ANN.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy import exp\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.  0.  0.  1.]\n",
      " [ 0.  0.  1.  0.]\n",
      " [ 0.  1.  0.  0.]\n",
      " [ 1.  0.  0.  0.]\n",
      " [ 0.  0.  0.  1.]\n",
      " [ 0.  0.  0.  1.]\n",
      " [ 0.  0.  0.  1.]\n",
      " [ 0.  0.  1.  0.]\n",
      " [ 1.  0.  0.  0.]\n",
      " [ 1.  0.  0.  0.]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from random import choice\n",
    "from numpy.random import shuffle\n",
    "from numpy import exp\n",
    "classes = []\n",
    "with open('trainNN.txt') as f:\n",
    "    train_data = []\n",
    "    for line in f:\n",
    "        data = [float(x) for x in line.split()]\n",
    "        train_data.append(data)\n",
    "        #print(data)\n",
    "        if(int(data[-1]) not in classes):\n",
    "            classes.append(int(data[-1]))\n",
    "\n",
    "no_features = len(train_data[0])-1\n",
    "no_class = len(classes)\n",
    "data_length = len(train_data)\n",
    "#train_data = (train_data[1:data_length])\n",
    "#shuffle(train_data)\n",
    "train_x = []\n",
    "train_y = []\n",
    "for i in range(len(train_data)):\n",
    "    a = [train_data[i][j] for j in range(no_features)]\n",
    "    a.append(1)\n",
    "    train_x.append(a)\n",
    "    b = np.zeros(no_class)\n",
    "    b = list(b)\n",
    "    b[int(train_data[i][-1])-1] = 1\n",
    "    train_y.append(b)\n",
    "\n",
    "train_x = np.array(train_x)\n",
    "train_y = np.array(train_y)\n",
    "\n",
    "with open('testNN.txt') as f:\n",
    "    test_data = []\n",
    "    for line in f:\n",
    "        test_data.append([float(x) for x in line.split()])\n",
    "#shuffle(test_data)\n",
    "test_x = []\n",
    "test_y = []\n",
    "for i in range(len(test_data)):\n",
    "    a = [test_data[i][j] for j in range(no_features)]\n",
    "    a.append(1.0)\n",
    "    test_x.append(a)\n",
    "    b = np.zeros(no_class)\n",
    "    b = list(b)\n",
    "    b[int(test_data[i][-1])-1] = 1.0\n",
    "    test_y.append(b)\n",
    "    \n",
    "#print(len(test_x[0]))\n",
    "#print(len(test_y[0]))\n",
    "test_x = np.array(test_x)\n",
    "test_y = np.array(test_y)\n",
    "print(test_y[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "500\n",
      "20.3061676799\n",
      "[[-1.23550865 -1.38630451 -1.33573181 -1.3946362   1.        ]\n",
      " [-0.46809072 -0.48626348 -0.47001247 -0.4894833   1.        ]\n",
      " [ 1.22327934  1.30075385  1.32246657  1.30438191  1.        ]\n",
      " ..., \n",
      " [-1.38168187 -1.37596632 -1.35725188 -1.40248016  1.        ]\n",
      " [-0.58225414 -0.46142325 -0.50124281 -0.48931872  1.        ]\n",
      " [ 1.33308563  1.31153135  1.31478377  1.34229115  1.        ]]\n"
     ]
    }
   ],
   "source": [
    "#print(train_x.shape)\n",
    "#w0 = 2*np.random.rand(4, 5)\n",
    "#w1 = 2*np.random.rand(5, 5)\n",
    "#print(w0*w1)\n",
    "#print(np.cross(w0, w1))\n",
    "#print(np.dot(train_x, w0).shape)\n",
    "\n",
    "#x = np.array([[1,2,3], [4,5,6]])\n",
    "#y = np.array([[4,5,6], [1,2,3]])\n",
    "#print(np.cross(x, y))\n",
    "#print(np.dot(x.T, y))\n",
    "\n",
    "#http://www.marekrei.com/blog/normalise-feature-vectors/\n",
    "\n",
    "print(len(train_x[:, 0]))\n",
    "print(np.mean(train_x[:, 0]))\n",
    "for i in range(no_features):\n",
    "    train_x[:, i] = (train_x[:, i] - np.mean(train_x[:,i]))/np.std(train_x[:,i])\n",
    "    test_x[:, i] = (test_x[:, i] - np.mean(test_x[:,i]))/np.std(test_x[:,i])\n",
    "print(train_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5, 8, 8, 8, 4]\n"
     ]
    }
   ],
   "source": [
    "structure = [5, 8,8, 8, 4]\n",
    "structure[0] = len(test_x[0])\n",
    "structure[-1] = len(test_y[0])\n",
    "print(structure)\n",
    "weights = []\n",
    "for i in range(len(structure)-1):\n",
    "    w = 2*np.random.rand(structure[i], structure[i+1])-1\n",
    "    weights.append(np.array(w))\n",
    "#print(weights)\n",
    "x = np.array([1, 0, 1])\n",
    "#print(len(weights))\n",
    "#print(np.dot(x,x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5, 8, 8, 8, 4]\n",
      "current error = 229.042083535  time =  0.001999 lr =  0.099\n",
      "current error = 68.1688159862  time =  0.084952 lr =  0.098\n",
      "current error = 64.7887535171  time =  0.100944 lr =  0.097\n",
      "current error = 33.1750658075  time =  0.129927 lr =  0.096\n",
      "current error = 5.19157338388  time =  0.127924 lr =  0.095\n",
      "total time needed for training =  0.5506858825683594\n",
      "training data total 500 missed =  0\n",
      "testing data total 500 missed =  0\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "structure = [5, 8, 8, 8, 4]\n",
    "structure[0] = len(test_x[0])\n",
    "structure[-1] = len(test_y[0])\n",
    "print(structure)\n",
    "weights = []\n",
    "\n",
    "activation_selector = 2\n",
    "\n",
    "for i in range(len(structure)-1):\n",
    "    w = 2*np.random.rand(structure[i], structure[i+1])-1\n",
    "    weights.append(np.array(w))\n",
    "#print(weights)\n",
    "\n",
    "x = np.array([1, 0, 1])\n",
    "y = [0, 1, 0, 1, 0, 1, 0]\n",
    "\n",
    "lr = 0.1 + 0.9*(activation_selector==0)\n",
    "#lr = 1.0\n",
    "delta = np.zeros(len(structure)-1)\n",
    "dw = np.zeros(len(structure)-1)\n",
    "a = np.zeros(len(structure))\n",
    "relu_val = 0.1\n",
    "#print(np.matmul(a, weights[0]))\n",
    "#takes input returns y_hat \n",
    "\n",
    "def differ(fx, val = 0):\n",
    "    if val == 0:\n",
    "        return fx*(1-fx)\n",
    "    elif val == 1:\n",
    "        return (1 - (fx ** 2))\n",
    "    elif val == 2:\n",
    "        return (1.0)*(fx>0)+(relu_val)*(fx<0)\n",
    "    \n",
    "def sigmoid(fx, val = 0):\n",
    "    if val == 0:\n",
    "        return 1.0 / (1.0 + exp(-fx))\n",
    "    elif val == 1:\n",
    "        return np.tanh(fx)\n",
    "    elif val == 2:\n",
    "        return fx*(fx>0) + relu_val*fx*(fx<0)\n",
    "\n",
    "def forward_prop(inpt, delta, a, dw):\n",
    "    #weights = best_weights.copy()\n",
    "    #weights = np.load('best_weights.npy') \n",
    "    out = inpt\n",
    "    a.append(inpt)\n",
    "    for i in range(len(weights)):\n",
    "        out = np.dot(out, weights[i])\n",
    "        out = sigmoid(out,val = activation_selector)\n",
    "        delta.append(out)\n",
    "        a.append(np.array(out))\n",
    "        dw.append(out)\n",
    "    y_hat = out\n",
    "    #print(len(a))\n",
    "    return a[-1], delta, a, dw\n",
    "\n",
    "#forward_prop(x)\n",
    "#takes delta and backpropagates \n",
    "\n",
    "def backward_prop(dlta, delta, a, dw):\n",
    "    m= len(dlta)\n",
    "    delta[-1] = dlta.copy()\n",
    "    dw[-1] = (1/m)*np.dot(a[-2].T, delta[-1])\n",
    "    #print(dw[-1].shape)\n",
    "    cur_delta = dlta.copy()\n",
    "    for i in range(len(weights)-2,-1,-1):\n",
    "        delta[i] = np.multiply(delta[i+1].dot(weights[i+1].T), differ(a[i+1],val = activation_selector))\n",
    "        dw[i] = (1/m)*np.dot(a[i].T, delta[i])#je layer er delta tar ager layer er activation er shathe gun for eact example\n",
