851841        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1001  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603781768253872        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1002  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603781853403363        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1003  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603781342506409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1004  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603781427655902        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1005  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603781001908439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1006  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603780576160976        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1007  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603780405861991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1008  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603780235563006        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1009  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560378006526402        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1010  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603779894965035        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1011  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603779980114528        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1012  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603779554367065        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1013  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603779128619603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1014  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603779043470111        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1015  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603778958320618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1016  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603778532573155        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1017  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603778277124677        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1018  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603779043470111        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1019  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603777936526707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1020  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603777595928737        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1021  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603777340480259        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1022  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603777510779244        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1023  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603777255330767        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1024  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603777425629752        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1025  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560377699988229        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1026  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603776488985334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1027  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560377665928432        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1028  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603776488985334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1029  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603775722639901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1030  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603775552340916        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1031  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603775722639901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1032  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603775637490409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1033  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603775637490409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1034  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603775041443961        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1035  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603774785995483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1036  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603774785995483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1037  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603774956294468        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1038  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603774445397514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1039  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603774104799543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1040  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560377470084599        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1041  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603774615696498        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1042  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603773764201573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1043  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603773423603603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1044  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603772912706647        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1045  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603773679052081        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1046  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603773168155125        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1047  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560377299785614        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1048  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603772572108677        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1049  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603772231510707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1050  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560377197606223        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1051  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603772316660199        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1052  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560377163546426        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1053  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603771890912738        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1054  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603771805763245        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1055  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603772231510707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1056  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603771124567304        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1057  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603770783969334        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1058  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603771039417812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1059  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603770358221871        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1060  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603770698819842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1061  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603770528520856        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1062  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603770187922886        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1063  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603770613670349        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1064  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603769932474408        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1065  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603769762175423        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1066  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603769677025932        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1067  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603769591876439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1068  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603769166128976        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1069  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603769166128976        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1070  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603769506726947        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1071  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603769080979484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1072  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603768740381513        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1073  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603768655232021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1074  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603768059185573        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1075  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603768059185573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1076  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603768059185573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1077  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603767548288617        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1078  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603767803737095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1079  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560376729284014        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1080  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603767548288617        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1081  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603767207690648        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1082  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603767548288617        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1083  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603767122541156        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1084  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603767548288617        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1085  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603766526494708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1086  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603766526494708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1087  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560376627104623        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1088  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603765589850289        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1089  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603766185896737        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1090  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603765419551304        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1091  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603765760149274        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1092  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603765419551304        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1093  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603765504700797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1094  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603764993803841        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1095  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603765078953334        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1096  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603764823504856        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1097  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603764738355365        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1098  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603764653205872        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1099  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603764568056379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1100  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603764738355365        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1101  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603764312607902        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1102  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603764142308917        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1103  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603764057159424        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1104  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603763631411961        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1105  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603763375963483        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1106  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603763375963483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1107  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603763290813991        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1108  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603763290813991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1109  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603763461112976        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1110  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603763035365513        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1111  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603762865066528        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1112  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603763035365513        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1113  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603762779917035        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1114  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603762439319065        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1115  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603762183870588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1116  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603762098721096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1117  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603762013571603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1118  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603761928422111        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1119  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603761843272618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1120  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603761928422111        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1121  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603761758123126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1122  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603761332375663        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1123  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603761843272618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1124  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603761417525155        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1125  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603761417525155        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1126  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037609066282        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1127  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037609066282        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1128  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603761076927185        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1129  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603760651179722        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1130  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603760310581752        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1131  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603760821478707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1132  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037609066282        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1133  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603760055133274        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1134  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375988483429        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1135  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603759799684797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1136  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603759799684797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1137  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603759629385812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1138  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603759459086827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1139  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375954423632        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1140  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603759373937335        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1141  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603759033339364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1142  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603759118488857        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1143  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603758863040379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1144  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603758777890887        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1145  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603758948189872        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1146  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603758522442409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1147  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603758437292916        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1148  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603758266993931        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1149  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603758266993931        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1150  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603758181844439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1151  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603758011545453        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1152  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603757841246468        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1153  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603757841246468        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1154  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603757670947483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1155  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603757756096976        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1156  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603757330349514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1157  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603757415499006        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1158  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603757245200021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1159  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603757160050529        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1160  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756989751544        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1161  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603757160050529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1162  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756989751544        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1163  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756478854588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1164  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756734303066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1165  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756649153573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1166  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756393705096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1167  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756564004081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1168  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375622340611        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1169  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375622340611        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1170  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756308555603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1171  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756138256618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1172  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375588280814        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1173  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603756053107125        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1174  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375588280814        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1175  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375554221017        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1176  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603755967957633        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1177  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603755286761692        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1178  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603755457060677        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1179  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603755371911185        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1180  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603755116462708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1181  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037552016122        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1182  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603755116462708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1183  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603754946163723        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1184  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603754690715245        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1185  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603754435266767        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1186  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603754605565753        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1187  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603754264967782        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1188  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375452041626        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1189  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603754435266767        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1190  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603754435266767        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1191  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753924369812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1192  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603754094668797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1193  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753924369812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1194  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753839220319        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1195  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753924369812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1196  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753583771842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1197  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753498622349        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1198  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753328323364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1199  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753413472857        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1200  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753243173871        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1201  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753158024379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1202  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753158024379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1203  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753158024379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1204  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753072874886        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1205  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753072874886        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1206  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603753243173871        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1207  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375281742641        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1208  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375281742641        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1209  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603752561977932        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1210  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603752476828439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1211  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603752221379962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1212  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603752306529454        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1213  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603752136230469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1214  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603752136230469        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1215  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603752051080976        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1216  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751880781991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1217  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751795632499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1218  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751455034528        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1219  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751880781991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1220  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751795632499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1221  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751625333514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1222  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751455034528        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1223  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751369885036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1224  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751199586051        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1225  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751284735543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1226  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751199586051        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1227  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750944137573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1228  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751199586051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1229  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750773838588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1230  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603751199586051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1231  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750688689095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1232  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750688689095        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1233  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750688689095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1234  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750773838588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1235  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375051839011        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1236  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750262941632        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1237  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560375051839011        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1238  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750177792141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1239  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750092642648        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1240  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603750177792141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1241  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749837194171        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1242  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749752044678        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1243  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749837194171        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1244  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749837194171        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1245  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749837194171        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1246  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749581745693        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1247  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749326297215        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1248  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037494965962        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1249  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749581745693        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1250  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749411446708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1251  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749411446708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1252  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749241147723        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1253  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749326297215        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1254  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748900549752        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1255  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748985699245        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1256  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749070848737        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1257  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603749326297215        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1258  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748985699245        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1259  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748645101275        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1260  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748900549752        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1261  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748389652797        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1262  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748559951782        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1263  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748474802289        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1264  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748645101275        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1265  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748389652797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1266  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748474802289        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1267  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748219353812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1268  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748559951782        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1269  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603748219353812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1270  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747878755841        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1271  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747878755841        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1272  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747878755841        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1273  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747878755841        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1274  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374779360635        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1275  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747623307365        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1276  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747623307365        