ANN_from_scratch.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "ANN_from_scratch.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "muE20SvPdhYN",
        "colab_type": "text"
      },
      "source": [
        "Import required libraries\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZQZAVeEcdnom",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nXQKAxqkdGPV",
        "colab_type": "text"
      },
      "source": [
        "Create input feature set and corresponding target dependent outputs\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rkqQEVMldWd-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "input_set = np.array([[0,1,0],\n",
        "                      [0,0,1],\n",
        "                      [1,0,0],\n",
        "                      [1,1,0],\n",
        "                      [1,1,1],\n",
        "                      [0,1,1],\n",
        "                      [0,1,0]])\n",
        "labels = np.array([[1,0,0,1,1,0,1]])\n",
        "labels = labels.reshape(7,1)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lJJr6Objey1G",
        "colab_type": "text"
      },
      "source": [
        "Set training parameters weights, bias,learning rate and epochs\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_yL89C-le43J",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "np.random.seed(42)\n",
        "weights = np.random.rand(3,1)\n",
        "bias    = np.random.rand(1)\n",
        "lr      = 0.05\n",
        "epochs  = 25000"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1Zv9WMNXfdLM",
        "colab_type": "text"
      },
      "source": [
        "Define activation function and derivative of the activation function\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0OFGiPb9fgHM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def sigmoid(x):\n",
        "  return 1/(1+np.exp(-x))\n",
        "\n",
        "def sigmoid_derivative(x):\n",
        "  return sigmoid(x)*(1-sigmoid(x))"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1ujVclSIgasf",
        "colab_type": "text"
      },
      "source": [
        "Training process\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PzBRN-MGghDS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "2ee07c32-ac1f-4423-dabd-63265c7c63ed"
      },
      "source": [
        "for epoch in range(epochs):\n",
        "  inputs  = input_set\n",
        "  XW      = np.dot(inputs,weights)+bias\n",
        "  z       = sigmoid(XW)\n",
        "  error   = z - labels\n",
        "  print(\"Error in epoch \",epoch)\n",
        "  print(error.sum())\n",
        "  dcost   = error\n",
        "  dpred   = sigmoid_derivative(z)\n",
        "  z_del   = dcost * dpred\n",
        "  inputs  = input_set.T\n",
        "  #updating weights\n",
        "  weights = weights - lr*np.dot(inputs,z_del)\n",
        "  #updating bias\n",
        "  for num in z_del:\n",
        "     bias = bias - lr*num\n"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "-0.002856878257012349\n",
            "Error in epoch  22501\n",
            "-0.0028567965810669463\n",
            "Error in epoch  22502\n",
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            "Error in epoch  22503\n",
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            "Error in epoch  22504\n",
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            "Error in epoch  22505\n",
            "-0.0028564699101733815\n",
            "Error in epoch  22506\n",
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            "Error in epoch  22507\n",
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            "Error in epoch  22508\n",
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            "Error in epoch  22509\n",
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            "Error in epoch  22510\n",
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            "Error in epoch  22511\n",
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            "Error in epoch  22512\n",
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            "Error in epoch  22513\n",
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            "Error in epoch  22514\n",
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            "Error in epoch  22515\n",
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            "Error in epoch  22517\n",
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            "Error in epoch  22521\n",
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            "Error in epoch  22723\n",
            "-0.002838746038208547\n",
            "Error in epoch  22724\n",
            "-0.0028386650971239658\n",
            "Error in epoch  22725\n",
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            "Error in epoch  22726\n",
            "-0.0028385032248583256\n",
            "Error in epoch  22727\n",
            "-0.002838422293677395\n",
            "Error in epoch  22728\n",
            "-0.0028383413657984725\n",
            "Error in epoch  22729\n",
            "-0.002838260441221062\n",
            "Error in epoch  22730\n",
            "-0.0028381795199449653\n",
            "Error in epoch  22731\n",
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            "Error in epoch  22732\n",
            "-0.0028380176872974255\n",
            "Error in epoch  22733\n",
            "-0.0028379367759263155\n",
            "Error in epoch  22734\n",
            "-0.0028378558678562663\n",
            "Error in epoch  22735\n",
            "-0.0028377749630887246\n",
            "Error in epoch  22736\n",
            "-0.002837694061623326\n",
            "Error in epoch  22737\n",
            "-0.002837613163459138\n",
            "Error in epoch  22738\n",
            "-0.002837532268597332\n",
            "Error in epoch  22739\n",
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            "Error in epoch  22740\n",
            "-0.0028373704887801852\n",
            "Error in epoch  22741\n",
            "-0.00283728960382415\n",
            "Error in epoch  22742\n",
            "-0.002837208722170196\n",
            "Error in epoch  22743\n",
            "-0.0028371278438181595\n",
            "Error in epoch  22744\n",
            "-0.0028370469687690053\n",
            "Error in epoch  22745\n",
            "-0.0028369660970211583\n",
            "Error in epoch  22746\n",
            "-0.002836885228576086\n",
            "Error in epoch  22747\n",
            "-0.0028368043634333373\n",
            "Error in epoch  22748\n",
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            "Error in epoch  22749\n",
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            "Error in epoch  22750\n",
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            "Error in epoch  22751\n",
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            "Error in epoch  22752\n",
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            "Error in epoch  22753\n",
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            "Error in epoch  22754\n",
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            "Error in epoch  22755\n",
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            "Error in epoch  22756\n",
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            "Error in epoch  22763\n",
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            "Error in epoch  22764\n",
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            "Error in epoch  22765\n",
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            "Error in epoch  22767\n",
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            "Error in epoch  22768\n",
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            "Error in epoch  22773\n",
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            "Error in epoch  22774\n",
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            "Error in epoch  22775\n",
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            "Error in epoch  22776\n",
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            "Error in epoch  22777\n",
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            "Error in epoch  22778\n",
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            "Error in epoch  22779\n",
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            "Error in epoch  22780\n",
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            "Error in epoch  22783\n",
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            "Error in epoch  22784\n",
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            "Error in epoch  22785\n",
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            "Error in epoch  22786\n",
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            "Error in epoch  22787\n",
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            "Error in epoch  22788\n",
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            "Error in epoch  22789\n",
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            "Error in epoch  22790\n",
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            "Error in epoch  22792\n",
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            "Error in epoch  22793\n",
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            "Error in epoch  22794\n",
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            "Error in epoch  22795\n",
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            "Error in epoch  22796\n",
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            "Error in epoch  22798\n",
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            "Error in epoch  22809\n",
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            "Error in epoch  22817\n",
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            "Error in epoch  23002\n",
            "-0.002816291650141505\n",
            "Error in epoch  23003\n",
            "-0.0028162116316311006\n",
            "Error in epoch  23004\n",
            "-0.0028161316164313673\n",
            "Error in epoch  23005\n",
            "-0.002816051604542749\n",
            "Error in epoch  23006\n",
            "-0.0028159715959656766\n",
            "Error in epoch  23007\n",
            "-0.0028158915906997713\n",
            "Error in epoch  23008\n",
            "-0.0028158115887451096\n",
            "Error in epoch  23009\n",
            "-0.002815731590101282\n",
            "Error in epoch  23010\n",
            "-0.0028156515947687435\n",
            "Error in epoch  23011\n",
            "-0.0028155716027470773\n",
            "Error in epoch  23012\n",
            "-0.002815491614037262\n",
            "Error in epoch  23013\n",
            "-0.00281541162863877\n",
            "Error in epoch  23014\n",
            "-0.0028153316465513653\n",
            "Error in epoch  23015\n",
            "-0.0028152516677753953\n",