    "    for i in range(len(weights)):\n",
    "        #print(weights[i].shape, dw[i].shape)\n",
    "        weights[i] = weights[i] - lr*dw[i]\n",
    "        \n",
    "def train(lr):\n",
    "    #lr = 0.1\n",
    "    prev = 1\n",
    "    start_time = time.time()\n",
    "    new_time = start_time\n",
    "    for epoch in range(500):\n",
    "        delta = []\n",
    "        a = []\n",
    "        dw = []\n",
    "        y_hat,delta, a, dw = forward_prop(train_x, delta, a, dw)\n",
    "        #print(y_hat)\n",
    "        error = 0.5*(train_y-y_hat)**2\n",
    "        #print(error)\n",
    "        if(epoch%100 == 0):\n",
    "            lr -= 0.001\n",
    "            new_time = time.time()-new_time\n",
    "            print(\"current error =\", round(error.sum(), 12), \" time = \", round(new_time, 6), \"lr = \", round(lr, 6))\n",
    "            if(error.sum()<=prev):\n",
    "                prev = error.sum()\n",
    "                np.save('best_weights.npy', weights)\n",
    "            new_time = time.time()\n",
    "        #print(y_hat.shape)\n",
    "        dlta = (y_hat-train_y)*differ(a[-1], val = activation_selector)\n",
    "        backward_prop(dlta, delta, a, dw)\n",
    "    elapsed_time = time.time() - start_time\n",
    "    print(\"total time needed for training = \", str(elapsed_time))\n",
    "    \n",
    "\n",
    "train(lr)\n",
    "\n",
    "def test():\n",
    "    miss = 0\n",
    "    predicted, _, _, _ = forward_prop(train_x, [], [], [])\n",
    "    #print(predicted.shape)\n",
    "    #print(predicted[:10])\n",
    "    for i in range(len(predicted)):\n",
    "        val = -1\n",
    "        pred = -1\n",
    "        for j in range(len(predicted[0])):\n",
    "            if(predicted[i][j]>val):\n",
    "                val = predicted[i][j]\n",
    "                pred = j\n",
    "        if(train_y[i][pred] != 1.00):\n",
    "            miss+=1\n",
    "            #print(\"test y = \", test_y[i], \"predicted = \",predicted[i][pred])\n",
    "    print(\"training data total\", len(train_x), \"missed = \", miss)\n",
    "    \n",
    "    \n",
    "    miss = 0\n",
    "    predicted, _, _, _ = forward_prop(test_x, [], [], [])\n",
    "    #print(predicted.shape)\n",
    "    #print(predicted[:10])\n",
    "    for i in range(len(predicted)):\n",
    "        val = -1\n",
    "        pred = -1\n",
    "        for j in range(len(predicted[0])):\n",
    "            if(predicted[i][j]>val):\n",
    "                val = predicted[i][j]\n",
    "                pred = j\n",
    "        if(test_y[i][pred] != 1.00):\n",
    "            miss+=1\n",
    "            #print(\"test y = \", test_y[i], \"predicted = \",predicted[i][pred])\n",
    "    print(\"testing data total\", len(test_x), \"missed = \", miss)\n",
    "    \n",
    "test()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[array([[-0.1380442 ,  0.76945178,  1.69552965, -1.00020718,  0.62538617,\n",
      "         1.43091206, -1.12851447, -0.61959971],\n",
      "       [-0.40219353,  0.74322847,  0.36399009, -0.86119256,  0.8250986 ,\n",
      "         0.20037516,  0.01438568, -1.11835792],\n",
      "       [-1.20713192,  0.16455118,  0.7422627 , -1.14497997,  0.40208184,\n",
      "         1.2115877 , -0.18841878, -0.22666692],\n",
      "       [-0.33598084,  1.36759207,  0.3073626 , -0.04128777,  1.61795499,\n",
      "         0.96144257, -1.65574542, -1.05940682],\n",
      "       [ 0.58478869, -1.37095529,  2.02465488,  1.8628819 , -2.03696142,\n",
      "         2.72640926, -0.98504373,  0.69968048]]), array([[ 0.204003  ,  1.68263272,  1.10198723, -1.10797604,  1.23347256,\n",
      "         0.32161724, -1.35441793,  0.10746905],\n",
      "       [ 0.6197691 , -1.87592296, -0.09784389,  1.62085598, -0.38212763,\n",
      "         0.93088701,  1.52641355, -1.60745827],\n",
      "       [ 2.56780232,  0.55705365, -2.39675703,  0.79198668, -0.67224088,\n",
      "         0.81445537,  0.07978136, -0.94510068],\n",
      "       [-1.18468172,  2.92278656, -0.68632765, -1.03005945,  1.33430597,\n",
      "        -0.89802584, -1.25215783,  0.61524373],\n",
      "       [ 0.81192806, -2.35871885,  0.18569976,  0.98921119, -1.91511877,\n",
      "         0.16423617,  1.19351852, -1.80009805],\n",
      "       [ 2.97774649,  0.12941551, -2.89591558,  1.49413963,  0.97811893,\n",
      "         1.79303228, -0.62659243, -1.79170183],\n",
      "       [-0.55464493,  0.80197286,  1.79646001, -1.26697514, -0.14825168,\n",
      "        -0.64799794, -0.72464819,  2.08273928],\n",
      "       [-1.11342017,  2.57090802,  0.5045549 , -1.16102858,  0.40682973,\n",
      "        -0.17559209,  0.00428844,  2.40325546]]), array([[ 4.34002891, -0.46594461, -2.31512092, -0.87292456,  1.40319697,\n",
      "         0.48422393, -1.96554838, -0.20964092],\n",
      "       [ 0.88729319,  2.02541434,  2.05237524, -2.61478111, -1.34507458,\n",
      "         3.20640656,  0.40141906, -3.55928033],\n",
      "       [-4.49052746,  0.16848475,  0.7299284 ,  1.22205654, -0.35727229,\n",
      "         0.52603142,  0.48987586, -0.87707207],\n",
      "       [ 1.09047457,  0.47033912, -3.16199206,  0.7125877 ,  2.90806035,\n",
      "        -0.87343354, -1.91517644,  1.85708175],\n",
      "       [ 0.81839323,  0.89672069,  1.17680669,  0.23471242, -0.8267001 ,\n",
      "         1.33599463,  0.43741765, -2.07814648],\n",
      "       [ 2.50033645, -0.66183846, -1.0582366 ,  0.46472488,  0.56793874,\n",
      "        -0.32540907, -0.99826795,  1.61928909],\n",
      "       [ 1.09187729, -1.37486078, -1.04336569,  1.69209738,  1.50317283,\n",
      "        -1.46411577, -0.66309125,  0.26028072],\n",
      "       [-2.52777246, -2.34129913,  3.28951363,  1.75814906, -3.18411866,\n",
      "         0.99869473,  1.10967662, -2.07652941]]), array([[-6.85121077,  6.75871483,  0.75270443, -0.96846203],\n",
      "       [-0.07056133, -1.56220945,  2.57335167, -1.8936278 ],\n",
      "       [ 1.85008898,  2.50421654, -6.11873991, -2.41051842],\n",
      "       [ 0.11936805, -2.11459177, -4.09246524,  2.0310463 ],\n",
      "       [-3.31595476, -5.94180164,  1.26447858,  0.8879918 ],\n",
      "       [ 0.21686029, -3.41504382,  1.67978893, -3.67618588],\n",
      "       [ 2.43906427, -0.96625641, -2.60075538, -2.76468846],\n",
      "       [-1.93295455, -3.59587   , -3.88655869,  4.08349868]])]\n"
     ]
    }
   ],
   "source": [
    "#best_structure = [5, 8,5, 4]\n",
    "#np.save('best_weights.npy', weights) \n",
    "#best_epoch = 1000000\n",
    "#print(weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training data total 500 missed =  0\n",
      "testing data total 500 missed =  0\n"
     ]
    }
   ],
   "source": [
    "def forward_prop(inpt, delta, a, dw):\n",
    "    #weights = best_weights.copy()\n",
    "    weights = np.load('best_weights.npy') \n",
    "    out = inpt\n",
    "    a.append(inpt)\n",
    "    for i in range(len(weights)):\n",
    "        out = np.dot(out, weights[i])\n",
    "        out = sigmoid(out, val = activation_selector)\n",