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1277  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374745300838        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1278  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747197559902        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1279  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374745300838        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1280  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747282709394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1281  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747197559902        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1282  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747112410409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1283  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747282709394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1284  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747027260917        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1285  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746942111424        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1286  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603747112410409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1287  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746856961932        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1288  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746942111424        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1289  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746771812439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1290  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746686662946        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1291  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746856961932        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1292  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746686662946        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1293  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746431214469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1294  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746771812439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1295  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746431214469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1296  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746346064976        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1297  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746260915484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1298  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746175765991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1299  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746090616498        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1300  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746175765991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1301  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746090616498        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1302  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746005467006        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1303  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746260915484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1304  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745920317513        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1305  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603746090616498        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1306  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745835168021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1307  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745750018528        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1308  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745579719543        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1309  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745579719543        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1310  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745835168021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1311  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745750018528        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1312  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745664869036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1313  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745579719543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1314  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745409420559        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1315  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745324271066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1316  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374549457005        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1317  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745409420559        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1318  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745239121574        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1319  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745153972081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1320  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744898523603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1321  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745153972081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1322  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744983673096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1323  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603745068822589        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1324  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744813374111        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1325  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744983673096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1326  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744728224618        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1327  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744472776141        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1328  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744643075126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1329  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744813374111        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1330  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744898523603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1331  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744728224618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1332  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744387626648        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1333  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744387626648        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1334  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744047028678        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1335  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744472776141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1336  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374413217817        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1337  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744217327663        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1338  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744217327663        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1339  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603744047028678        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1340  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743961879185        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1341  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743876729693        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1342  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743961879185        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1343  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037437915802        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1344  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743876729693        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1345  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037437915802        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1346  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743961879185        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1347  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037437915802        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1348  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743961879185        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1349  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037437915802        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1350  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743536131722        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1351  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.56037437915802        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1352  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743536131722        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1353  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374345098223        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1354  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743621281215        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1355  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743536131722        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1356  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743536131722        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1357  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743365832737        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1358  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743195533752        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1359  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374345098223        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1360  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743195533752        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1361  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743025234768        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1362  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742940085275        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1363  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603743025234768        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1364  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742940085275        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1365  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374276978629        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1366  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742940085275        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1367  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374276978629        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1368  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374276978629        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1369  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742940085275        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1370  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374276978629        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1371  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742599487305        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1372  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742514337812        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1373  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742514337812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1374  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742514337812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1375  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742599487305        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1376  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742344038827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1377  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742514337812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1378  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742514337812        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1379  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742258889335        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1380  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742173739842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1381  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374208859035        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1382  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374208859035        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1383  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742258889335        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1384  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374242918832        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1385  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741833141872        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1386  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603742173739842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1387  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741918291364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1388  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741833141872        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1389  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741918291364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1390  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741918291364        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1391  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741918291364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1392  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741833141872        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1393  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741662842887        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1394  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741577693394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1395  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560374208859035        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1396  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741662842887        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1397  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741747992379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1398  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741407394409        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1399  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741577693394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1400  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741492543902        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1401  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741577693394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1402  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741407394409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1403  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741237095424        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1404  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741322244916        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1405  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741407394409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1406  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741237095424        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1407  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741237095424        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1408  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741151945931        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1409  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741151945931        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1410  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741407394409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1411  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741151945931        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1412  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740981646946        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1413  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741151945931        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1414  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741066796439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1415  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741066796439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1416  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741066796439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1417  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603741066796439        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1418  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740896497454        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1419  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740896497454        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1420  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740641048977        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1421  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740896497454        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1422  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740726198468        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1423  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740641048977        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1424  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740470749992        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1425  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740726198468        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1426  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740470749992        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1427  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740555899483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1428  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740470749992        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1429  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740555899483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1430  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740300451007        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1431  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740300451007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1432  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740215301514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1433  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740215301514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1434  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740300451007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1435  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740300451007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1436  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740300451007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1437  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740300451007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1438  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740385600499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1439  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740045002529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1440  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740300451007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1441  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740130152021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1442  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740215301514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1443  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740045002529        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1444  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739874703544        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1445  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603740130152021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1446  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739959853036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1447  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739959853036        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1448  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739789554051        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1449  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739874703544        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1450  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739619255066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1451  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739789554051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1452  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739704404559        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1453  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739874703544        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1454  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739619255066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1455  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739704404559        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1456  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739619255066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1457  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739534105573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1458  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739619255066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1459  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739534105573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1460  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739874703544        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1461  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739534105573        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1462  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739534105573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1463  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739448956081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1464  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739534105573        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1465  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739363806588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1466  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739023208618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1467  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739448956081        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1468  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739278657096        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1469  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739278657096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1470  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739278657096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1471  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739278657096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1472  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739023208618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1473  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739278657096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1474  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739108358111        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1475  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739193507603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1476  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739193507603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1477  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739023208618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1478  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739023208618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1479  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738938059125        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1480  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373876776014        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1481  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738852909633        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1482  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738852909633        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1483  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738682610648        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1484  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373876776014        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1485  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603739108358111        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1486  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738938059125        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1487  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738852909633        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1488  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738852909633        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1489  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738682610648        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1490  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738597461155        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1491  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738597461155        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1492  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738512311663        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1493  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738682610648        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1494  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373876776014        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1495  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738597461155        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1496  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373842716217        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1497  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373842716217        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1498  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373842716217        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1499  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738597461155        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1500  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373842716217        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1501  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738512311663        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1502  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738342012677        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1503  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373842716217        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1504  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738256863185        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1505  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373842716217        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1506  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738342012677        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1507  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738342012677        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1508  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738171713692        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1509  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738171713692        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1510  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738001414708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1511  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738086564201        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1512  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738171713692        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1513  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738342012677        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1514  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738086564201        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1515  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738001414708        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1516  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738001414708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1517  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738086564201        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1518  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738171713692        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1519  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738086564201        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1520  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738001414708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1521  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373774596623        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1522  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737916265216        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1523  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737916265216        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1524  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373774596623        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1525  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738001414708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1526  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737831115723        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1527  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738086564201        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1528  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603738001414708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1529  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373774596623        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1530  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737831115723        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1531  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373774596623        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1532  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737831115723        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1533  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737660816738        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1534  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737660816738        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1535  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737660816738        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1536  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373740536826        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1537  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737660816738        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1538  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737490517753        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1539  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737490517753        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1540  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737575667245        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1541  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737575667245        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1542  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373740536826        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1543  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737660816738        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1544  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373740536826        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1545  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737235069275        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1546  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737490517753        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1547  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737235069275        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1548  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737490517753        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1549  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737320218768        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1550  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737320218768        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1551  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737320218768        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1552  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373706477029        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1553  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737320218768        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1554  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373706477029        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1555  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737235069275        