            "Error in epoch  23016\n",
            "-0.0028151716923106654\n",
            "Error in epoch  23017\n",
            "-0.00281509172015703\n",
            "Error in epoch  23018\n",
            "-0.0028150117513149123\n",
            "Error in epoch  23019\n",
            "-0.002814931785784229\n",
            "Error in epoch  23020\n",
            "-0.002814851823565199\n",
            "Error in epoch  23021\n",
            "-0.0028147718646571347\n",
            "Error in epoch  23022\n",
            "-0.0028146919090611504\n",
            "Error in epoch  23023\n",
            "-0.00281461195677616\n",
            "Error in epoch  23024\n",
            "-0.002814532007802819\n",
            "Error in epoch  23025\n",
            "-0.0028144520621406627\n",
            "Error in epoch  23026\n",
            "-0.0028143721197908603\n",
            "Error in epoch  23027\n",
            "-0.002814292180752284\n",
            "Error in epoch  23028\n",
            "-0.002814212245025434\n",
            "Error in epoch  23029\n",
            "-0.0028141323126102367\n",
            "Error in epoch  23030\n",
            "-0.002814052383506814\n",
            "Error in epoch  23031\n",
            "-0.0028139724577151484\n",
            "Error in epoch  23032\n",
            "-0.002813892535234723\n",
            "Error in epoch  23033\n",
            "-0.0028138126160655724\n",
            "Error in epoch  23034\n",
            "-0.0028137327002088278\n",
            "Error in epoch  23035\n",
            "-0.002813652787664149\n",
            "Error in epoch  23036\n",
            "-0.0028135728784304467\n",
            "Error in epoch  23037\n",
            "-0.0028134929725096743\n",
            "Error in epoch  23038\n",
            "-0.002813413069900114\n",
            "Error in epoch  23039\n",
            "-0.002813333170602724\n",
            "Error in epoch  23040\n",
            "-0.0028132532746161752\n",
            "Error in epoch  23041\n",
            "-0.0028131733819427157\n",
            "Error in epoch  23042\n",
            "-0.0028130934925806733\n",
            "Error in epoch  23043\n",
            "-0.0028130136065309744\n",
            "Error in epoch  23044\n",
            "-0.0028129337237923976\n",
            "Error in epoch  23045\n",
            "-0.002812853844365689\n",
            "Error in epoch  23046\n",
            "-0.0028127739682519554\n",
            "Error in epoch  23047\n",
            "-0.0028126940954494445\n",
            "Error in epoch  23048\n",
            "-0.0028126142259598808\n",
            "Error in epoch  23049\n",
            "-0.002812534359781134\n",
            "Error in epoch  23050\n",
            "-0.002812454496914918\n",
            "Error in epoch  23051\n",
            "-0.002812374637360865\n",
            "Error in epoch  23052\n",
            "-0.002812294781119294\n",
            "Error in epoch  23053\n",
            "-0.0028122149281897477\n",
            "Error in epoch  23054\n",
            "-0.002812135078572184\n",
            "Error in epoch  23055\n",
            "-0.0028120552322668593\n",
            "Error in epoch  23056\n",
            "-0.0028119753892737187\n",
            "Error in epoch  23057\n",
            "-0.0028118955495921305\n",
            "Error in epoch  23058\n",
            "-0.0028118157132232605\n",
            "Error in epoch  23059\n",
            "-0.0028117358801664355\n",
            "Error in epoch  23060\n",
            "-0.002811656050422044\n",
            "Error in epoch  23061\n",
            "-0.0028115762239903155\n",
            "Error in epoch  23062\n",
            "-0.002811496400870833\n",
            "Error in epoch  23063\n",
            "-0.0028114165810633127\n",
            "Error in epoch  23064\n",
            "-0.0028113367645688156\n",
            "Error in epoch  23065\n",
            "-0.00281125695138542\n",
            "Error in epoch  23066\n",
            "-0.002811177141515679\n",
            "Error in epoch  23067\n",
            "-0.002811097334957567\n",
            "Error in epoch  23068\n",
            "-0.0028110175317122184\n",
            "Error in epoch  23069\n",
            "-0.00281093773177964\n",
            "Error in epoch  23070\n",
            "-0.002810857935158971\n",
            "Error in epoch  23071\n",
            "-0.002810778141850462\n",
            "Error in epoch  23072\n",
            "-0.002810698351854917\n",
            "Error in epoch  23073\n",
            "-0.002810618565171799\n",
            "Error in epoch  23074\n",
            "-0.0028105387818012535\n",
            "Error in epoch  23075\n",
            "-0.002810459001743225\n",
            "Error in epoch  23076\n",
            "-0.002810379224998001\n",
            "Error in epoch  23077\n",
            "-0.002810299451565204\n",
            "Error in epoch  23078\n",
            "-0.0028102196814447714\n",
            "Error in epoch  23079\n",
            "-0.0028101399146366023\n",
            "Error in epoch  23080\n",
            "-0.0028100601511416856\n",
            "Error in epoch  23081\n",
            "-0.0028099803909598063\n",
            "Error in epoch  23082\n",
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            "Error in epoch  23083\n",
            "-0.0028098208805340287\n",
            "Error in epoch  23084\n",
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            "Error in epoch  23085\n",
            "-0.0028096613833581696\n",
            "Error in epoch  23086\n",
            "-0.002809581639738913\n",
            "Error in epoch  23087\n",
            "-0.0028095018994331797\n",
            "Error in epoch  23088\n",
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            "Error in epoch  23089\n",
            "-0.002809342428759125\n",
            "Error in epoch  23090\n",
            "-0.0028092626983916916\n",
            "Error in epoch  23091\n",
            "-0.0028091829713366642\n",
            "Error in epoch  23092\n",
            "-0.0028091032475948477\n",
            "Error in epoch  23093\n",
            "-0.0028090235271655342\n",
            "Error in epoch  23094\n",
            "-0.0028089438100494385\n",
            "Error in epoch  23095\n",
            "-0.002808864096246158\n",
            "Error in epoch  23096\n",
            "-0.002808784385755679\n",
            "Error in epoch  23097\n",
            "-0.002808704678578633\n",
            "Error in epoch  23098\n",
            "-0.002808624974714416\n",
            "Error in epoch  23099\n",
            "-0.0028085452741621122\n",
            "Error in epoch  23100\n",
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            "Error in epoch  23101\n",
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            "Error in epoch  23102\n",
            "-0.002808306192386499\n",
            "Error in epoch  23103\n",
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            "Error in epoch  23104\n",
            "-0.0028081468210990994\n",
            "Error in epoch  23105\n",
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            "Error in epoch  23106\n",
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            "Error in epoch  23107\n",
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            "Error in epoch  23108\n",
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            "Error in epoch  23109\n",
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            "Error in epoch  23110\n",
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            "Error in epoch  23111\n",
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            "Error in epoch  23112\n",
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            "Error in epoch  23113\n",
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            "Error in epoch  23114\n",
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            "Error in epoch  23116\n",
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            "Error in epoch  23117\n",
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            "Error in epoch  23118\n",
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            "Error in epoch  23119\n",
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            "Error in epoch  23120\n",
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            "Error in epoch  23121\n",
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            "Error in epoch  23122\n",
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            "Error in epoch  23123\n",
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            "Error in epoch  23124\n",
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            "Error in epoch  23125\n",
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            "Error in epoch  23126\n",
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            "Error in epoch  23127\n",
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            "Error in epoch  23128\n",
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            "Error in epoch  23129\n",
            "-0.0028061557982191135\n",
            "Error in epoch  23130\n",
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            "Error in epoch  23131\n",
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            "Error in epoch  23132\n",
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            "Error in epoch  23133\n",
            "-0.002805837426731024\n",
            "Error in epoch  23134\n",
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            "Error in epoch  23135\n",
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            "Error in epoch  23137\n",
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            "Error in epoch  23138\n",
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            "Error in epoch  23139\n",
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            "Error in epoch  23140\n",
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            "Error in epoch  23141\n",
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            "Error in epoch  23142\n",
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            "Error in epoch  23143\n",
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            "Error in epoch  23144\n",
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            "Error in epoch  23145\n",
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            "Error in epoch  23146\n",
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            "Error in epoch  23147\n",
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            "Error in epoch  23148\n",
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            "Error in epoch  23149\n",
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            "Error in epoch  23150\n",
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            "Error in epoch  23152\n",