    "        delta.append(out)\n",
    "        a.append(np.array(out))\n",
    "        dw.append(out)\n",
    "    y_hat = out\n",
    "    #print(len(a))\n",
    "    return a[-1], delta, a, dw\n",
    "\n",
    "def test():\n",
    "    miss = 0\n",
    "    predicted, _, _, _ = forward_prop(train_x, [], [], [])\n",
    "    #print(predicted.shape)\n",
    "    #print(predicted[:10])\n",
    "    for i in range(len(predicted)):\n",
    "        val = -1\n",
    "        pred = -1\n",
    "        for j in range(len(predicted[0])):\n",
    "            if(predicted[i][j]>val):\n",
    "                val = predicted[i][j]\n",
    "                pred = j\n",
    "        if(train_y[i][pred] != 1.00):\n",
    "            miss+=1\n",
    "            #print(\"test y = \", test_y[i], \"predicted = \",predicted[i][pred])\n",
    "    print(\"training data total\", len(train_x), \"missed = \", miss)\n",
    "    \n",
    "    \n",
    "    miss = 0\n",
    "    predicted, _, _, _ = forward_prop(test_x, [], [], [])\n",
    "    #print(predicted.shape)\n",
    "    #print(predicted[:10])\n",
    "    for i in range(len(predicted)):\n",
    "        val = -1\n",
    "        pred = -1\n",
    "        for j in range(len(predicted[0])):\n",
    "            if(predicted[i][j]>val):\n",
    "                val = predicted[i][j]\n",
    "                pred = j\n",
    "        if(test_y[i][pred] != 1.00):\n",
    "            miss+=1\n",
    "            #print(\"test y = \", test_y[i], \"predicted = \",predicted[i][pred])\n",
    "    print(\"testing data total\", len(test_x), \"missed = \", miss)\n",
    "    \n",
    "test()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len df =  178\n",
      "W3.shape =  (5, 3)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 0 : 1.4504813382\n",
      "Accuracy after iteration 0 : 25.2808988764 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 10 : 1.02811176723\n",
      "Accuracy after iteration 10 : 53.3707865169 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 20 : 0.864204445822\n",
      "Accuracy after iteration 20 : 63.4831460674 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 30 : 0.775703789907\n",
      "Accuracy after iteration 30 : 66.2921348315 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 40 : 0.715077332229\n",
      "Accuracy after iteration 40 : 73.595505618 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 50 : 0.668684871095\n",
      "Accuracy after iteration 50 : 75.8426966292 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 60 : 0.631092662532\n",
      "Accuracy after iteration 60 : 77.5280898876 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 70 : 0.599225958322\n",
      "Accuracy after iteration 70 : 78.0898876404 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 80 : 0.571736850455\n",
      "Accuracy after iteration 80 : 79.7752808989 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 90 : 0.547595826259\n",
      "Accuracy after iteration 90 : 80.3370786517 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 100 : 0.525521027288\n",
      "Accuracy after iteration 100 : 80.8988764045 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 110 : 0.506820651223\n",
      "Accuracy after iteration 110 : 81.4606741573 %\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 120 : 0.491293937714\n",
      "Accuracy after iteration 120 : 82.0224719101 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 130 : 0.477497344215\n",
      "Accuracy after iteration 130 : 82.0224719101 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 140 : 0.464419447774\n",
      "Accuracy after iteration 140 : 83.7078651685 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 150 : 0.450338176544\n",
      "Accuracy after iteration 150 : 84.8314606742 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 160 : 0.434746667854\n",
      "Accuracy after iteration 160 : 84.8314606742 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 170 : 0.422383686494\n",
      "Accuracy after iteration 170 : 85.393258427 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 180 : 0.41271243803\n",
      "Accuracy after iteration 180 : 85.9550561798 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 190 : 0.404428032182\n",
      "Accuracy after iteration 190 : 85.9550561798 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 200 : 0.396422205604\n",
      "Accuracy after iteration 200 : 86.5168539326 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 210 : 0.387774102821\n",
      "Accuracy after iteration 210 : 87.0786516854 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 220 : 0.380045338107\n",
      "Accuracy after iteration 220 : 87.0786516854 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 230 : 0.373996217229\n",
      "Accuracy after iteration 230 : 87.0786516854 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 240 : 0.368979206653\n",
      "Accuracy after iteration 240 : 87.0786516854 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 250 : 0.364581470334\n",
      "Accuracy after iteration 250 : 87.0786516854 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 260 : 0.360590908721\n",
      "Accuracy after iteration 260 : 87.0786516854 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 270 : 0.356890244632\n",
      "Accuracy after iteration 270 : 87.0786516854 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 280 : 0.353409111485\n",
      "Accuracy after iteration 280 : 87.0786516854 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 290 : 0.350102538065\n",
      "Accuracy after iteration 290 : 87.6404494382 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 300 : 0.346940596919\n",
      "Accuracy after iteration 300 : 87.6404494382 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 310 : 0.343902870591\n",
      "Accuracy after iteration 310 : 88.202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 320 : 0.340975089052\n",
      "Accuracy after iteration 320 : 88.202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 330 : 0.338146884232\n",
      "Accuracy after iteration 330 : 88.202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 340 : 0.335410304206\n",
      "Accuracy after iteration 340 : 88.7640449438 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 350 : 0.332758943747\n",
      "Accuracy after iteration 350 : 88.7640449438 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 360 : 0.330187524487\n",
      "Accuracy after iteration 360 : 88.7640449438 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 370 : 0.327691707695\n",
      "Accuracy after iteration 370 : 88.7640449438 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 380 : 0.325267947949\n",
      "Accuracy after iteration 380 : 88.7640449438 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 390 : 0.322913283472\n",
      "Accuracy after iteration 390 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 400 : 0.32062505328\n",
      "Accuracy after iteration 400 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 410 : 0.318400590592\n",
      "Accuracy after iteration 410 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 420 : 0.316236953784\n",