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1556  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737235069275        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1557  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373740536826        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1558  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736979620797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1559  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737149919782        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1560  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736979620797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1561  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737149919782        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1562  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373706477029        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1563  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737149919782        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1564  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736979620797        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1565  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603737235069275        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1566  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736809321812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1567  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736979620797        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1568  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373706477029        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1569  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736894471305        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1570  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736894471305        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1571  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373706477029        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1572  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736894471305        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1573  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736809321812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1574  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736979620797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1575  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736894471305        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1576  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736979620797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1577  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373672417232        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1578  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736809321812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1579  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736894471305        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1580  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736639022827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1581  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736809321812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1582  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736894471305        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1583  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736894471305        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1584  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736809321812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1585  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736639022827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1586  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736809321812        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1587  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373672417232        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1588  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736553873334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1589  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736894471305        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1590  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736468723842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1591  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736553873334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1592  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373672417232        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1593  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736639022827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1594  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736383574349        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1595  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736639022827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1596  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736553873334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1597  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736639022827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1598  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736553873334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1599  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736553873334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1600  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736298424857        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1601  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736639022827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1602  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736553873334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1603  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736553873334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1604  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736383574349        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1605  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736383574349        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1606  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736213275364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1607  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736468723842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1608  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736213275364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1609  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736468723842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1610  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736213275364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1611  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736128125872        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1612  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736383574349        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1613  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1614  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735872677394        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1615  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1616  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1617  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1618  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736213275364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1619  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736128125872        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1620  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1621  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736128125872        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1622  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1623  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1624  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736128125872        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1625  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1626  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1627  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735957826886        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1628  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1629  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1630  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735957826886        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1631  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1632  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1633  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735872677394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1634  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735787527901        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1635  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735872677394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1636  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735872677394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1637  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735787527901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1638  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735787527901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1639  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735957826886        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1640  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735957826886        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1641  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735787527901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1642  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735787527901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1643  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603736042976379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1644  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735872677394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1645  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373570237841        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1646  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735617228917        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1647  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735617228917        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1648  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1649  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735617228917        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1650  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1651  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735617228917        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1652  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1653  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735872677394        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1654  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735617228917        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1655  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1656  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735617228917        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1657  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1658  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735446929932        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1659  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1660  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735617228917        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1661  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1662  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735446929932        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1663  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373570237841        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1664  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1665  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735361780439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1666  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735276630947        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1667  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735276630947        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1668  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735276630947        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1669  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735361780439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1670  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1671  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735361780439        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1672  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735361780439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1673  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735532079425        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1674  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735191481454        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1675  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735361780439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1676  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735446929932        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1677  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735276630947        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1678  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735191481454        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1679  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735361780439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1680  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1681  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735361780439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1682  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1683  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735276630947        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1684  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735191481454        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1685  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735361780439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1686  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1687  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735021182469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1688  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735191481454        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1689  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735021182469        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1690  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735191481454        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1691  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1692  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735276630947        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1693  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735191481454        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1694  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1695  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735021182469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1696  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735191481454        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1697  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1698  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1699  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735021182469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1700  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1701  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1702  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735021182469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1703  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735276630947        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1704  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1705  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1706  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1707  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734680584499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1708  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1709  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735021182469        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1710  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735021182469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1711  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1712  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1713  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1714  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734936032977        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1715  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734936032977        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1716  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735106331962        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1717  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1718  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1719  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1720  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1721  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735021182469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1722  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1723  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734680584499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1724  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734765733991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1725  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603735021182469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1726  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1727  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734765733991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1728  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1729  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734680584499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1730  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734595435006        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1731  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734765733991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1732  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1733  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1734  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734765733991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1735  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1736  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734850883484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1737  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734595435006        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1738  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1739  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734765733991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1740  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734595435006        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1741  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734765733991        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1742  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734595435006        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1743  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1744  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734680584499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1745  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734680584499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1746  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1747  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734595435006        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1748  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734595435006        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1749  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734680584499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1750  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1751  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734680584499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1752  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1753  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734595435006        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1754  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1755  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734595435006        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1756  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1757  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1758  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1759  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1760  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1761  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1762  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1763  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1764  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734510285514        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1765  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1766  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1767  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1768  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1769  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1770  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1771  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734425136021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1772  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1773  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1774  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1775  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1776  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1777  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1778  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1779  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1780  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1781  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1782  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1783  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1784  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1785  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1786  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1787  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1788  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1789  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1790  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1791  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1792  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1793  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1794  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1795  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1796  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1797  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1798  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1799  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1800  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1801  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1802  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1803  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1804  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1805  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1806  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734254837036        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1807  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734339986529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1808  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1809  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1810  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1811  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1812  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1813  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1814  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1815  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1816  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733914239066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1817  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734169687543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1818  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1819  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1820  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1821  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1822  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1823  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1824  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1825  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1826  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733999388558        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1827  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1828  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733914239066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1829  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1830  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1831  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603734084538051        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1832  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733914239066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1833  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1834  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733914239066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1835  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733914239066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1836  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1837  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1838  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1839  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1840  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733914239066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1841  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1842  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1843  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1844  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733914239066        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1845  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1846  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1847  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1848  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1849  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1850  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733914239066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1851  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1852  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1853  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1854  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1855  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1856  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1857  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1858  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1859  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1860  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1861  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1862  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1863  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1864  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1865  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733829089573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1866  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1867  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1868  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1869  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1870  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1871  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1872  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1873  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1874  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1875  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1876  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1877  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1878  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1879  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1880  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1881  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1882  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1883  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1884  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1885  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1886  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1887  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1888  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1889  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1890  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1891  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1892  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1893  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733743940081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1894  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1895  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1896  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1897  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1898  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1899  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1900  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1901  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1902  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733658790588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1903  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1904  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1905  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1906  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1907  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1908  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1909  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1910  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1911  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1912  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1913  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1914  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733573641095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1915  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1916  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1917  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1918  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1919  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1920  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1921  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1922  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1923  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1924  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1925  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1926  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1927  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1928  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1929  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1930  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1931  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1932  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1933  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1934  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1935  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1936  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1937  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1938  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1939  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1940  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1941  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1942  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1943  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1944  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1945  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1946  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733488491603        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1947  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733062744141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1948  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1949  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1950  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1951  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1952  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1953  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1954  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1955  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1956  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1957  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1958  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.560373340334211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1959  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1960  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1961  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1962  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1963  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1964  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1965  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1966  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1967  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1968  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1969  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1970  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1971  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1972  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1973  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603732892445156        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1974  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1975  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1976  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1977  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1978  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733062744141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1979  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1980  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1981  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1982  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1983  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733318192619        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1984  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1985  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733062744141        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1986  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733233043126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1987  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733062744141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1988  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1989  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733062744141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1990  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603732977594648        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1991  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733062744141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1992  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733062744141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1993  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603732977594648        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1994  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1995  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603732977594648        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1996  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733062744141        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1997  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1998  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1999  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733147893634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 2000  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.5603733062744141        &        ACCURACY ## 1.0   \n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Compute the training and test evaluation"