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            "Error in epoch  23153\n",
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            "Error in epoch  23154\n",
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            "Error in epoch  23155\n",
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            "Error in epoch  23160\n",
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            "Error in epoch  23167\n",
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            "Error in epoch  23173\n",
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            "Error in epoch  23279\n",
            "-0.002794253155772749\n",
            "Error in epoch  23280\n",
            "-0.002794174055061341\n",
            "Error in epoch  23281\n",
            "-0.0027940949576648402\n",
            "Error in epoch  23282\n",
            "-0.0027940158635831325\n",
            "Error in epoch  23283\n",
            "-0.00279393677281526\n",
            "Error in epoch  23284\n",
            "-0.0027938576853630964\n",
            "Error in epoch  23285\n",
            "-0.0027937786012254273\n",
            "Error in epoch  23286\n",
            "-0.0027936995204021486\n",
            "Error in epoch  23287\n",
            "-0.0027936204428943012\n",
            "Error in epoch  23288\n",
            "-0.002793541368700858\n",
            "Error in epoch  23289\n",
            "-0.002793462297822194\n",
            "Error in epoch  23290\n",
            "-0.0027933832302577642\n",
            "Error in epoch  23291\n",
            "-0.0027933041660091057\n",
            "Error in epoch  23292\n",
            "-0.0027932251050739737\n",
            "Error in epoch  23293\n",
            "-0.002793146047454148\n",
            "Error in epoch  23294\n",
            "-0.0027930669931486504\n",
            "Error in epoch  23295\n",
            "-0.00279298794215814\n",
            "Error in epoch  23296\n",
            "-0.002792908894481909\n",
            "Error in epoch  23297\n",
            "-0.002792829850120769\n",
            "Error in epoch  23298\n",
            "-0.002792750809074856\n",
            "Error in epoch  23299\n",
            "-0.00279267177134334\n",
            "Error in epoch  23300\n",
            "-0.002792592736926631\n",
            "Error in epoch  23301\n",
            "-0.0027925137058243676\n",
            "Error in epoch  23302\n",
            "-0.002792434678037088\n",
            "Error in epoch  23303\n",
            "-0.002792355653564362\n",
            "Error in epoch  23304\n",
            "-0.0027922766324069044\n",
            "Error in epoch  23305\n",
            "-0.0027921976145639446\n",
            "Error in epoch  23306\n",
            "-0.0027921186000355383\n",
            "Error in epoch  23307\n",
            "-0.002792039588822192\n",
            "Error in epoch  23308\n",
            "-0.0027919605809235346\n",
            "Error in epoch  23309\n",
            "-0.0027918815763392293\n",
            "Error in epoch  23310\n",
            "-0.002791802575070286\n",
            "Error in epoch  23311\n",
            "-0.0027917235771152335\n",
            "Error in epoch  23312\n",
            "-0.002791644582476188\n",
            "Error in epoch  23313\n",
            "-0.0027915655911515264\n",
            "Error in epoch  23314\n",
            "-0.002791486603141019\n",
            "Error in epoch  23315\n",
            "-0.0027914076184458597\n",
            "Error in epoch  23316\n",
            "-0.0027913286370653337\n",
            "Error in epoch  23317\n",
            "-0.0027912496589998365\n",
            "Error in epoch  23318\n",
            "-0.0027911706842484764\n",
            "Error in epoch  23319\n",
            "-0.0027910917128120445\n",
            "Error in epoch  23320\n",
            "-0.0027910127446908947\n",
            "Error in epoch  23321\n",
            "-0.002790933779883941\n",
            "Error in epoch  23322\n",
            "-0.0027908548183913744\n",
            "Error in epoch  23323\n",
            "-0.002790775860214263\n",
            "Error in epoch  23324\n",
            "-0.0027906969053520247\n",
            "Error in epoch  23325\n",
            "-0.0027906179538045653\n",
            "Error in epoch  23326\n",
            "-0.00279053900557125\n",
            "Error in epoch  23327\n",
            "-0.0027904600606537475\n",
            "Error in epoch  23328\n",
            "-0.0027903811190502503\n",
            "Error in epoch  23329\n",
            "-0.0027903021807611506\n",
            "Error in epoch  23330\n",
            "-0.0027902232457875514\n",
            "Error in epoch  23331\n",
            "-0.0027901443141282005\n",
            "Error in epoch  23332\n",
            "-0.0027900653857843155\n",
            "Error in epoch  23333\n",
            "-0.0027899864607551436\n",
            "Error in epoch  23334\n",
            "-0.00278990753904039\n",
            "Error in epoch  23335\n",
            "-0.0027898286206401238\n",
            "Error in epoch  23336\n",
            "-0.0027897497055553375\n",
            "Error in epoch  23337\n",
            "-0.0027896707937847265\n",
            "Error in epoch  23338\n",
            "-0.002789591885328964\n",
            "Error in epoch  23339\n",
            "-0.002789512980187883\n",
            "Error in epoch  23340\n",
            "-0.0027894340783615537\n",
            "Error in epoch  23341\n",
            "-0.0027893551798505237\n",
            "Error in epoch  23342\n",
            "-0.002789276284653971\n",
            "Error in epoch  23343\n",
            "-0.002789197392772058\n",
            "Error in epoch  23344\n",
            "-0.002789118504204491\n",
            "Error in epoch  23345\n",
            "-0.0027890396189524033\n",
            "Error in epoch  23346\n",
            "-0.0027889607370148034\n",
            "Error in epoch  23347\n",
            "-0.002788881858391906\n",
            "Error in epoch  23348\n",
            "-0.0027888029830837116\n",
            "Error in epoch  23349\n",
            "-0.0027887241110908165\n",
            "Error in epoch  23350\n",
            "-0.0027886452424121418\n",
            "Error in epoch  23351\n",
            "-0.0027885663770485618\n",
            "Error in epoch  23352\n",
            "-0.0027884875149993063\n",
            "Error in epoch  23353\n",
            "-0.0027884086562652115\n",
            "Error in epoch  23354\n",
            "-0.0027883298008458055\n",
            "Error in epoch  23355\n",
            "-0.002788250948740592\n",
            "Error in epoch  23356\n",
            "-0.0027881720999505324\n",
            "Error in epoch  23357\n",
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            "Error in epoch  23358\n",
            "-0.002788014412314882\n",
            "Error in epoch  23359\n",
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            "Error in epoch  23360\n",
            "-0.0027878567379381047\n",
            "Error in epoch  23361\n",
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            "Error in epoch  23362\n",
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            "Error in epoch  23363\n",
            "-0.0027876202512326573\n",
            "Error in epoch  23364\n",
            "-0.0027875414289602572\n",
            "Error in epoch  23365\n",
            "-0.0027874626100020984\n",
            "Error in epoch  23366\n",
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            "Error in epoch  23367\n",
            "-0.0027873049820310337\n",
            "Error in epoch  23368\n",
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            "Error in epoch  23369\n",
            "-0.0027871473673194355\n",
            "Error in epoch  23370\n",
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            "Error in epoch  23371\n",
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            "Error in epoch  23372\n",
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            "Error in epoch  23373\n",
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            "Error in epoch  23374\n",
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            "Error in epoch  23375\n",
            "-0.0027866746027340288\n",
            "Error in epoch  23376\n",
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            "Error in epoch  23377\n",
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            "Error in epoch  23378\n",
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            "Error in epoch  23379\n",
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            "Error in epoch  23380\n",
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            "Error in epoch  23381\n",
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            "Error in epoch  23382\n",
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            "Error in epoch  23383\n",
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            "Error in epoch  23384\n",
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            "Error in epoch  23385\n",
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            "Error in epoch  23386\n",
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            "Error in epoch  23387\n",
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            "Error in epoch  23388\n",
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            "Error in epoch  23389\n",
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            "Error in epoch  23390\n",
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            "Error in epoch  23391\n",
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            "Error in epoch  23392\n",
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            "Error in epoch  23394\n",
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            "Error in epoch  23395\n",
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            "Error in epoch  23396\n",
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            "Error in epoch  23397\n",
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            "Error in epoch  23398\n",
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            "Error in epoch  23399\n",
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            "Error in epoch  23400\n",
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            "Error in epoch  23401\n",
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            "Error in epoch  23402\n",
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            "Error in epoch  23404\n",
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            "Error in epoch  23405\n",
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            "Error in epoch  23408\n",
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            "Error in epoch  23410\n",
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            "Error in epoch  23411\n",