      "Accuracy after iteration 420 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 430 : 0.314130732909\n",
      "Accuracy after iteration 430 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 440 : 0.312077936013\n",
      "Accuracy after iteration 440 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 450 : 0.310073935699\n",
      "Accuracy after iteration 450 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 460 : 0.30811344881\n",
      "Accuracy after iteration 460 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 470 : 0.306190524656\n",
      "Accuracy after iteration 470 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 480 : 0.304298518006\n",
      "Accuracy after iteration 480 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 490 : 0.302430010575\n",
      "Accuracy after iteration 490 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 500 : 0.300576609266\n",
      "Accuracy after iteration 500 : 89.3258426966 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 510 : 0.29872848233\n",
      "Accuracy after iteration 510 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 520 : 0.296873375365\n",
      "Accuracy after iteration 520 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 530 : 0.294994583632\n",
      "Accuracy after iteration 530 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 540 : 0.293066555875\n",
      "Accuracy after iteration 540 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 550 : 0.291044086167\n",
      "Accuracy after iteration 550 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 560 : 0.288832821221\n",
      "Accuracy after iteration 560 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 570 : 0.286231449125\n",
      "Accuracy after iteration 570 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 580 : 0.28314125421\n",
      "Accuracy after iteration 580 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 590 : 0.280179556832\n",
      "Accuracy after iteration 590 : 89.8876404494 %\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 600 : 0.277575423902\n",
      "Accuracy after iteration 600 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 610 : 0.275157371658\n",
      "Accuracy after iteration 610 : 89.8876404494 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 620 : 0.272851663162\n",
      "Accuracy after iteration 620 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 630 : 0.270648772121\n",
      "Accuracy after iteration 630 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 640 : 0.268553738053\n",
      "Accuracy after iteration 640 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 650 : 0.266567505618\n",
      "Accuracy after iteration 650 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 660 : 0.264685042815\n",
      "Accuracy after iteration 660 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 670 : 0.262898568978\n",
      "Accuracy after iteration 670 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 680 : 0.261199891238\n",
      "Accuracy after iteration 680 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 690 : 0.259581107637\n",
      "Accuracy after iteration 690 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 700 : 0.258034636799\n",
      "Accuracy after iteration 700 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 710 : 0.25655321275\n",
      "Accuracy after iteration 710 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 720 : 0.255129969209\n",
      "Accuracy after iteration 720 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 730 : 0.253758543417\n",
      "Accuracy after iteration 730 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 740 : 0.252433137809\n",
      "Accuracy after iteration 740 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 750 : 0.251148527281\n",
      "Accuracy after iteration 750 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 760 : 0.249900027706\n",
      "Accuracy after iteration 760 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 770 : 0.248683446395\n",
      "Accuracy after iteration 770 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 780 : 0.247495029986\n",
      "Accuracy after iteration 780 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 790 : 0.246331418492\n",
      "Accuracy after iteration 790 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 800 : 0.245189609147\n",
      "Accuracy after iteration 800 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 810 : 0.244066930619\n",
      "Accuracy after iteration 810 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 820 : 0.242961026587\n",
      "Accuracy after iteration 820 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 830 : 0.24186984683\n",
      "Accuracy after iteration 830 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 840 : 0.240791643633\n",
      "Accuracy after iteration 840 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 850 : 0.239724971021\n",
      "Accuracy after iteration 850 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 860 : 0.238668684259\n",
      "Accuracy after iteration 860 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 870 : 0.237621936959\n",
      "Accuracy after iteration 870 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 880 : 0.23658417332\n",
      "Accuracy after iteration 880 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 890 : 0.235555113398\n",
      "Accuracy after iteration 890 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 900 : 0.23453472997\n",
      "Accuracy after iteration 900 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 910 : 0.233523216498\n",
      "Accuracy after iteration 910 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 920 : 0.232520946801\n",
      "Accuracy after iteration 920 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 930 : 0.231528428193\n",
      "Accuracy after iteration 930 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 940 : 0.230546250772\n",
      "Accuracy after iteration 940 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 950 : 0.229575036178\n",
      "Accuracy after iteration 950 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 960 : 0.228615389229\n",
      "Accuracy after iteration 960 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss after iteration 970 : 0.227667855536\n",
      "Accuracy after iteration 970 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 980 : 0.226732887405\n",
      "Accuracy after iteration 980 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 990 : 0.225810819381\n",
      "Accuracy after iteration 990 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1000 : 0.224901853757\n",
      "Accuracy after iteration 1000 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1010 : 0.224006055448\n",
      "Accuracy after iteration 1010 : 90.4494382022 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1020 : 0.223123354998\n",
      "Accuracy after iteration 1020 : 91.0112359551 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1030 : 0.222253558035\n",