      ],
      "metadata": {
        "id": "yrcJDpZzBQw9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "### For training\n",
        "\n",
        "predicted = model(X_train)\n",
        "predicted = torch.argmax(predicted, dim = 1)\n",
        "\n",
        "print(\"ACCURACY  # {} \".format(accuracy_score(predicted, y_train)),'\\n')\n",
        "print(\"PRECISION # {} \".format(precision_score(predicted, y_train, average = \"macro\")),'\\n')\n",
        "print(\"RECALL    # {} \".format(recall_score(predicted, y_train, average = \"macro\")),'\\n')\n",
        "print(\"F1_SCORE  # {} \".format(f1_score(predicted, y_train, average = \"macro\")))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Xnq6IwrnBV8r",
        "outputId": "f32bd26c-9133-4f4c-dae1-628dbff3dc16"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ACCURACY  # 0.9910714285714286  \n",
            "\n",
            "PRECISION # 0.9914529914529915  \n",
            "\n",
            "RECALL    # 0.9914529914529915  \n",
            "\n",
            "F1_SCORE  # 0.9913419913419913 \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### For Testing\n",
        "\n",
        "predicted = model(X_test)\n",
        "predicted = torch.argmax(predicted, dim = 1)\n",
        "\n",
        "print(\"ACCURACY  # {} \".format(accuracy_score(predicted, y_test)),'\\n')\n",
        "print(\"PRECISION # {} \".format(precision_score(predicted, y_test, average = \"macro\")),'\\n')\n",
        "print(\"RECALL    # {} \".format(recall_score(predicted, y_test, average = \"macro\")),'\\n')\n",
        "print(\"F1_SCORE  # {} \".format(f1_score(predicted, y_test, average = \"macro\")))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jLF6-oKkBwgV",
        "outputId": "3b1a199e-fe84-4f20-b85e-ee391f2623fb"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ACCURACY  # 1.0  \n",
            "\n",
            "PRECISION # 1.0  \n",
            "\n",
            "RECALL    # 1.0  \n",
            "\n",
            "F1_SCORE  # 1.0 \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Display Loss for training"
      ],
      "metadata": {
        "id": "T6BuBdYWCUic"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.title(\"Epoch Vs Loss\")\n",
        "plt.plot(np.array(LOSS), label = 'train loss')\n",
        "plt.xlabel(\"Epoch\")\n",
        "plt.ylabel(\"Loss\")\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "S2ufQXoTCX-X",
        "outputId": "7ca93dc4-9036-4efd-b27c-9cda33f35d22"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Use Regularization (L2)"
      ],
      "metadata": {
        "id": "QGPIkczBDdp2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for param in model.parameters():\n",
        "  print(torch.norm(param, 2))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y7WA7qByDgM4",
        "outputId": "fb1f8e9c-4c07-476f-f0e4-1d372f4ae1a4"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "tensor(8.7359, grad_fn=<LinalgVectorNormBackward0>)\n",
            "tensor(3.9645, grad_fn=<LinalgVectorNormBackward0>)\n",
            "tensor(14.1126, grad_fn=<LinalgVectorNormBackward0>)\n",
            "tensor(0.7422, grad_fn=<LinalgVectorNormBackward0>)\n",
            "tensor(3.4597, grad_fn=<LinalgVectorNormBackward0>)\n",
            "tensor(0.1838, grad_fn=<LinalgVectorNormBackward0>)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "EPOCHS = 2000\n",
        "LOSS = []\n",
        "L2_LAMBDA = 0.01\n",
        "\"\"\"Initialize the model train()\"\"\"\n",
        "model.train()\n",
        "for epoch in range(EPOCHS):\n",
        "  \"\"\"\n",
        "  Extract the X_batch and ybatch from the loader\n",
        "  Initialize the loss function for each EPOCH\n",
        "  \"\"\"\n",
        "  loss_calculate = []\n",
        "  for (X_batch, y_batch) in loader:\n",
        "    \"\"\"\n",
        "    Pass this X_train dataset to the model and do the prediction\n",
        "    \"\"\"\n",
        "    prediction = model(X_batch)\n",
        "    \"\"\"\n",
        "    Compute the loss function\n",
        "    \"\"\"\n",
        "    loss = loss_function(prediction, y_batch)\n",
        "\n",
        "    \"\"\"\n",
        "    Initialize the L2 Regularization\n",
        "    The Formula of L2 Regularization = LOSS + (LAMBDA * WEIGHT^2)\n",
        "    Here, torch.norm(parameter, 2) -> 2 means L2 regularization.\n",
        "    \"\"\"\n",
        "    l2_reg = sum(torch.norm(param, 2) for param in model.parameters())\n",
        "    loss = loss + L2_LAMBDA * l2_reg\n",
        "\n",
        "    \"\"\"Append this loss into the loss_calculate list\"\"\"\n",
        "    loss_calculate.append(loss.item())\n",
        "    \"\"\"\n",
        "    Compute the accuracy for each EPOCH, To do this:\n",
        "    First, Find the highest index with respect to the probabilty that is stored in the `prediction`\n",
        "    \"\"\"\n",
        "    labels_predicted = torch.argmax(prediction, dim = 1)\n",
        "    \"\"\"\n",
        "    1. Initialize the Gradient of optimizer\n",
        "    2. Do the backward() propagation of loss\n",
        "    3. Do the step() of loss\n",
        "    \"\"\"\n",
        "    optimizer.zero_grad()\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "\n",
        "  \"\"\"Appending the loss\"\"\"\n",
        "  LOSS.append(loss_calculate)\n",
        "\n",
        "  \"\"\"Display the loss and accuracy for each EPOCH\"\"\"\n",
        "  print(\"*\"*50, \"EPOCH {} \".format(epoch + 1), \"*\"*50, \"\\n\")\n",
        "  print(\"\\t\"*2, \"LOSS ## {}        &        ACCURACY ## {}  \".format(np.array(loss_calculate).mean(), accuracy_score(labels_predicted, y_batch)),\"\\n\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "J3orZrejFh2m",
        "outputId": "01873cb9-5a00-4b89-f0fe-fd3bff394b04"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "************************************************** EPOCH 751  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829078623226711        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 752  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821920956884112        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 753  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830388988767352        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 754  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827423827988761        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 755  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830266203199115        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 756  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820807882717678        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 757  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824302758489337        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 758  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682516200201852        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 759  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821264028549194        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 760  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682034432888031        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 761  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826189586094448        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 762  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6838119370596749        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 763  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682507608618055        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 764  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824194703783307        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 765  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821671809468951        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 766  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827453289713178        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 767  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826763153076172        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 768  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822516662733895        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 769  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821931089673724        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 770  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6839902656418937        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 771  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820382475852966        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 772  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824049013001579        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 773  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6838640740939549        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 774  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6836825864655631        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 775  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824426140104022        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 776  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826410208429609        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 777  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682811575276511        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 778  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6835678730692182        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 779  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827173999377659        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 780  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822771004268101        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 781  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826001150267464        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 782  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822915247508458        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 783  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6843323111534119        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 784  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833415627479553        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 785  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827665226800101        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 786  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822077887398856        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 787  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821936539241246        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 788  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824707559176854        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 789  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825866869517735        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 790  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823240092822483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 791  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821685263088771        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 792  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827605962753296        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 793  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682506263256073        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 794  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825313568115234        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 795  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821732521057129        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 796  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831372039658683        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 797  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820962769644601        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 798  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825984801564898        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 799  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827490670340401        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 800  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682357404913221        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 801  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6836498550006321        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 802  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831826908247811        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 803  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824666006224496        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 804  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825866443770272        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 805  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821543404034206        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 806  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6849972179957798        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 807  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6869085431098938        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 808  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6842988814626422        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 809  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823458671569824        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 810  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828660539218357        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 811  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824760011264256        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 812  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682494478566306        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 813  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682431161403656        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 814  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819348846163068        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 815  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6848755734307426        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 816  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828982659748623        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 817  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833743878773281        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 818  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829116344451904        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 819  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824173246111188        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 820  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821927853993007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 821  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682566259588514        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 822  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822103091648647        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 823  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682134177003588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 824  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822463274002075        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 825  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825477480888367        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 826  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823227150099618        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 827  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822657244546073        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 828  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824922391346523        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 829  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822868159839085        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 830  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818261572292873        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 831  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820863144738334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 832  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.683093752179827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 833  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823014106069293        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 834  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682719852243151        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 835  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823250310761588        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 836  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822779178619385        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 837  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682321982724326        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 838  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821937986782619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 839  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824246644973755        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 840  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822000401360648        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 841  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821431347302028        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 842  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826197504997253        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 843  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682103157043457        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 844  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824346099581037        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 845  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822606069701058        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 846  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822187645094735        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 847  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826570459774562        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 848  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826281377247402        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 849  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827901601791382        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 850  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819830962589809        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 851  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.685200069631849        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 852  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682141193321773        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 853  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825004049709865        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 854  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827768427985055        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 855  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818965588297162        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 856  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823562894548688        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 857  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830277868679592        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 858  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821503383772713        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 859  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827049681118557        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 860  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6835028103419712        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 861  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6835328936576843        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 862  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821398309298924        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 863  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820090242794582        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 864  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682061493396759        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 865  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827430299350193        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 866  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6836941582815987        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 867  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823032413210187        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 868  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682646632194519        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 869  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829984017780849        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 870  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6869441611426217        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 871  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828013488224575        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 872  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6834616575922284        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 873  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831879530634198        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 874  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824661578450885        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 875  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822745544569833        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 876  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822072352681842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 877  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820209792682103        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 878  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821663209370205        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 879  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821802599089486        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 880  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820926410811288        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 881  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827029415539333        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 882  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823783261435372        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 883  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819335222244263        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 884  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829334582601275        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 885  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820053628512791        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 886  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825698188373021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 887  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819206901959011        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 888  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6834008778844561        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 889  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826672383717128        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 890  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821739673614502        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 891  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819515483719962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 892  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823016575404576        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 893  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822572605950492        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 894  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819399084363665        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 895  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820939779281616        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 896  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822790588651385        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 897  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682304927280971        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 898  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6837432384490967        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 899  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820586579186576        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 900  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819408706256321        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 901  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826055816241673        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 902  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825029424258641        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 903  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820701445852008        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 904  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819240961756025        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 905  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824047991207668        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 906  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822306258337838        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 907  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827146666390556        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 908  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819940294538226        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 909  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830853564398629        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 910  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822055407932827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 911  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682328999042511        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 912  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826050962720599        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 913  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682004988193512        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 914  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823532070432391        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 915  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820652740342277        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 916  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832843848637172        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 917  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818354640688215        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 918  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818741815430778        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 919  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832739114761353        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 920  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822779434067863        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 921  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820507219859532        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 922  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822572946548462        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 923  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682750267641885        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 924  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827050021716526        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 925  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824059316090175        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 926  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825840047427586        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 927  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820859483310154        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 928  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825445379529681        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 929  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821957145418439        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 930  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819424714360919        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 931  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682220458984375        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 932  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820095777511597        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 933  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821012496948242        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 934  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823477149009705        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 935  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820567079952785        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 936  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818693024771554        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 937  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682025602885655        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 938  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828391126223973        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 939  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821748869759696        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 940  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822525007384164        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 941  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825131688799176        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 942  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824520826339722        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 943  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682607250554221        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 944  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.683057393346514        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 945  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832073586327689        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 946  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822933043752398        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 947  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68253641469138        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 948  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821376170430865        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 949  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682285555771419        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 950  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829131841659546        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 951  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824271764074054        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 952  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828236409596035        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 953  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6840785826955523        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 954  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824560761451721        