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            "Error in epoch  23556\n",
            "-0.0027724689607469995\n",
            "Error in epoch  23557\n",
            "-0.002772390778085776\n",
            "Error in epoch  23558\n",
            "-0.0027723125987369757\n",
            "Error in epoch  23559\n",
            "-0.002772234422701147\n",
            "Error in epoch  23560\n",
            "-0.0027721562499784073\n",
            "Error in epoch  23561\n",
            "-0.002772078080568185\n",
            "Error in epoch  23562\n",
            "-0.002771999914471482\n",
            "Error in epoch  23563\n",
            "-0.0027719217516875214\n",
            "Error in epoch  23564\n",
            "-0.0027718435922164386\n",
            "Error in epoch  23565\n",
            "-0.0027717654360584487\n",
            "Error in epoch  23566\n",
            "-0.0027716872832127606\n",
            "Error in epoch  23567\n",
            "-0.0027716091336802452\n",
            "Error in epoch  23568\n",
            "-0.0027715309874601496\n",
            "Error in epoch  23569\n",
            "-0.0027714528445532335\n",
            "Error in epoch  23570\n",
            "-0.0027713747049588136\n",
            "Error in epoch  23571\n",
            "-0.0027712965686774137\n",
            "Error in epoch  23572\n",
            "-0.002771218435708895\n",
            "Error in epoch  23573\n",
            "-0.002771140306052945\n",
            "Error in epoch  23574\n",
            "-0.002771062179709953\n",
            "Error in epoch  23575\n",
            "-0.002770984056679946\n",
            "Error in epoch  23576\n",
            "-0.002770905936962345\n",
            "Error in epoch  23577\n",
            "-0.0027708278205570286\n",
            "Error in epoch  23578\n",
            "-0.0027707497074647494\n",
            "Error in epoch  23579\n",
            "-0.0027706715976848414\n",
            "Error in epoch  23580\n",
            "-0.0027705934912168814\n",
            "Error in epoch  23581\n",
            "-0.0027705153880617436\n",
            "Error in epoch  23582\n",
            "-0.002770437288219369\n",
            "Error in epoch  23583\n",
            "-0.002770359191690018\n",
            "Error in epoch  23584\n",
            "-0.002770281098473052\n",
            "Error in epoch  23585\n",
            "-0.002770203008568582\n",
            "Error in epoch  23586\n",
            "-0.0027701249219771115\n",
            "Error in epoch  23587\n",
            "-0.0027700468386974916\n",
            "Error in epoch  23588\n",
            "-0.002769968758730583\n",
            "Error in epoch  23589\n",
            "-0.0027698906820760247\n",
            "Error in epoch  23590\n",
            "-0.002769812608733723\n",
            "Error in epoch  23591\n",
            "-0.0027697345387041328\n",
            "Error in epoch  23592\n",
            "-0.0027696564719869032\n",
            "Error in epoch  23593\n",
            "-0.002769578408581712\n",
            "Error in epoch  23594\n",
            "-0.0027695003484888917\n",
            "Error in epoch  23595\n",
            "-0.002769422291708734\n",
            "Error in epoch  23596\n",
            "-0.0027693442382409235\n",
            "Error in epoch  23597\n",
            "-0.002769266188085401\n",
            "Error in epoch  23598\n",
            "-0.002769188141241996\n",
            "Error in epoch  23599\n",
            "-0.002769110097711549\n",
            "Error in epoch  23600\n",
            "-0.0027690320574926958\n",
            "Error in epoch  23601\n",
            "-0.002768954020586245\n",
            "Error in epoch  23602\n",
            "-0.0027688759869925333\n",
            "Error in epoch  23603\n",
            "-0.0027687979567104365\n",
            "Error in epoch  23604\n",
            "-0.002768719929740319\n",
            "Error in epoch  23605\n",
            "-0.0027686419060829748\n",
            "Error in epoch  23606\n",
            "-0.0027685638857375787\n",
            "Error in epoch  23607\n",
            "-0.0027684858687042277\n",
            "Error in epoch  23608\n",
            "-0.002768407854982797\n",
            "Error in epoch  23609\n",
            "-0.0027683298445737373\n",
            "Error in epoch  23610\n",
            "-0.0027682518374768095\n",
            "Error in epoch  23611\n",
            "-0.002768173833691566\n",
            "Error in epoch  23612\n",
            "-0.0027680958332189295\n",
            "Error in epoch  23613\n",
            "-0.002768017836058307\n",
            "Error in epoch  23614\n",
            "-0.0027679398422094242\n",
            "Error in epoch  23615\n",
            "-0.002767861851672833\n",
            "Error in epoch  23616\n",
            "-0.0027677838644483907\n",
            "Error in epoch  23617\n",
            "-0.00276770588053573\n",
            "Error in epoch  23618\n",
            "-0.0027676278999344828\n",
            "Error in epoch  23619\n",
            "-0.0027675499226448227\n",
            "Error in epoch  23620\n",
            "-0.002767471948667697\n",
            "Error in epoch  23621\n",
            "-0.0027673939780027135\n",
            "Error in epoch  23622\n",
            "-0.0027673160106495287\n",
            "Error in epoch  23623\n",
            "-0.002767238046608063\n",
            "Error in epoch  23624\n",
            "-0.0027671600858779864\n",
            "Error in epoch  23625\n",
            "-0.0027670821284600904\n",
            "Error in epoch  23626\n",
            "-0.0027670041743545135\n",
            "Error in epoch  23627\n",
            "-0.002766926223559958\n",
            "Error in epoch  23628\n",
            "-0.002766848276077212\n",
            "Error in epoch  23629\n",
            "-0.0027667703319064277\n",
            "Error in epoch  23630\n",
            "-0.0027666923910473346\n",
            "Error in epoch  23631\n",
            "-0.002766614453500217\n",
            "Error in epoch  23632\n",
            "-0.0027665365192641317\n",
            "Error in epoch  23633\n",
            "-0.002766458588340112\n",
            "Error in epoch  23634\n",
            "-0.0027663806607273536\n",
            "Error in epoch  23635\n",
            "-0.0027663027364263557\n",
            "Error in epoch  23636\n",
            "-0.0027662248154370767\n",
            "Error in epoch  23637\n",
            "-0.0027661468977590725\n",
            "Error in epoch  23638\n",
            "-0.0027660689833927873\n",
            "Error in epoch  23639\n",
            "-0.0027659910723380476\n",
            "Error in epoch  23640\n",
            "-0.0027659131645944787\n",
            "Error in epoch  23641\n",
            "-0.0027658352601625837\n",
            "Error in epoch  23642\n",
            "-0.0027657573590423173\n",
            "Error in epoch  23643\n",
            "-0.002765679461233222\n",
            "Error in epoch  23644\n",
            "-0.0027656015667362373\n",
            "Error in epoch  23645\n",
            "-0.0027655236755498025\n",
            "Error in epoch  23646\n",
            "-0.0027654457876748473\n",
            "Error in epoch  23647\n",
            "-0.0027653679031114375\n",
            "Error in epoch  23648\n",
            "-0.002765290021860021\n",
            "Error in epoch  23649\n",
            "-0.002765212143918769\n",
            "Error in epoch  23650\n",
            "-0.002765134269289711\n",
            "Error in epoch  23651\n",
            "-0.00276505639797155\n",
            "Error in epoch  23652\n",
            "-0.002764978529965302\n",
            "Error in epoch  23653\n",
            "-0.0027649006652694895\n",
            "Error in epoch  23654\n",
            "-0.002764822803885063\n",
            "Error in epoch  23655\n",
            "-0.002764744945812282\n",
            "Error in epoch  23656\n",
            "-0.002764667091050055\n",
            "Error in epoch  23657\n",
            "-0.0027645892395992133\n",
            "Error in epoch  23658\n",
            "-0.0027645113914594246\n",
            "Error in epoch  23659\n",
            "-0.0027644335466307547\n",
            "Error in epoch  23660\n",
            "-0.0027643557051130474\n",
            "Error in epoch  23661\n",
            "-0.0027642778669068335\n",
            "Error in epoch  23662\n",
            "-0.002764200032011159\n",
            "Error in epoch  23663\n",
            "-0.0027641222004269397\n",
            "Error in epoch  23664\n",
            "-0.0027640443721536796\n",
            "Error in epoch  23665\n",
            "-0.0027639665471906744\n",
            "Error in epoch  23666\n",
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            "Error in epoch  23667\n",
            "-0.0027638109071988423\n",
            "Error in epoch  23668\n",
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            "Error in epoch  23669\n",
            "-0.0027636552804504166\n",
            "Error in epoch  23670\n",
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            "Error in epoch  23671\n",
            "-0.002763499666945328\n",
            "Error in epoch  23672\n",
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            "Error in epoch  23673\n",
            "-0.002763344066683125\n",
            "Error in epoch  23674\n",
            "-0.0027632662715186204\n",
            "Error in epoch  23675\n",
            "-0.002763188479664773\n",
            "Error in epoch  23676\n",
            "-0.002763110691121458\n",
            "Error in epoch  23677\n",
            "-0.0027630329058892823\n",
            "Error in epoch  23678\n",
            "-0.0027629551239674865\n",
            "Error in epoch  23679\n",
            "-0.0027628773453564487\n",
            "Error in epoch  23680\n",
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            "Error in epoch  23681\n",
            "-0.0027627217980662477\n",
            "Error in epoch  23682\n",
            "-0.002762644029386755\n",
            "Error in epoch  23683\n",
            "-0.0027625662640183013\n",
            "Error in epoch  23684\n",
            "-0.0027624885019605985\n",
            "Error in epoch  23685\n",
            "-0.002762410743212155\n",
            "Error in epoch  23686\n",
            "-0.002762332987775125\n",
            "Error in epoch  23687\n",
            "-0.002762255235648242\n",
            "Error in epoch  23688\n",
            "-0.0027621774868325233\n",
            "Error in epoch  23689\n",
            "-0.0027620997413264556\n",
            "Error in epoch  23690\n",
            "-0.002762021999131059\n",
            "Error in epoch  23691\n",
            "-0.002761944260246396\n",
            "Error in epoch  23692\n",
            "-0.0027618665246716655\n",
            "Error in epoch  23693\n",
            "-0.0027617887924076476\n",
            "Error in epoch  23694\n",
            "-0.0027617110634539505\n",
            "Error in epoch  23695\n",
            "-0.0027616333378098837\n",
            "Error in epoch  23696\n",
            "-0.002761555615476502\n",