      "Accuracy after iteration 1030 : 91.0112359551 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1040 : 0.221396359406\n",
      "Accuracy after iteration 1040 : 91.5730337079 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1050 : 0.220551360257\n",
      "Accuracy after iteration 1050 : 91.5730337079 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1060 : 0.219718086564\n",
      "Accuracy after iteration 1060 : 91.5730337079 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1070 : 0.218896007874\n",
      "Accuracy after iteration 1070 : 91.5730337079 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1080 : 0.218084555353\n",
      "Accuracy after iteration 1080 : 92.1348314607 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1090 : 0.217283138474\n",
      "Accuracy after iteration 1090 : 92.1348314607 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1100 : 0.216491159938\n",
      "Accuracy after iteration 1100 : 92.1348314607 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1110 : 0.21570802857\n",
      "Accuracy after iteration 1110 : 92.1348314607 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1120 : 0.214933170053\n",
      "Accuracy after iteration 1120 : 92.1348314607 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1130 : 0.214166035442\n",
      "Accuracy after iteration 1130 : 92.6966292135 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1140 : 0.213406107376\n",
      "Accuracy after iteration 1140 : 92.6966292135 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1150 : 0.212652903968\n",
      "Accuracy after iteration 1150 : 92.6966292135 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1160 : 0.211905980258\n",
      "Accuracy after iteration 1160 : 92.6966292135 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1170 : 0.211164927122\n",
      "Accuracy after iteration 1170 : 92.6966292135 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1180 : 0.210429367441\n",
      "Accuracy after iteration 1180 : 92.6966292135 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1190 : 0.20969894927\n",
      "Accuracy after iteration 1190 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1200 : 0.208973335608\n",
      "Accuracy after iteration 1200 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1210 : 0.208252190169\n",
      "Accuracy after iteration 1210 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1220 : 0.207535158227\n",
      "Accuracy after iteration 1220 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1230 : 0.206821840997\n",
      "Accuracy after iteration 1230 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1240 : 0.206111761048\n",
      "Accuracy after iteration 1240 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1250 : 0.205404314449\n",
      "Accuracy after iteration 1250 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1260 : 0.204698702268\n",
      "Accuracy after iteration 1260 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1270 : 0.203993828174\n",
      "Accuracy after iteration 1270 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1280 : 0.203288137681\n",
      "Accuracy after iteration 1280 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1290 : 0.202579351645\n",
      "Accuracy after iteration 1290 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1300 : 0.201863997011\n",
      "Accuracy after iteration 1300 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1310 : 0.201136522264\n",
      "Accuracy after iteration 1310 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1320 : 0.200387491404\n",
      "Accuracy after iteration 1320 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1330 : 0.199599520653\n",
      "Accuracy after iteration 1330 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1340 : 0.198736951746\n",
      "Accuracy after iteration 1340 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1350 : 0.197715184544\n",
      "Accuracy after iteration 1350 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1360 : 0.196290551636\n",
      "Accuracy after iteration 1360 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1370 : 0.193615612967\n",
      "Accuracy after iteration 1370 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1380 : 0.187963522254\n",
      "Accuracy after iteration 1380 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1390 : 0.182882981158\n",
      "Accuracy after iteration 1390 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1400 : 0.180225501792\n",
      "Accuracy after iteration 1400 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1410 : 0.178382889321\n",
      "Accuracy after iteration 1410 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1420 : 0.176831772661\n",
      "Accuracy after iteration 1420 : 93.2584269663 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1430 : 0.175419406237\n",
      "Accuracy after iteration 1430 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1440 : 0.174088363999\n",
      "Accuracy after iteration 1440 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1450 : 0.172811963253\n",
      "Accuracy after iteration 1450 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1460 : 0.171575696524\n",
      "Accuracy after iteration 1460 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1470 : 0.170370875979\n",
      "Accuracy after iteration 1470 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1480 : 0.169192139166\n",
      "Accuracy after iteration 1480 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1490 : 0.16803631856\n",
      "Accuracy after iteration 1490 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1500 : 0.166901822866\n",
      "Accuracy after iteration 1500 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1510 : 0.165788213444\n",
      "Accuracy after iteration 1510 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1520 : 0.16469585435\n",
      "Accuracy after iteration 1520 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1530 : 0.163625594369\n",
      "Accuracy after iteration 1530 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1540 : 0.162578476087\n",
      "Accuracy after iteration 1540 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1550 : 0.161555483523\n",
      "Accuracy after iteration 1550 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1560 : 0.160557344087\n",
      "Accuracy after iteration 1560 : 93.8202247191 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1570 : 0.159584396667\n",
      "Accuracy after iteration 1570 : 94.3820224719 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1580 : 0.158636529671\n",
      "Accuracy after iteration 1580 : 94.3820224719 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1590 : 0.157713184994\n",
      "Accuracy after iteration 1590 : 94.3820224719 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1600 : 0.156813419019\n",
      "Accuracy after iteration 1600 : 94.3820224719 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1610 : 0.155936010863\n",
      "Accuracy after iteration 1610 : 94.3820224719 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1620 : 0.155079609886\n",