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 955  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824072599411011        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 956  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820214561053685        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 957  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820101056780133        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 958  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830565503665379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 959  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820775440761021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 960  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821789230619159        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 961  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820302350180489        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 962  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682094897542681        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 963  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819996152605329        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 964  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682595934186663        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 965  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682068407535553        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 966  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682402925831931        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 967  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825425369398934        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 968  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826684049197606        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 969  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825966835021973        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 970  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833272661481585        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 971  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825722115380424        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 972  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828951580183846        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 973  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825958405222211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 974  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822024924414498        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 975  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823973570551191        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 976  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681820239339556        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 977  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820457237107413        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 978  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826989650726318        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 979  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682045544896807        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 980  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825586216790336        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 981  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822586059570312        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 982  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68224378994533        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 983  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682012174810682        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 984  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831321546009609        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 985  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818375076566424        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 986  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682174733706883        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 987  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824419753892081        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 988  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819332071713039        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 989  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68354161296572        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 990  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832872969763619        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 991  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6853918177740914        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 992  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820155382156372        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 993  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832796931266785        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 994  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823541947773525        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 995  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822398219789777        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 996  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823542969567435        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 997  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820398228509086        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 998  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820391757147652        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 999  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824515206473214        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1000  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821950163160052        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1001  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821092878069196        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1002  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682186654635838        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1003  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824295520782471        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1004  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821037190301078        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1005  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682075023651123        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1006  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68243008852005        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1007  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822169423103333        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1008  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822266919272286        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1009  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822123016629901        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1010  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682096643107278        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1011  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820820655141558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1012  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826661825180054        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1013  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819947787693569        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1014  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820785318102155        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1015  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822271261896405        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1016  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820644310542515        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1017  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820647290774754        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1018  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818593655313764        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1019  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819413900375366        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1020  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681903966835567        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1021  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820030893598285        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1022  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822046382086617        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1023  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820316655295235        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1024  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825967941965375        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1025  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819240025111607        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1026  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826143690517971        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1027  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823156220572335        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1028  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825733184814453        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1029  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824847885540554        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1030  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826720493180412        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1031  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828273023877826        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1032  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819596886634827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1033  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820667386054993        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1034  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820071169308254        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1035  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816221049853733        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1036  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819357190813337        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1037  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818470188549587        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1038  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818100043705532        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1039  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820382050105503        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1040  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822007298469543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1041  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819741470473153        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1042  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832450713430133        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1043  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827272857938494        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1044  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821590491703579        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1045  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830812522343227        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1046  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821707912853786        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1047  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821624551500592        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1048  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826280696051461        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1049  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819608466965812        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1050  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68190085036414        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1051  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826777798788888        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1052  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821631363459996        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1053  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820966175624302        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1054  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819284728595189        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1055  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820881196430751        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1056  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821228010313851        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1057  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819573385374886        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1058  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818487388747079        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1059  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824853590556553        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1060  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6845494082995823        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1061  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816742845943996        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1062  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821573206356594        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1063  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682902319090707        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1064  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822079760687692        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1065  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831226519175938        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1066  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822958673749652        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1067  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830422537667411        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1068  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819512333188739        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1069  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817398922783988        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1070  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824763417243958        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1071  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.683559673173087        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1072  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821111696107047        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1073  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823079075132098        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1074  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822789652006966        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1075  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822270154953003        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1076  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833040543964931        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1077  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821230479649135        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1078  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833804675510952        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1079  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823111431939262        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1080  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820781060627529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1081  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821569800376892        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1082  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820210133280072        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1083  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.683288403919765        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1084  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817123123577663        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1085  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818854979106358        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1086  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819956217493329        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1087  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817698393549237        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1088  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829380989074707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1089  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821061968803406        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1090  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822562643459865        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1091  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833071964127677        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1092  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821853007589068        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1093  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822887744222369        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1094  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824456708771842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1095  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823645574705941        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1096  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832324096134731        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1097  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6835690311023167        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1098  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824202707835606        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1099  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6836945244244167        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1100  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823852402823312        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1101  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822845595223563        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1102  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818288309233529        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1103  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824979271207537        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1104  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6813746009554181        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1105  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822687557765416        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1106  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823857596942356        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1107  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823921459061759        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1108  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820637498583112        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1109  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819842798369271        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1110  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820688332830157        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1111  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821619272232056        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1112  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820046901702881        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1113  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832757677350726        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1114  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817819390978131        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1115  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818955370358059        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1116  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821843130247933        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1117  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820658871105739        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1118  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825561608586993        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1119  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821884172303336        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1120  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6835724541119167        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1121  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826497997556414        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1122  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682654048715319        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1123  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817569221769061        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1124  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.683589049748012        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1125  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825046965054103        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1126  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823797225952148        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1127  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819869365010943        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1128  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817148412976947        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1129  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822213275091988        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1130  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825405274118695        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1131  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6841694372040885        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1132  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824585029057094        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1133  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828392914363316        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1134  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821567245892116        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1135  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822289228439331        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1136  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681937209197453        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1137  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823028581483024        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1138  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819602251052856        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1139  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821989587375096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1140  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818300485610962        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1141  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682649987084525        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1142  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822503634861538        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1143  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819654107093811        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1144  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817143985203334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1145  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821764963013786        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1146  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822741201945713        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1147  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818111709186009        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1148  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681999317237309        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1149  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831221921103341        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1150  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816858904702323        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1151  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829432419368199        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1152  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819196598870414        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1153  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821113995143345        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1154  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830863612038749        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1155  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823237453188215        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1156  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824679800442287        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1157  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821414317403521        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1158  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824631094932556        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1159  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820480908666339        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1160  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818758504731315        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1161  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822276711463928        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1162  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817629592759269        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1163  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823586480958121        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1164  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823430061340332        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1165  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819884181022644        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1166  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818199668611798        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1167  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818799291338239        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1168  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682567834854126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1169  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833161796842303        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1170  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682670533657074        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1171  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819292647497994        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1172  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818349020821708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1173  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820232016699654        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1174  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682033794266837        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1175  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820238998958043        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1176  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68288106577737        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1177  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822030288832528        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1178  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824752858706883        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1179  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6840192249843052        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1180  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827968614442008        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1181  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824083924293518        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1182  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818200690405709        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1183  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819530895778111        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1184  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819105659212384        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1185  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821322696549552        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1186  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824484552655902        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1187  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821082830429077        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1188  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818544779505048        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1189  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819523402622768        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1190  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820576190948486        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1191  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817873801503863        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1192  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826745101383754        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1193  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819550565310887        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1194  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820317506790161        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1195  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824414644922528        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1196  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818945067269462        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1197  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828153814588275        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1198  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818463802337646        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1199  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828031199319022        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1200  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6844914214951652        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1201  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822722383907863        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1202  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823186108044216        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1203  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824306505067008        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1204  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818188258579799        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1205  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819713626589093        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1206  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818059086799622        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1207  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819993257522583        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1208  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817301341465541        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1209  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817879251071385        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1210  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68175208568573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1211  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819379670279366        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1212  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822622759001595        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1213  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823144555091858        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1214  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819402490343366        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1215  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821076103619167        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1216  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818627119064331        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1217  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819486362593514        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1218  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6844245280538287        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1219  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6814851079668317        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1220  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826721940721784        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1221  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823011466435024        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1222  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820797749928066        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1223  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832501888275146        