            "Error in epoch  23697\n",
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            "Error in epoch  23698\n",
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            "Error in epoch  23699\n",
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            "Error in epoch  23701\n",
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            "Error in epoch  23702\n",
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            "Error in epoch  23703\n",
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            "Error in epoch  23704\n",
            "-0.002760933955977686\n",
            "Error in epoch  23705\n",
            "-0.0027608562634355745\n",
            "Error in epoch  23706\n",
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            "Error in epoch  23707\n",
            "-0.0027607008882816267\n",
            "Error in epoch  23708\n",
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            "Error in epoch  23712\n",
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            "Error in epoch  23725\n",
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            "Error in epoch  23738\n",
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            "Error in epoch  23741\n",
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            "Error in epoch  23742\n",
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            "Error in epoch  23743\n",
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            "Error in epoch  23747\n",
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            "Error in epoch  23750\n",
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            "Error in epoch  23752\n",
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            "Error in epoch  23755\n",
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            "Error in epoch  23756\n",
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            "Error in epoch  23757\n",
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            "Error in epoch  23758\n",
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            "Error in epoch  23759\n",
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            "Error in epoch  23760\n",
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            "Error in epoch  23784\n",
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            "Error in epoch  23787\n",
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            "Error in epoch  23788\n",
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            "Error in epoch  23789\n",
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            "Error in epoch  23792\n",
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            "Error in epoch  23795\n",
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            "Error in epoch  23810\n",
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            "Error in epoch  23824\n",
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            "Error in epoch  23825\n",
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            "Error in epoch  23832\n",
            "-0.0027510162056674295\n",
            "Error in epoch  23833\n",
            "-0.002750938936593131\n",
            "Error in epoch  23834\n",
            "-0.0027508616708254024\n",
            "Error in epoch  23835\n",
            "-0.0027507844083638315\n",
            "Error in epoch  23836\n",
            "-0.0027507071492084284\n",
            "Error in epoch  23837\n",
            "-0.0027506298933595713\n",
            "Error in epoch  23838\n",
            "-0.002750552640817111\n",
            "Error in epoch  23839\n",
            "-0.0027504753915809643\n",
            "Error in epoch  23840\n",
            "-0.002750398145651204\n",
            "Error in epoch  23841\n",
            "-0.0027503209030275005\n",
            "Error in epoch  23842\n",
            "-0.002750243663710489\n",
            "Error in epoch  23843\n",
            "-0.0027501664276992216\n",
            "Error in epoch  23844\n",
            "-0.0027500891949939973\n",
            "Error in epoch  23845\n",
            "-0.0027500119655949097\n",
            "Error in epoch  23846\n",
            "-0.0027499347395019275\n",
            "Error in epoch  23847\n",
            "-0.002749857516715061\n",
            "Error in epoch  23848\n",
            "-0.002749780297234189\n",
            "Error in epoch  23849\n",
            "-0.0027497030810597345\n",
            "Error in epoch  23850\n",
            "-0.0027496258681909344\n",
            "Error in epoch  23851\n",
            "-0.0027495486586273966\n",
            "Error in epoch  23852\n",
            "-0.0027494714523707657\n",
            "Error in epoch  23853\n",
            "-0.002749394249419765\n",
            "Error in epoch  23854\n",
            "-0.002749317049774304\n",
            "Error in epoch  23855\n",
            "-0.0027492398534342613\n",
            "Error in epoch  23856\n",
            "-0.00274916266040081\n",
            "Error in epoch  23857\n",
            "-0.002749085470672534\n",
            "Error in epoch  23858\n",
            "-0.0027490082842500027\n",
            "Error in epoch  23859\n",
            "-0.002748931101132949\n",
            "Error in epoch  23860\n",
            "-0.002748853921322278\n",
            "Error in epoch  23861\n",
            "-0.0027487767448162725\n",
            "Error in epoch  23862\n",
            "-0.0027486995716162615\n",
            "Error in epoch  23863\n",
            "-0.0027486224017217037\n",
            "Error in epoch  23864\n",
            "-0.0027485452351324116\n",
            "Error in epoch  23865\n",
            "-0.0027484680718485102\n",
            "Error in epoch  23866\n",
            "-0.0027483909118700203\n",
            "Error in epoch  23867\n",
            "-0.002748313755197254\n",
            "Error in epoch  23868\n",
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            "Error in epoch  23869\n",
            "-0.0027481594517676997\n",
            "Error in epoch  23870\n",
            "-0.0027480823050105435\n",
            "Error in epoch  23871\n",
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            "Error in epoch  23872\n",
            "-0.002747928021412799\n",
            "Error in epoch  23873\n",
            "-0.002747850884571912\n",
            "Error in epoch  23874\n",
            "-0.0027477737510359576\n",
            "Error in epoch  23875\n",
            "-0.00274769662080529\n",
            "Error in epoch  23876\n",
            "-0.00274761949387909\n",
            "Error in epoch  23877\n",
            "-0.0027475423702586696\n",
            "Error in epoch  23878\n",
            "-0.0027474652499421826\n",
            "Error in epoch  23879\n",
            "-0.0027473881329320646\n",
            "Error in epoch  23880\n",
            "-0.0027473110192261646\n",
            "Error in epoch  23881\n",
            "-0.0027472339088254402\n",
            "Error in epoch  23882\n",
            "-0.0027471568017297526\n",
            "Error in epoch  23883\n",
            "-0.002747079697938283\n",
            "Error in epoch  23884\n",
            "-0.0027470025974523707\n",
            "Error in epoch  23885\n",
            "-0.0027469255002704057\n",
            "Error in epoch  23886\n",
            "-0.002746848406393769\n",
            "Error in epoch  23887\n",
            "-0.002746771315821607\n",
            "Error in epoch  23888\n",
            "-0.0027466942285543847\n",
            "Error in epoch  23889\n",
            "-0.0027466171445913456\n",
            "Error in epoch  23890\n",
            "-0.002746540063933177\n",
            "Error in epoch  23891\n",
            "-0.002746462986580475\n",
            "Error in epoch  23892\n",
            "-0.0027463859125313565\n",
            "Error in epoch  23893\n",
            "-0.0027463088417867335\n",
            "Error in epoch  23894\n",
            "-0.0027462317743470466\n",
            "Error in epoch  23895\n",
            "-0.0027461547102115152\n",
            "Error in epoch  23896\n",
            "-0.0027460776493799036\n",
            "Error in epoch  23897\n",
            "-0.002746000591853301\n",
            "Error in epoch  23898\n",
            "-0.002745923537630795\n",
            "Error in epoch  23899\n",
            "-0.0027458464867125\n",
            "Error in epoch  23900\n",
            "-0.0027457694390985894\n",
            "Error in epoch  23901\n",
            "-0.0027456923947885015\n",
            "Error in epoch  23902\n",
            "-0.002745615353783072\n",
            "Error in epoch  23903\n",
            "-0.0027455383160815833\n",
            "Error in epoch  23904\n",
            "-0.002745461281684833\n",
            "Error in epoch  23905\n",
            "-0.0027453842505910826\n",
            "Error in epoch  23906\n",
            "-0.002745307222802116\n",
            "Error in epoch  23907\n",
            "-0.0027452301983171314\n",
            "Error in epoch  23908\n",
            "-0.0027451531771360872\n",
            "Error in epoch  23909\n",
            "-0.0027450761592590946\n",
            "Error in epoch  23910\n",
            "-0.0027449991446860354\n",
            "Error in epoch  23911\n",
            "-0.0027449221334164657\n",
            "Error in epoch  23912\n",
            "-0.0027448451254509856\n",
            "Error in epoch  23913\n",
            "-0.0027447681207891095\n",
            "Error in epoch  23914\n",
            "-0.002744691119430962\n",
            "Error in epoch  23915\n",
            "-0.002744614121376762\n",
            "Error in epoch  23916\n",
            "-0.0027445371266264784\n",
            "Error in epoch  23917\n",
            "-0.0027444601351795175\n",
            "Error in epoch  23918\n",
            "-0.002744383147036074\n",
            "Error in epoch  23919\n",
            "-0.00274430616219664\n",
            "Error in epoch  23920\n",
            "-0.0027442291806599114\n",
            "Error in epoch  23921\n",
            "-0.002744152202427824\n",
            "Error in epoch  23922\n",
            "-0.0027440752274982307\n",
            "Error in epoch  23923\n",
            "-0.0027439982558724665\n",
            "Error in epoch  23924\n",
            "-0.0027439212875500704\n",
            "Error in epoch  23925\n",
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            "Error in epoch  23926\n",
            "-0.0027437673608149554\n",
            "Error in epoch  23927\n",
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            "Error in epoch  23928\n",
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            "Error in epoch  23929\n",
            "-0.002743536495487805\n",
            "Error in epoch  23930\n",
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            "Error in epoch  23931\n",
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            "Error in epoch  23932\n",