      "Accuracy after iteration 1620 : 94.3820224719 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1630 : 0.154242915828\n",
      "Accuracy after iteration 1630 : 94.3820224719 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1640 : 0.153424881527\n",
      "Accuracy after iteration 1640 : 94.3820224719 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1650 : 0.152624915296\n",
      "Accuracy after iteration 1650 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1660 : 0.151843036146\n",
      "Accuracy after iteration 1660 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1670 : 0.151079908273\n",
      "Accuracy after iteration 1670 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1680 : 0.150336675394\n",
      "Accuracy after iteration 1680 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1690 : 0.149614561981\n",
      "Accuracy after iteration 1690 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1700 : 0.148914311571\n",
      "Accuracy after iteration 1700 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1710 : 0.148235634718\n",
      "Accuracy after iteration 1710 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1720 : 0.147576850458\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy after iteration 1720 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1730 : 0.146934798801\n",
      "Accuracy after iteration 1730 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1740 : 0.146304959962\n",
      "Accuracy after iteration 1740 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1750 : 0.145681645689\n",
      "Accuracy after iteration 1750 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1760 : 0.145058161819\n",
      "Accuracy after iteration 1760 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1770 : 0.144426942897\n",
      "Accuracy after iteration 1770 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1780 : 0.143779794352\n",
      "Accuracy after iteration 1780 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1790 : 0.143108540396\n",
      "Accuracy after iteration 1790 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1800 : 0.142406536657\n",
      "Accuracy after iteration 1800 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1810 : 0.141671463755\n",
      "Accuracy after iteration 1810 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1820 : 0.140909055085\n",
      "Accuracy after iteration 1820 : 94.9438202247 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1830 : 0.140135545356\n",
      "Accuracy after iteration 1830 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1840 : 0.139375177973\n",
      "Accuracy after iteration 1840 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1850 : 0.13865186972\n",
      "Accuracy after iteration 1850 : 95.5056179775 %\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1860 : 0.137980471332\n",
      "Accuracy after iteration 1860 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1870 : 0.137364179239\n",
      "Accuracy after iteration 1870 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1880 : 0.13679808169\n",
      "Accuracy after iteration 1880 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1890 : 0.136274159912\n",
      "Accuracy after iteration 1890 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1900 : 0.135784561737\n",
      "Accuracy after iteration 1900 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1910 : 0.135322871013\n",
      "Accuracy after iteration 1910 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1920 : 0.134884232817\n",
      "Accuracy after iteration 1920 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1930 : 0.134465064704\n",
      "Accuracy after iteration 1930 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1940 : 0.134062713028\n",
      "Accuracy after iteration 1940 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1950 : 0.133675173711\n",
      "Accuracy after iteration 1950 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1960 : 0.133300893312\n",
      "Accuracy after iteration 1960 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1970 : 0.132938634536\n",
      "Accuracy after iteration 1970 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1980 : 0.132587386499\n",
      "Accuracy after iteration 1980 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 1990 : 0.132246304277\n",
      "Accuracy after iteration 1990 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2000 : 0.131914667233\n",
      "Accuracy after iteration 2000 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2010 : 0.131591849516\n",
      "Accuracy after iteration 2010 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2020 : 0.131277298655\n",
      "Accuracy after iteration 2020 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2030 : 0.130970519814\n",
      "Accuracy after iteration 2030 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2040 : 0.130671064179\n",
      "Accuracy after iteration 2040 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2050 : 0.130378520459\n",
      "Accuracy after iteration 2050 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2060 : 0.130092508779\n",
      "Accuracy after iteration 2060 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2070 : 0.129812676356\n",
      "Accuracy after iteration 2070 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2080 : 0.129538694486\n",
      "Accuracy after iteration 2080 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2090 : 0.129270256411\n",
      "Accuracy after iteration 2090 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2100 : 0.129007075755\n",
      "Accuracy after iteration 2100 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss after iteration 2110 : 0.128748885272\n",
      "Accuracy after iteration 2110 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2120 : 0.128495435744\n",
      "Accuracy after iteration 2120 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2130 : 0.128246494923\n",
      "Accuracy after iteration 2130 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2140 : 0.12800184648\n",
      "Accuracy after iteration 2140 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2150 : 0.127761288927\n",
      "Accuracy after iteration 2150 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2160 : 0.127524634536\n",
      "Accuracy after iteration 2160 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2170 : 0.127291708256\n",
      "Accuracy after iteration 2170 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2180 : 0.127062346666\n",
      "Accuracy after iteration 2180 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2190 : 0.126836396955\n",
      "Accuracy after iteration 2190 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2200 : 0.126613715963\n",
      "Accuracy after iteration 2200 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2210 : 0.12639416929\n",
      "Accuracy after iteration 2210 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2220 : 0.126177630459\n",
      "Accuracy after iteration 2220 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2230 : 0.125963980155\n",