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1224  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821393966674805        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1225  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822393025670733        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1226  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830674239567348        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1227  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819336925234113        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1228  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821114591189793        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1229  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821809070450919        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1230  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820800048964364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1231  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819760458809989        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1232  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818381803376334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1233  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823152814592633        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1234  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824777977807182        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1235  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818034478596279        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1236  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818198476518903        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1237  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821004748344421        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1238  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829969116619655        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1239  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823195389338902        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1240  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818495307649884        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1241  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817604899406433        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1242  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821344494819641        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1243  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681730968611581        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1244  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681969165802002        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1245  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6834867426327297        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1246  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819546307836261        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1247  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817999822752816        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1248  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824420094490051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1249  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816861714635577        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1250  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817085061754499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1251  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682064311844962        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1252  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823381270681109        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1253  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682319734777723        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1254  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.685110228402274        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1255  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68184552022389        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1256  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6810248153550285        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1257  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.684694060257503        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1258  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825320720672607        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1259  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822241885321481        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1260  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68260828937803        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1261  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826388239860535        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1262  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817810109683445        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1263  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681901855128152        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1264  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817312155451093        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1265  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824419498443604        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1266  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819900529725211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1267  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820777058601379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1268  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818652749061584        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1269  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818778003965106        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1270  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821077466011047        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1271  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830035618373326        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1272  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826823268617902        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1273  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820560693740845        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1274  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817880954061236        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1275  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68296389068876        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1276  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820535830089024        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1277  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826189500944955        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1278  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815990039280483        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1279  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819370474134173        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1280  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820592539651054        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1281  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827652369226728        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1282  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820988484791347        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1283  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830848710877555        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1284  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818679315703255        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1285  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827170508248466        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1286  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823479107448033        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1287  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819918240819659        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1288  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818239092826843        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1289  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820688928876605        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1290  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817719084875924        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1291  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821033273424421        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1292  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821827377591815        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1293  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6835680178233555        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1294  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822764873504639        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1295  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825511966432843        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1296  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819450855255127        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1297  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823260698999677        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1298  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822118503706796        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1299  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816227776663644        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1300  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819591181618827        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1301  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820965664727348        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1302  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815983057022095        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1303  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819460647446769        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1304  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818332501820156        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1305  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819566147668021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1306  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819116388048444        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1307  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817051427704948        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1308  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820717794554574        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1309  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829149723052979        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1310  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819706814629691        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1311  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825611335890633        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1312  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821806686265128        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1313  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819207923752921        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1314  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819097655160087        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1315  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818228108542306        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1316  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817122953278678        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1317  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819046480315072        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1318  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821588107517788        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1319  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820268375532967        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1320  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820193443979535        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1321  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817791887692043        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1322  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818250332559858        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1323  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823041439056396        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1324  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825145142418998        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1325  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819446427481515        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1326  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818118350846427        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1327  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822104198592049        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1328  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.683285653591156        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1329  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68275728396007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1330  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6835582086018154        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1331  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818369882447379        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1332  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681964099407196        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1333  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682506799697876        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1334  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819870471954346        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1335  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819222228867667        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1336  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824466926710946        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1337  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820775696209499        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1338  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819802948406765        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1339  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821234481675285        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1340  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818370052746364        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1341  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823860151427132        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1342  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818446942738124        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1343  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827007106372288        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1344  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833708967481341        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1345  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816264646393912        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1346  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818372777530125        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1347  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819084286689758        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1348  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817862221172878        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1349  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819240365709577        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1350  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682070221219744        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1351  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818295802388873        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1352  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825925537518093        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1353  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817598342895508        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1354  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817195670945304        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1355  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819122093064445        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1356  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681926599570683        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1357  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821622933660235        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1358  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816368954522269        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1359  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820874725069318        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1360  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816846558025905        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1361  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816312670707703        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1362  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819210222789219        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1363  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824518016406468        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1364  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818873711994716        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1365  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826551897185189        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1366  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829228316034589        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1367  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823604958398002        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1368  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682718311037336        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1369  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820463453020368        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1370  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820826530456543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1371  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824111086981637        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1372  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681829001222338        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1373  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816916465759277        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1374  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817869288580758        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1375  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818961160523551        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1376  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682194709777832        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1377  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817818709782192        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1378  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827066370419094        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1379  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817554405757359        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1380  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819578664643424        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1381  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831428834370205        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1382  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822109648159572        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1383  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821138262748718        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1384  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823043993541172        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1385  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819885628564017        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1386  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820263947759356        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1387  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818508676120213        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1388  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816236887659345        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1389  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816646116120475        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1390  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819432037217277        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1391  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820670281137738        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1392  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817927956581116        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1393  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818935189928327        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1394  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6842180405344281        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1395  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826374190194267        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1396  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819171564919608        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1397  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682807981967926        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1398  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823708415031433        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1399  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825100949832371        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1400  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816722920962742        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1401  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826009750366211        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1402  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820512243679592        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1403  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822541270937238        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1404  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821026035717556        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1405  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820150528635297        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1406  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820672239576068        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1407  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819975205830165        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1408  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827771748815264        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1409  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819448300770351        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1410  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818008593150547        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1411  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820757644517081        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1412  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818659475871495        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1413  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819138782364982        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1414  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817815218652997        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1415  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824309059551784        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1416  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819649168423244        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1417  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818597146442958        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1418  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817905562264579        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1419  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817469852311271        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1420  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822996650423322        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1421  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821233034133911        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1422  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818861705916268        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1423  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6842745968273708        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1424  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822066136768886        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1425  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824527127402169        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1426  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816427707672119        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1427  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823432956423078        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1428  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818645851952689        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1429  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830446379525321        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1430  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822133149419513        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1431  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682133640561785        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1432  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823426825659615        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1433  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6844239916120257        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1434  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819200004850116        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1435  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817607283592224        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1436  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819748026984078        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1437  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817488925797599        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1438  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820109486579895        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1439  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821346197809491        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1440  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818228960037231        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1441  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817221130643573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1442  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681755542755127        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1443  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681903566632952        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1444  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825796365737915        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1445  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820310439382281        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1446  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830121959958758        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1447  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817873971802848        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1448  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816440139498029        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1449  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819189957209996        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1450  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815956320081439        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1451  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821980731827872        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1452  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826605711664472        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1453  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820143461227417        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1454  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819422159876142        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1455  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682100738797869        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1456  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682254433631897        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1457  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818864941596985        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1458  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823414649282183        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1459  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816409826278687        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1460  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821929046085903        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1461  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681928208896092        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1462  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818147471972874        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1463  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821313841002328        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1464  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821056093488421        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1465  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818488580839974        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1466  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818292481558663        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1467  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682903664452689        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1468  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819580282483783        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1469  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823059575898307        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1470  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818685616765704        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1471  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6864017418452671        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1472  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6812536461012704        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1473  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828635164669582        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1474  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828722017151969        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1475  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832965016365051        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1476  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682552865573338        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1477  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818985172680446        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1478  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824971096856254        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1479  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817110180854797        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1480  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820354035922459        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1481  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825584939547947        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1482  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828231470925468        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1483  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833514656339373        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1484  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818182979311261        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1485  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822542888777596        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1486  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820197446005685        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1487  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833479659897941        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1488  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821987969534737        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1489  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824847119195121        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1490  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818019066538129        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1491  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817784564835685        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1492  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819174800600324        