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            "Error in epoch  23933\n",
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            "Error in epoch  23934\n",
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            "Error in epoch  23935\n",
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            "Error in epoch  23936\n",
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            "Error in epoch  23937\n",
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            "Error in epoch  23938\n",
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            "Error in epoch  23940\n",
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            "Error in epoch  23941\n",
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            "Error in epoch  23942\n",
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            "Error in epoch  23943\n",
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            "Error in epoch  23945\n",
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            "Error in epoch  23946\n",
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            "Error in epoch  23947\n",
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            "Error in epoch  23949\n",
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            "Error in epoch  23950\n",
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            "Error in epoch  23951\n",
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            "Error in epoch  23952\n",
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            "Error in epoch  23953\n",
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            "Error in epoch  23954\n",
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            "Error in epoch  23955\n",
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            "Error in epoch  23956\n",
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            "Error in epoch  23957\n",
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            "Error in epoch  23958\n",
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            "Error in epoch  23959\n",
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            "Error in epoch  23960\n",
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            "Error in epoch  23963\n",
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            "Error in epoch  23965\n",
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            "Error in epoch  23966\n",
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            "Error in epoch  23967\n",
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            "Error in epoch  23972\n",
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            "Error in epoch  23973\n",
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            "Error in epoch  23975\n",
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            "Error in epoch  23983\n",
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            "Error in epoch  23988\n",
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            "Error in epoch  23999\n",
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            "Error in epoch  24000\n",
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            "Error in epoch  24002\n",
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            "Error in epoch  24110\n",
            "-0.002729662586647256\n",
            "Error in epoch  24111\n",
            "-0.0027295862353628325\n",
            "Error in epoch  24112\n",
            "-0.0027295098873746856\n",
            "Error in epoch  24113\n",
            "-0.0027294335426811256\n",
            "Error in epoch  24114\n",
            "-0.002729357201283481\n",
            "Error in epoch  24115\n",
            "-0.0027292808631814783\n",
            "Error in epoch  24116\n",
            "-0.0027292045283741732\n",
            "Error in epoch  24117\n",
            "-0.0027291281968634465\n",
            "Error in epoch  24118\n",
            "-0.0027290518686472753\n",
            "Error in epoch  24119\n",
            "-0.0027289755437270927\n",
            "Error in epoch  24120\n",
            "-0.002728899222102142\n",
            "Error in epoch  24121\n",
            "-0.0027288229037717854\n",
            "Error in epoch  24122\n",
            "-0.0027287465887371326\n",
            "Error in epoch  24123\n",
            "-0.0027286702769970736\n",
            "Error in epoch  24124\n",
            "-0.002728593968552434\n",
            "Error in epoch  24125\n",
            "-0.0027285176634025687\n",
            "Error in epoch  24126\n",
            "-0.0027284413615480604\n",
            "Error in epoch  24127\n",
            "-0.0027283650629879724\n",
            "Error in epoch  24128\n",
            "-0.002728288767722794\n",
            "Error in epoch  24129\n",
            "-0.0027282124757520496\n",
            "Error in epoch  24130\n",
            "-0.002728136187076645\n",
            "Error in epoch  24131\n",
            "-0.002728059901696084\n",
            "Error in epoch  24132\n",
            "-0.0027279836196104877\n",
            "Error in epoch  24133\n",
            "-0.0027279073408194437\n",
            "Error in epoch  24134\n",
            "-0.0027278310653225182\n",
            "Error in epoch  24135\n",
            "-0.002727754793120568\n",
            "Error in epoch  24136\n",
            "-0.002727678524213073\n",
            "Error in epoch  24137\n",
            "-0.0027276022586006504\n",
            "Error in epoch  24138\n",
            "-0.0027275259962810626\n",
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            "-0.002727449737256856\n",
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            "-0.0027273734815268236\n",
            "Error in epoch  24141\n",
            "-0.002727297229091822\n",
            "Error in epoch  24142\n",
            "-0.00272722097994978\n",
            "Error in epoch  24143\n",
            "-0.002727144734102332\n",
            "Error in epoch  24144\n",
            "-0.002727068491548853\n",
            "Error in epoch  24145\n",
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            "Error in epoch  24146\n",
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            "-0.0027266873281939774\n",
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            "Error in epoch  24153\n",
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            "Error in epoch  24154\n",
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            "Error in epoch  24155\n",
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            "Error in epoch  24156\n",
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            "Error in epoch  24157\n",
            "-0.002726077638101558\n",
            "Error in epoch  24158\n",
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            "Error in epoch  24159\n",
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            "Error in epoch  24160\n",
            "-0.0027258490586601555\n",
            "Error in epoch  24161\n",
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            "Error in epoch  24162\n",
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            "Error in epoch  24163\n",
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            "Error in epoch  24164\n",
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            "Error in epoch  24165\n",
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            "Error in epoch  24166\n",
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            "Error in epoch  24167\n",
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            "Error in epoch  24168\n",
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            "Error in epoch  24169\n",
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            "Error in epoch  24170\n",
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            "Error in epoch  24171\n",
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            "Error in epoch  24172\n",
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            "Error in epoch  24173\n",
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            "Error in epoch  24174\n",
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            "Error in epoch  24177\n",
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            "Error in epoch  24178\n",
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            "Error in epoch  24179\n",
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            "Error in epoch  24180\n",
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            "Error in epoch  24181\n",
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            "Error in epoch  24195\n",
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            "Error in epoch  24197\n",
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            "Error in epoch  24199\n",
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            "Error in epoch  24204\n",
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            "Error in epoch  24208\n",
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            "-0.0027084127753340542\n",
            "Error in epoch  24391\n",
            "-0.0027083373448513193\n",
            "Error in epoch  24392\n",
            "-0.002708261917649904\n",
            "Error in epoch  24393\n",
            "-0.0027081864937288994\n",
            "Error in epoch  24394\n",
            "-0.002708111073088399\n",
            "Error in epoch  24395\n",
            "-0.0027080356557294925\n",
            "Error in epoch  24396\n",
            "-0.0027079602416501675\n",
            "Error in epoch  24397\n",
            "-0.0027078848308518047\n",
            "Error in epoch  24398\n",
            "-0.0027078094233344875\n",
            "Error in epoch  24399\n",
            "-0.002707734019096821\n",
            "Error in epoch  24400\n",
            "-0.002707658618139909\n",
            "Error in epoch  24401\n",
            "-0.0027075832204628836\n",
            "Error in epoch  24402\n",
            "-0.002707507826066498\n",
            "Error in epoch  24403\n",
            "-0.002707432434950398\n",
            "Error in epoch  24404\n",
            "-0.0027073570471141395\n",
            "Error in epoch  24405\n",
            "-0.0027072816625578686\n",
            "Error in epoch  24406\n",
            "-0.002707206281281807\n",
            "Error in epoch  24407\n",
            "-0.0027071309032862985\n",
            "Error in epoch  24408\n",
            "-0.0027070555285702014\n",
            "Error in epoch  24409\n",
            "-0.0027069801571343137\n",
            "Error in epoch  24410\n",
            "-0.0027069047889774385\n",
            "Error in epoch  24411\n",
            "-0.0027068294241004535\n",
            "Error in epoch  24412\n",