      "Accuracy after iteration 2230 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2240 : 0.125753105533\n",
      "Accuracy after iteration 2240 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2250 : 0.125544899579\n",
      "Accuracy after iteration 2250 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2260 : 0.125339260537\n",
      "Accuracy after iteration 2260 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2270 : 0.125136091387\n",
      "Accuracy after iteration 2270 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2280 : 0.124935299372\n",
      "Accuracy after iteration 2280 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2290 : 0.124736795563\n",
      "Accuracy after iteration 2290 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2300 : 0.12454049447\n",
      "Accuracy after iteration 2300 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2310 : 0.124346313683\n",
      "Accuracy after iteration 2310 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2320 : 0.124154173534\n",
      "Accuracy after iteration 2320 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2330 : 0.123963996802\n",
      "Accuracy after iteration 2330 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2340 : 0.123775708422\n",
      "Accuracy after iteration 2340 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2350 : 0.123589235224\n",
      "Accuracy after iteration 2350 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2360 : 0.123404505684\n",
      "Accuracy after iteration 2360 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2370 : 0.123221449689\n",
      "Accuracy after iteration 2370 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2380 : 0.123039998313\n",
      "Accuracy after iteration 2380 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2390 : 0.122860083604\n",
      "Accuracy after iteration 2390 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2400 : 0.122681638377\n",
      "Accuracy after iteration 2400 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2410 : 0.122504596012\n",
      "Accuracy after iteration 2410 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2420 : 0.122328890256\n",
      "Accuracy after iteration 2420 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2430 : 0.122154455032\n",
      "Accuracy after iteration 2430 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2440 : 0.121981224238\n",
      "Accuracy after iteration 2440 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2450 : 0.121809131563\n",
      "Accuracy after iteration 2450 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2460 : 0.12163811028\n",
      "Accuracy after iteration 2460 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2470 : 0.121468093053\n",
      "Accuracy after iteration 2470 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2480 : 0.121299011728\n",
      "Accuracy after iteration 2480 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2490 : 0.121130797123\n",
      "Accuracy after iteration 2490 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2500 : 0.120963378802\n",
      "Accuracy after iteration 2500 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2510 : 0.120796684844\n",
      "Accuracy after iteration 2510 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2520 : 0.120630641593\n",
      "Accuracy after iteration 2520 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2530 : 0.120465173396\n",
      "Accuracy after iteration 2530 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2540 : 0.120300202309\n",
      "Accuracy after iteration 2540 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2550 : 0.12013564779\n",
      "Accuracy after iteration 2550 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2560 : 0.119971426354\n",
      "Accuracy after iteration 2560 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2570 : 0.11980745119\n",
      "Accuracy after iteration 2570 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2580 : 0.119643631739\n",
      "Accuracy after iteration 2580 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2590 : 0.119479873211\n",
      "Accuracy after iteration 2590 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2600 : 0.119316076044\n",
      "Accuracy after iteration 2600 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2610 : 0.119152135284\n",
      "Accuracy after iteration 2610 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2620 : 0.118987939866\n",
      "Accuracy after iteration 2620 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2630 : 0.118823371798\n",
      "Accuracy after iteration 2630 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2640 : 0.11865830519\n",
      "Accuracy after iteration 2640 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2650 : 0.118492605146\n",
      "Accuracy after iteration 2650 : 95.5056179775 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2660 : 0.118326126441\n",
      "Accuracy after iteration 2660 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2670 : 0.118158711981\n",
      "Accuracy after iteration 2670 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2680 : 0.117990190976\n",
      "Accuracy after iteration 2680 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2690 : 0.117820376785\n",
      "Accuracy after iteration 2690 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2700 : 0.117649064345\n",
      "Accuracy after iteration 2700 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2710 : 0.117476027121\n",
      "Accuracy after iteration 2710 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2720 : 0.117301013465\n",
      "Accuracy after iteration 2720 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2730 : 0.117123742242\n",
      "Accuracy after iteration 2730 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2740 : 0.116943897596\n",
      "Accuracy after iteration 2740 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2750 : 0.116761122623\n",
      "Accuracy after iteration 2750 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2760 : 0.116575011721\n",
      "Accuracy after iteration 2760 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2770 : 0.116385101286\n",
      "Accuracy after iteration 2770 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2780 : 0.116190858335\n",
      "Accuracy after iteration 2780 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2790 : 0.115991666535\n",
      "Accuracy after iteration 2790 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2800 : 0.115786808903\n",
      "Accuracy after iteration 2800 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2810 : 0.115575446273\n",
      "Accuracy after iteration 2810 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2820 : 0.115356590261\n",
      "Accuracy after iteration 2820 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2830 : 0.11512906907\n",
      "Accuracy after iteration 2830 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2840 : 0.114891483838\n",
      "Accuracy after iteration 2840 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2850 : 0.114642152409\n",