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1493  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822259170668465        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1494  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816033550671169        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1495  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817917653492519        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1496  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820663809776306        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1497  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681635422366006        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1498  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825962322098869        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1499  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682137301989964        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1500  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822376591818673        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1501  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6813247799873352        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1502  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681639415877206        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1503  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830788935933795        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1504  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817386150360107        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1505  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681888997554779        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1506  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820245981216431        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1507  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820792981556484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1508  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829206092017037        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1509  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682519793510437        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1510  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818382058824811        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1511  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827026520456586        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1512  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818315982818604        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1513  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681606113910675        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1514  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824617556163243        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1515  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818927867071969        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1516  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817353793552944        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1517  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817329781396049        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1518  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820394737379891        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1519  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819903254508972        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1520  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815734590802874        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1521  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6834846905299595        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1522  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815360699381147        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1523  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821966000965664        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1524  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815182140895298        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1525  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819152065685817        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1526  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816809347697667        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1527  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819821340697152        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1528  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815705725124904        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1529  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817695839064462        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1530  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817230497087751        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1531  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819701024464199        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1532  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817916887147086        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1533  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818926930427551        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1534  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818528260503497        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1535  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824213777269635        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1536  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825188738959176        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1537  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826270307813372        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1538  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68224036693573        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1539  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681782066822052        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1540  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816550067492894        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1541  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820865443774632        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1542  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815282276698521        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1543  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828195963587079        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1544  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821024077279227        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1545  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817606517246791        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1546  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828289031982422        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1547  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831617185047695        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1548  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823634505271912        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1549  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817803127425057        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1550  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822501931871686        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1551  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818614261490958        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1552  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824905020850045        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1553  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816542659487043        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1554  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819643974304199        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1555  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682255242552076        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1556  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823656473840986        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1557  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818706393241882        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1558  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830206598554339        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1559  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830999766077314        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1560  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822874290602547        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1561  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816401737076896        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1562  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817401477268764        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1563  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823522533689227        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1564  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816885386194501        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1565  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818020173481533        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1566  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821032421929496        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1567  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819068448884147        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1568  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821129236902509        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1569  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817755358559745        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1570  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817377209663391        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1571  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819470950535366        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1572  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820826360157558        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1573  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817243695259094        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1574  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819778765950885        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1575  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681824437209538        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1576  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820281318255833        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1577  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818413393838065        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1578  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821011900901794        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1579  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823980552809579        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1580  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816424131393433        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1581  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821766069957188        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1582  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826519880975995        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1583  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6835981862885612        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1584  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682257388319288        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1585  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826069440160479        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1586  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826289892196655        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1587  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819217545645577        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1588  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817683832986015        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1589  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682761013507843        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1590  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824412260736737        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1591  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822671209062848        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1592  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816239953041077        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1593  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825368063790458        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1594  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6840808732169015        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1595  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822279947144645        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1596  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816034913063049        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1597  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818690555436271        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1598  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824115770203727        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1599  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681343036038535        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1600  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820851649556842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1601  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682036783014025        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1602  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826157569885254        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1603  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820715495518276        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1604  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823713524000985        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1605  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682559609413147        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1606  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681801472391401        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1607  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822225366319928        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1608  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820884006364005        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1609  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819658364568438        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1610  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829847523144313        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1611  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820815971919468        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1612  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682674663407462        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1613  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820015481540135        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1614  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831985456602914        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1615  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818718825067792        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1616  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828139594623021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1617  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822739669254848        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1618  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827755996159145        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1619  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681728116103581        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1620  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818592378071376        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1621  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825002517019        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1622  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819112130573818        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1623  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822565879140582        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1624  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682484677859715        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1625  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817547423498971        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1626  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821739247867039        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1627  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817895514624459        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1628  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816419192722866        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1629  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681779044015067        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1630  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822433045932225        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1631  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821195568357196        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1632  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818558403423854        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1633  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816293512071881        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1634  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816972579274859        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1635  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824307612010411        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1636  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6813532028879438        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1637  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820428201130458        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1638  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828431146485465        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1639  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825893265860421        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1640  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821233545030866        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1641  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.683923065662384        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1642  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682225934096745        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1643  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827420847756522        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1644  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820028679711478        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1645  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815683671406337        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1646  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818285073552813        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1647  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827620949063983        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1648  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815056119646344        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1649  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817206144332886        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1650  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823294418198722        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1651  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823342357363019        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1652  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824559399059841        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1653  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822972638266427        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1654  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822884338242667        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1655  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818575859069824        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1656  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817274519375393        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1657  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818443792206901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1658  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831050940922329        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1659  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822072608130318        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1660  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819040605000087        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1661  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817539845194135        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1662  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822434919221061        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1663  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822738902909415        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1664  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817386405808585        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1665  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823480980736869        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1666  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817710314478193        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1667  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818247096879142        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1668  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825289045061383        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1669  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815930434635707        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1670  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816477605274746        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1671  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819179398672921        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1672  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682461142539978        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1673  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817904966218131        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1674  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681733957358769        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1675  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819221121924264        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1676  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817667058535984        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1677  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816237398556301        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1678  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682348336492266        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1679  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818181191171918        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1680  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815867594310215        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1681  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682040274143219        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1682  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815980587686811        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1683  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819160495485578        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1684  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681611818926675        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1685  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681677086012704        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1686  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815816589764186        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1687  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822562898908343        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1688  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820787446839469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1689  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6835317781993321        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1690  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820857695170811        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1691  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821454337665013        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1692  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822623184749058        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1693  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819123710904803        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1694  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816683411598206        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1695  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819050056593758        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1696  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828863450459072        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1697  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831070695604596        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1698  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823119691440037        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1699  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817232625825065        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1700  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821602668081012        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1701  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818352511950901        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1702  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6814859935215541        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1703  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820006285394941        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1704  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821106501988002        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1705  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817076291356768        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1706  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822711229324341        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1707  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825294579778399        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1708  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819447023527963        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1709  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820596711976188        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1710  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817238671439034        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1711  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824295009885516        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1712  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682417597089495        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1713  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821411677769252        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1714  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682479236807142        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1715  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819979889052254        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1716  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816357118742806        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1717  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818882993289402        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1718  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827851789338248        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1719  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818942938532148        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1720  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818357535770961        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1721  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682196387222835        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1722  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817453333309719        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1723  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681799156325204        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1724  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816945331437247        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1725  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682259236063276        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1726  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816187756402152        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1727  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819892355373928        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1728  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822710633277893        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1729  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819393634796143        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1730  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815021548952375        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1731  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821460127830505        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1732  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817557471139091        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1733  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829713668142047        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1734  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820363828114101        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1735  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827442560877118        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1736  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816048451832363        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1737  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822999886104039        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1738  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818729043006897        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1739  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681963963168008        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1740  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816504853112357        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1741  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824787173952375        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1742  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815787383488247        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1743  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820062909807477        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1744  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817957248006549        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1745  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820386818477085        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1746  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817678724016462        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1747  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817120569092887        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1748  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816603541374207        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1749  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818495733397347        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1750  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816865290914264        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1751  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815592306000846        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1752  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682049104145595        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1753  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818276047706604        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1754  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826443587030683        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1755  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6831384641783578        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1756  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682042828627995        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1757  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682087242603302        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1758  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816144330160958        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1759  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821997335978917        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1760  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817434259823391        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1761  