            "-0.0027067540625035046\n",
            "Error in epoch  24413\n",
            "-0.0027066787041860954\n",
            "Error in epoch  24414\n",
            "-0.002706603349148469\n",
            "Error in epoch  24415\n",
            "-0.0027065279973906148\n",
            "Error in epoch  24416\n",
            "-0.0027064526489117835\n",
            "Error in epoch  24417\n",
            "-0.002706377303711826\n",
            "Error in epoch  24418\n",
            "-0.0027063019617923553\n",
            "Error in epoch  24419\n",
            "-0.00270622662315069\n",
            "Error in epoch  24420\n",
            "-0.002706151287789213\n",
            "Error in epoch  24421\n",
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            "Error in epoch  24422\n",
            "-0.0027060006269029116\n",
            "Error in epoch  24423\n",
            "-0.0027059253013786144\n",
            "Error in epoch  24424\n",
            "-0.0027058499791333124\n",
            "Error in epoch  24425\n",
            "-0.0027057746601658675\n",
            "Error in epoch  24426\n",
            "-0.002705699344478417\n",
            "Error in epoch  24427\n",
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            "Error in epoch  24428\n",
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            "Error in epoch  24429\n",
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            "Error in epoch  24430\n",
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            "Error in epoch  24431\n",
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            "Error in epoch  24432\n",
            "-0.002705247519202106\n",
            "Error in epoch  24433\n",
            "-0.0027051722264645472\n",
            "Error in epoch  24434\n",
            "-0.0027050969370050436\n",
            "Error in epoch  24435\n",
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            "Error in epoch  24436\n",
            "-0.0027049463679206277\n",
            "Error in epoch  24437\n",
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            "Error in epoch  24438\n",
            "-0.0027047958119497117\n",
            "Error in epoch  24439\n",
            "-0.002704720538880899\n",
            "Error in epoch  24440\n",
            "-0.002704645269090186\n",
            "Error in epoch  24441\n",
            "-0.002704570002577192\n",
            "Error in epoch  24442\n",
            "-0.0027044947393419644\n",
            "Error in epoch  24443\n",
            "-0.0027044194793849063\n",
            "Error in epoch  24444\n",
            "-0.002704344222705178\n",
            "Error in epoch  24445\n",
            "-0.0027042689693039003\n",
            "Error in epoch  24446\n",
            "-0.0027041937191795776\n",
            "Error in epoch  24447\n",
            "-0.0027041184723329906\n",
            "Error in epoch  24448\n",
            "-0.0027040432287637126\n",
            "Error in epoch  24449\n",
            "-0.00270396798847191\n",
            "Error in epoch  24450\n",
            "-0.0027038927514577114\n",
            "Error in epoch  24451\n",
            "-0.002703817517720468\n",
            "Error in epoch  24452\n",
            "-0.0027037422872607797\n",
            "Error in epoch  24453\n",
            "-0.0027036670600776996\n",
            "Error in epoch  24454\n",
            "-0.0027035918361723726\n",
            "Error in epoch  24455\n",
            "-0.002703516615544077\n",
            "Error in epoch  24456\n",
            "-0.0027034413981921607\n",
            "Error in epoch  24457\n",
            "-0.0027033661841175706\n",
            "Error in epoch  24458\n",
            "-0.0027032909733207405\n",
            "Error in epoch  24459\n",
            "-0.002703215765799745\n",
            "Error in epoch  24460\n",
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            "Error in epoch  24461\n",
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            "Error in epoch  24462\n",
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            "Error in epoch  24463\n",
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            "Error in epoch  24464\n",
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            "Error in epoch  24465\n",
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            "Error in epoch  24466\n",
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            "Error in epoch  24467\n",
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            "Error in epoch  24472\n",
            "-0.0027022383661899907\n",
            "Error in epoch  24473\n",
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            "Error in epoch  24474\n",
            "-0.0027020880461618227\n",
            "Error in epoch  24475\n",
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            "Error in epoch  24476\n",
            "-0.0027019377392371105\n",
            "Error in epoch  24477\n",
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            "Error in epoch  24478\n",
            "-0.002701787445415209\n",
            "Error in epoch  24479\n",
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            "Error in epoch  24480\n",
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            "Error in epoch  24481\n",
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            "Error in epoch  24482\n",
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            "Error in epoch  24483\n",
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            "Error in epoch  24484\n",
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            "Error in epoch  24485\n",
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            "Error in epoch  24486\n",
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            "Error in epoch  24487\n",
            "-0.0027011112853486605\n",
            "Error in epoch  24488\n",
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            "Error in epoch  24489\n",
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            "Error in epoch  24490\n",
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            "Error in epoch  24491\n",
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            "Error in epoch  24492\n",
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            "Error in epoch  24493\n",
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            "Error in epoch  24494\n",
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            "Error in epoch  24495\n",
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            "Error in epoch  24496\n",
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            "Error in epoch  24497\n",
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            "Error in epoch  24498\n",
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            "Error in epoch  24501\n",
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            "Error in epoch  24503\n",
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            "Error in epoch  24504\n",
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            "Error in epoch  24505\n",
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            "Error in epoch  24506\n",
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            "Error in epoch  24511\n",
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            "Error in epoch  24668\n",
            "-0.002687569204404626\n",
            "Error in epoch  24669\n",
            "-0.002687494683574796\n",
            "Error in epoch  24670\n",
            "-0.002687420166008793\n",
            "Error in epoch  24671\n",
            "-0.002687345651704545\n",
            "Error in epoch  24672\n",
            "-0.002687271140663576\n",
            "Error in epoch  24673\n",
            "-0.0026871966328845115\n",
            "Error in epoch  24674\n",
            "-0.0026871221283689198\n",
            "Error in epoch  24675\n",
            "-0.002687047627114608\n",
            "Error in epoch  24676\n",
            "-0.002686973129123957\n",
            "Error in epoch  24677\n",
            "-0.0026868986343950713\n",
            "Error in epoch  24678\n",
            "-0.002686824142928264\n",
            "Error in epoch  24679\n",
            "-0.0026867496547236316\n",
            "Error in epoch  24680\n",
            "-0.0026866751697809076\n",
            "Error in epoch  24681\n",
            "-0.002686600688100449\n",
            "Error in epoch  24682\n",
            "-0.0026865262096817666\n",
            "Error in epoch  24683\n",
            "-0.002686451734525745\n",
            "Error in epoch  24684\n",
            "-0.002686377262630907\n",
            "Error in epoch  24685\n",
            "-0.00268630279399789\n",
            "Error in epoch  24686\n",
            "-0.0026862283286266976\n",
            "Error in epoch  24687\n",
            "-0.0026861538665169035\n",
            "Error in epoch  24688\n",
            "-0.0026860794076686637\n",
            "Error in epoch  24689\n",
            "-0.0026860049520818635\n",
            "Error in epoch  24690\n",
            "-0.00268593049975685\n",
            "Error in epoch  24691\n",
            "-0.0026858560506930647\n",
            "Error in epoch  24692\n",
            "-0.002685781604890136\n",
            "Error in epoch  24693\n",
            "-0.0026857071623483525\n",
            "Error in epoch  24694\n",
            "-0.002685632723068286\n",
            "Error in epoch  24695\n",
            "-0.0026855582870488476\n",
            "Error in epoch  24696\n",
            "-0.002685483854290311\n",
            "Error in epoch  24697\n",
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            "Error in epoch  24698\n",
            "-0.002685334998555604\n",
            "Error in epoch  24699\n",
            "-0.0026852605755794817\n",
            "Error in epoch  24700\n",
            "-0.0026851861558644177\n",
            "Error in epoch  24701\n",
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            "Error in epoch  24702\n",
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            "Error in epoch  24703\n",
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            "Error in epoch  24704\n",
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            "Error in epoch  24705\n",
            "-0.0026848141061959277\n",
            "Error in epoch  24706\n",
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            "Error in epoch  24707\n",
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            "Error in epoch  24708\n",
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            "Error in epoch  24709\n",
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            "Error in epoch  24710\n",
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            "Error in epoch  24711\n",
            "-0.002684367754180378\n",
            "Error in epoch  24712\n",