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819439104625157        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1762  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816972919872829        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1763  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825176732880729        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1764  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820900440216064        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1765  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824043648583549        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1766  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682732880115509        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1767  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816891346658979        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1768  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821161338261196        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1769  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68177216393607        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1770  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819131289209638        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1771  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818555252892631        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1772  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818493434361049        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1773  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817005276679993        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1774  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819492152759007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1775  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820375152996608        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1776  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817500506128583        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1777  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817235095160348        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1778  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682491021496909        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1779  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820623108318874        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1780  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818417736462185        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1781  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823174953460693        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1782  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818378823144096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1783  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820167303085327        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1784  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820959278515407        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1785  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829448768070766        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1786  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825079151562282        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1787  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817271028246198        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1788  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825752428599766        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1789  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681755040373121        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1790  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817525199481419        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1791  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821464385305133        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1792  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822489670344761        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1793  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820620553834098        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1794  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825611335890633        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1795  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817086594445365        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1796  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822399241583688        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1797  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816124490329197        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1798  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820828914642334        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1799  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822168145860944        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1800  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824592777660915        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1801  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681741441999163        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1802  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820312397820609        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1803  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818661860057286        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1804  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816521797861371        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1805  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6834888202803475        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1806  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6812979323523385        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1807  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829677990504673        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1808  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820805157933917        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1809  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830575721604484        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1810  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830637795584542        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1811  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823282837867737        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1812  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816612226622445        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1813  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815971561840602        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1814  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820980480739048        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1815  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818992750985282        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1816  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682357839175633        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1817  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825699210166931        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1818  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6812562942504883        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1819  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823710628918239        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1820  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825908933367048        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1821  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819958857127598        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1822  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819307463509696        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1823  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820511477334159        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1824  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818245734487262        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1825  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682072605405535        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1826  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816887940679278        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1827  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818796311106        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1828  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816551344735282        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1829  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818582160132272        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1830  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821434157235282        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1831  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818411094801766        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1832  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819260716438293        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1833  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819729294095721        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1834  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821297066552299        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1835  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817808321544102        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1836  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815896034240723        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1837  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817425063678196        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1838  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819864085742405        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1839  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818979127066476        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1840  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816977517945426        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1841  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816995910235814        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1842  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818449156624931        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1843  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817551936422076        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1844  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819560442652021        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1845  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6832442709377834        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1846  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818689448492867        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1847  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828941362244743        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1848  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824052589280265        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1849  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815952658653259        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1850  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815845029694694        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1851  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6838292820113046        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1852  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825175711086818        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1853  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823117903300694        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1854  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818668757166181        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1855  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820028253964016        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1856  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6833392807415554        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1857  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823924013546535        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1858  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818399088723319        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1859  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820707150868007        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1860  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819256033216204        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1861  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681953889983041        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1862  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681581369468144        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1863  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818277580397469        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1864  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818177018846784        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1865  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819143891334534        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1866  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6839141249656677        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1867  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682389327457973        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1868  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817052790096828        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1869  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819498028073993        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1870  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682889061314719        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1871  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815018483570644        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1872  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830168536731175        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1873  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816991141864231        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1874  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816088557243347        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1875  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820684330804008        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1876  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682713338306972        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1877  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6814414773668561        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1878  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816959040505546        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1879  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682543431009565        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1880  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816692522593907        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1881  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822153585297721        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1882  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820908188819885        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1883  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829597439084735        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1884  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827071990285601        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1885  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.68147930928639        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1886  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682327287537711        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1887  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822122079985482        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1888  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818645000457764        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1889  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823279346738543        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1890  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818324497767857        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1891  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818898660796029        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1892  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827624525342669        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1893  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6813589334487915        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1894  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6824015293802533        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1895  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823950835636684        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1896  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819463457380023        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1897  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819190808704921        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1898  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821057285581317        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1899  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816077913556781        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1900  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819914494241986        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1901  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825164897101266        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1902  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818916116441999        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1903  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820708002362933        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1904  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827759657587323        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1905  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816055944987706        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1906  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817454866000584        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1907  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817217213766915        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1908  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817429150853839        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1909  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817123889923096        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1910  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815359081540789        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1911  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816275119781494        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1912  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817173702376229        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1913  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815614359719413        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1914  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817335316113063        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1915  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681593792779105        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1916  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815786361694336        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1917  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818233983857291        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1918  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822006361825126        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1919  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816440565245492        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1920  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817197544234139        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1921  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821936624390739        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1922  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682242180619921        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1923  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820383071899414        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1924  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817580546651568        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1925  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821169172014508        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1926  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815777335848127        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1927  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826877679143634        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1928  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6838873709951129        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1929  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6829457027571542        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1930  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816484757832119        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1931  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819361363138471        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1932  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819394486291068        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1933  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820953062602452        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1934  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6836088299751282        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1935  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823755843298775        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1936  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681752894605909        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1937  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820956809180123        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1938  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817622269902911        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1939  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815218073981149        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1940  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817029544285366        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1941  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681630653994424        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1942  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817224196025303        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1943  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818298356873649        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1944  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6828164969171796        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1945  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821132046835763        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1946  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821375063487461        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1947  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6814545563289097        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1948  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681993305683136        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1949  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820911935397557        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1950  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819990617888314        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1951  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818097914968219        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1952  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6840395757130214        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1953  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6843784536634173        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1954  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823440194129944        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1955  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825791682515826        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1956  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820310694830758        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1957  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817683492388044        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1958  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825240339551654        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1959  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819194725581578        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1960  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816720111029488        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1961  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820210899625506        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1962  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6822442071778434        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1963  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821341259138924        &        ACCURACY ## 0.875   \n",
            "\n",
            "************************************************** EPOCH 1964  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820885964802333        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1965  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817425319126674        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1966  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823361686297825        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1967  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823005165372577        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1968  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818341783114842        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1969  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6830201915332249        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1970  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815828595842633        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1971  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6836115121841431        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1972  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820353525025504        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1973  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817008171762738        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1974  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818064962114606        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1975  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817483135632106        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1976  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682545372417995        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1977  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6817412972450256        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1978  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6819539751325335        &        ACCURACY ## 0.9375   \n",
            "\n",
            "************************************************** EPOCH 1979  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815391182899475        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1980  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816572887556893        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1981  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.682323728288923        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1982  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826891899108887        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1983  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816138539995465        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1984  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816736715180534        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1985  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820921557290214        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1986  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.681778975895473        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1987  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821091260228839        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1988  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826789464269366        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1989  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816454614911761        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1990  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6842989751270839        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1991  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6821276290076119        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1992  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6813671333449227        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1993  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6827454481806073        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1994  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6820701275553022        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1995  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6815956660679409        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1996  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6816048451832363        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1997  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6826884661402021        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1998  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6825188228062221        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 1999  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6818678719656808        &        ACCURACY ## 1.0   \n",
            "\n",
            "************************************************** EPOCH 2000  ************************************************** \n",
            "\n",
            "\t\t LOSS ## 0.6823614580290658        &        ACCURACY ## 1.0   \n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### For training\n",
        "\n",
        "predicted = model(X_train)\n",
        "predicted = torch.argmax(predicted, dim = 1)\n",
        "\n",
        "print(\"ACCURACY  # {} \".format(accuracy_score(predicted, y_train)),'\\n')\n",
        "print(\"PRECISION # {} \".format(precision_score(predicted, y_train, average = \"macro\")),'\\n')\n",
        "print(\"RECALL    # {} \".format(recall_score(predicted, y_train, average = \"macro\")),'\\n')\n",
        "print(\"F1_SCORE  # {} \".format(f1_score(predicted, y_train, average = \"macro\")))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "564eee7d-a5a7-49f5-9027-902fd7355938",
        "id": "HVQ0RCh1G6_t"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ACCURACY  # 0.9910714285714286  \n",
            "\n",
            "PRECISION # 0.9914529914529915  \n",
            "\n",
            "RECALL    # 0.9914529914529915  \n",
            "\n",
            "F1_SCORE  # 0.9913419913419913 \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### For Testing\n",
        "\n",
        "predicted = model(X_test)\n",
        "predicted = torch.argmax(predicted, dim = 1)\n",
        "\n",
        "print(\"ACCURACY  # {} \".format(accuracy_score(predicted, y_test)),'\\n')\n",
        "print(\"PRECISION # {} \".format(precision_score(predicted, y_test, average = \"macro\")),'\\n')\n",
        "print(\"RECALL    # {} \".format(recall_score(predicted, y_test, average = \"macro\")),'\\n')\n",
        "print(\"F1_SCORE  # {} \".format(f1_score(predicted, y_test, average = \"macro\")))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "aa2c0dc0-8d37-428b-fb78-90c7e0b4f592",
        "id": "gokn-6BOG6_u"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ACCURACY  # 1.0  \n",
            "\n",
            "PRECISION # 1.0  \n",
            "\n",
            "RECALL    # 1.0  \n",
            "\n",
            "F1_SCORE  # 1.0 \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#####Display Loss for training"
      ],
      "metadata": {
        "id": "Vx4EL9daG6_u"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.title(\"Epoch Vs Loss\")\n",
        "plt.plot(np.array(LOSS), label = 'train loss')\n",
        "plt.xlabel(\"Epoch\")\n",
        "plt.ylabel(\"Loss\")\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "b12086d4-3c2d-48cb-ccfb-1c4201798f70",
        "id": "dZBncA9kG6_u"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#L1 Regularization Formula"
      ],
      "metadata": {
        "id": "2czU7M-7IEO3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "l1_reg = sum(torch.abs(param).sum() for param in model.parameters())"
      ],
      "metadata": {
        "id": "PlZEFn6PFh71"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "l1_reg"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_0V5cbCmFh_O",
        "outputId": "28f7c480-16ea-411f-9780-a645a2c9fdac"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "tensor(167.2775, grad_fn=<AddBackward0>)"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "l1_reg = sum(torch.norm(param, 1) for param in model.parameters())"
      ],
      "metadata": {
        "id": "RxL60pOnH5TA"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "l1_reg"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GJn9NhDtH9KH",
        "outputId": "2c8e4638-fd8b-4c39-cfb1-673877650fc4"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "tensor(167.2769, grad_fn=<AddBackward0>)"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    }
  ]
}