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            "Error in epoch  24713\n",
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            "Error in epoch  24714\n",
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            "Error in epoch  24715\n",
            "-0.0026840702513667054\n",
            "Error in epoch  24716\n",
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            "Error in epoch  24717\n",
            "-0.0026839215195180594\n",
            "Error in epoch  24718\n",
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            "Error in epoch  24719\n",
            "-0.002683772800705843\n",
            "Error in epoch  24720\n",
            "-0.0026836984461886468\n",
            "Error in epoch  24721\n",
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            "Error in epoch  24722\n",
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            "Error in epoch  24723\n",
            "-0.0026834754021927143\n",
            "Error in epoch  24724\n",
            "-0.002683401060712017\n",
            "Error in epoch  24725\n",
            "-0.0026833267224901057\n",
            "Error in epoch  24726\n",
            "-0.0026832523875269867\n",
            "Error in epoch  24727\n",
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            "Error in epoch  24728\n",
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            "Error in epoch  24729\n",
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            "Error in epoch  24730\n",
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            "Error in epoch  24731\n",
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            "Error in epoch  24732\n",
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            "Error in epoch  24733\n",
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            "Error in epoch  24734\n",
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            "Error in epoch  24735\n",
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            "Error in epoch  24736\n",
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            "Error in epoch  24737\n",
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            "Error in epoch  24738\n",
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            "Error in epoch  24739\n",
            "-0.002682286329524608\n",
            "Error in epoch  24740\n",
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            "Error in epoch  24741\n",
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            "Error in epoch  24742\n",
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            "Error in epoch  24743\n",
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            "Error in epoch  24745\n",
            "-0.0026818406423031703\n",
            "Error in epoch  24746\n",
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            "Error in epoch  24747\n",
            "-0.0026816921059551156\n",
            "Error in epoch  24748\n",
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            "Error in epoch  24749\n",
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            "Error in epoch  24750\n",
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            "Error in epoch  24751\n",
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            "Error in epoch  24752\n",
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            "Error in epoch  24753\n",
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            "Error in epoch  24754\n",
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            "Error in epoch  24755\n",
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            "Error in epoch  24756\n",
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            "Error in epoch  24757\n",
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            "Error in epoch  24758\n",
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            "Error in epoch  24759\n",
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            "Error in epoch  24760\n",
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            "Error in epoch  24761\n",
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            "Error in epoch  24762\n",
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            "Error in epoch  24763\n",
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            "Error in epoch  24764\n",
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            "Error in epoch  24765\n",
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            "Error in epoch  24768\n",
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            "Error in epoch  24772\n",
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            "Error in epoch  24773\n",
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            "Error in epoch  24775\n",
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            "Error in epoch  24777\n",
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            "Error in epoch  24779\n",
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            "Error in epoch  24782\n",
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            "Error in epoch  24788\n",
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            "Error in epoch  24789\n",
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            "Error in epoch  24790\n",
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            "Error in epoch  24795\n",
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            "-0.002667125025566843\n",
            "Error in epoch  24945\n",
            "-0.0026670514024651135\n",
            "Error in epoch  24946\n",
            "-0.002666977782604732\n",
            "Error in epoch  24947\n",
            "-0.0026669041659866284\n",
            "Error in epoch  24948\n",
            "-0.0026668305526099806\n",
            "Error in epoch  24949\n",
            "-0.0026667569424747156\n",
            "Error in epoch  24950\n",
            "-0.0026666833355818986\n",
            "Error in epoch  24951\n",
            "-0.002666609731929538\n",
            "Error in epoch  24952\n",
            "-0.0026665361315195493\n",
            "Error in epoch  24953\n",
            "-0.002666462534350298\n",
            "Error in epoch  24954\n",
            "-0.0026663889404230923\n",
            "Error in epoch  24955\n",
            "-0.002666315349736284\n",
            "Error in epoch  24956\n",
            "-0.002666241762291365\n",
            "Error in epoch  24957\n",
            "-0.0026661681780876904\n",
            "Error in epoch  24958\n",
            "-0.0026660945971243924\n",
            "Error in epoch  24959\n",
            "-0.0026660210194017937\n",
            "Error in epoch  24960\n",
            "-0.002665947444919485\n",
            "Error in epoch  24961\n",
            "-0.0026658738736784413\n",
            "Error in epoch  24962\n",
            "-0.0026658003056778713\n",
            "Error in epoch  24963\n",
            "-0.002665726740917942\n",
            "Error in epoch  24964\n",
            "-0.002665653179398906\n",
            "Error in epoch  24965\n",
            "-0.0026655796211199\n",
            "Error in epoch  24966\n",
            "-0.0026655060660815758\n",
            "Error in epoch  24967\n",
            "-0.002665432514283063\n",
            "Error in epoch  24968\n",
            "-0.0026653589657244132\n",
            "Error in epoch  24969\n",
            "-0.0026652854204063173\n",
            "Error in epoch  24970\n",
            "-0.0026652118783279666\n",
            "Error in epoch  24971\n",
            "-0.0026651383394891044\n",
            "Error in epoch  24972\n",
            "-0.0026650648038906224\n",
            "Error in epoch  24973\n",
            "-0.0026649912715315423\n",
            "Error in epoch  24974\n",
            "-0.002664917742412957\n",
            "Error in epoch  24975\n",
            "-0.0026648442165333325\n",
            "Error in epoch  24976\n",
            "-0.0026647706938938837\n",
            "Error in epoch  24977\n",
            "-0.0026646971744929866\n",
            "Error in epoch  24978\n",
            "-0.0026646236583317794\n",
            "Error in epoch  24979\n",
            "-0.0026645501454093147\n",
            "Error in epoch  24980\n",
            "-0.002664476635726512\n",
            "Error in epoch  24981\n",
            "-0.0026644031292828163\n",
            "Error in epoch  24982\n",
            "-0.0026643296260777487\n",
            "Error in epoch  24983\n",
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            "Error in epoch  24984\n",
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            "Error in epoch  24985\n",
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            "Error in epoch  24986\n",
            "-0.0026640356456457716\n",
            "Error in epoch  24987\n",
            "-0.002663962158635052\n",
            "Error in epoch  24988\n",
            "-0.002663888674862884\n",
            "Error in epoch  24989\n",
            "-0.0026638151943291707\n",
            "Error in epoch  24990\n",
            "-0.002663741717033173\n",
            "Error in epoch  24991\n",
            "-0.0026636682429761194\n",
            "Error in epoch  24992\n",
            "-0.0026635947721563163\n",
            "Error in epoch  24993\n",
            "-0.002663521304575412\n",
            "Error in epoch  24994\n",
            "-0.0026634478402317446\n",
            "Error in epoch  24995\n",
            "-0.0026633743791271286\n",
            "Error in epoch  24996\n",
            "-0.0026633009212594268\n",
            "Error in epoch  24997\n",
            "-0.0026632274666299784\n",
            "Error in epoch  24998\n",
            "-0.0026631540152377148\n",
            "Error in epoch  24999\n",
            "-0.0026630805670836075\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ouy0616yjxi6",
        "colab_type": "text"
      },
      "source": [
        "Prediction such that if output closer to 0 then it is classfied as 0, else if output closer to 1 then it is classfied as 1.  "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RR2WLwiHkH5q",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "74f8fd80-fabe-42ab-e1c0-445734a826d6"
      },
      "source": [
        "single_pt = np.array([0,1,0])\n",
        "result    = sigmoid(np.dot(single_pt,weights)+bias)\n",
        "print(result)\n",
        "\n",
        "single_pt = np.array([0,1,1])\n",
        "result    = sigmoid(np.dot(single_pt,weights)+bias)\n",
        "print(result)\n",
        "\n",
        "single_pt = np.array([1,0,0])\n",
        "result    = sigmoid(np.dot(single_pt,weights)+bias)\n",
        "print(result)"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[0.98778682]\n",
            "[0.03556139]\n",
            "[0.02262959]\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}