      "Accuracy after iteration 2850 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2860 : 0.114379036201\n",
      "Accuracy after iteration 2860 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2870 : 0.114099644081\n",
      "Accuracy after iteration 2870 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2880 : 0.113800904707\n",
      "Accuracy after iteration 2880 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2890 : 0.113478995101\n",
      "Accuracy after iteration 2890 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2900 : 0.113129107925\n",
      "Accuracy after iteration 2900 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2910 : 0.112745132149\n",
      "Accuracy after iteration 2910 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2920 : 0.112319210608\n",
      "Accuracy after iteration 2920 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2930 : 0.11184112233\n",
      "Accuracy after iteration 2930 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2940 : 0.111297417436\n",
      "Accuracy after iteration 2940 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2950 : 0.110670211875\n",
      "Accuracy after iteration 2950 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2960 : 0.109935546244\n",
      "Accuracy after iteration 2960 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2970 : 0.109061286834\n",
      "Accuracy after iteration 2970 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2980 : 0.108004873604\n",
      "Accuracy after iteration 2980 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 2990 : 0.106712262504\n",
      "Accuracy after iteration 2990 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3000 : 0.10512216027\n",
      "Accuracy after iteration 3000 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3010 : 0.103185073963\n",
      "Accuracy after iteration 3010 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3020 : 0.100910157635\n",
      "Accuracy after iteration 3020 : 96.0674157303 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3030 : 0.098429145401\n",
      "Accuracy after iteration 3030 : 96.6292134831 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3040 : 0.0959939406007\n",
      "Accuracy after iteration 3040 : 97.191011236 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3050 : 0.0938328947558\n",
      "Accuracy after iteration 3050 : 97.191011236 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3060 : 0.0920067028019\n",
      "Accuracy after iteration 3060 : 97.191011236 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3070 : 0.0904256868241\n",
      "Accuracy after iteration 3070 : 97.191011236 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3080 : 0.0889320394721\n",
      "Accuracy after iteration 3080 : 97.191011236 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3090 : 0.0873208818945\n",
      "Accuracy after iteration 3090 : 97.191011236 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3100 : 0.0852832501938\n",
      "Accuracy after iteration 3100 : 97.191011236 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3110 : 0.0823783266916\n",
      "Accuracy after iteration 3110 : 97.191011236 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3120 : 0.078904592922\n",
      "Accuracy after iteration 3120 : 97.7528089888 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3130 : 0.0766118984568\n",
      "Accuracy after iteration 3130 : 97.7528089888 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3140 : 0.0754535596734\n",
      "Accuracy after iteration 3140 : 97.7528089888 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3150 : 0.0747707551207\n",
      "Accuracy after iteration 3150 : 97.7528089888 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3160 : 0.0742959653362\n",
      "Accuracy after iteration 3160 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3170 : 0.0739274420691\n",
      "Accuracy after iteration 3170 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3180 : 0.0736203700726\n",
      "Accuracy after iteration 3180 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3190 : 0.0733520068902\n",
      "Accuracy after iteration 3190 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3200 : 0.073109370026\n",
      "Accuracy after iteration 3200 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3210 : 0.0728842959966\n",
      "Accuracy after iteration 3210 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3220 : 0.0726711923713\n",
      "Accuracy after iteration 3220 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3230 : 0.0724658836547\n",
      "Accuracy after iteration 3230 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3240 : 0.0722649404349\n",
      "Accuracy after iteration 3240 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3250 : 0.0720652281491\n",
      "Accuracy after iteration 3250 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3260 : 0.0718635429503\n",
      "Accuracy after iteration 3260 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3270 : 0.0716562530825\n",
      "Accuracy after iteration 3270 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3280 : 0.0714388829009\n",
      "Accuracy after iteration 3280 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3290 : 0.071205587027\n",
      "Accuracy after iteration 3290 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3300 : 0.0709484940955\n",
      "Accuracy after iteration 3300 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3310 : 0.0706570270695\n",
      "Accuracy after iteration 3310 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3320 : 0.0703177162971\n",
      "Accuracy after iteration 3320 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3330 : 0.0699160417849\n",
      "Accuracy after iteration 3330 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3340 : 0.0694433216192\n",
      "Accuracy after iteration 3340 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3350 : 0.0689100018606\n",
      "Accuracy after iteration 3350 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3360 : 0.0683538156498\n",
      "Accuracy after iteration 3360 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3370 : 0.067820889706\n",
      "Accuracy after iteration 3370 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3380 : 0.0673337444743\n",
      "Accuracy after iteration 3380 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3390 : 0.066887933779\n",
      "Accuracy after iteration 3390 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3400 : 0.0664704165188\n",
      "Accuracy after iteration 3400 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3410 : 0.0660718482588\n",
      "Accuracy after iteration 3410 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3420 : 0.0656892514257\n",
      "Accuracy after iteration 3420 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3430 : 0.0653247485537\n",
      "Accuracy after iteration 3430 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3440 : 0.0649830300654\n",
      "Accuracy after iteration 3440 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3450 : 0.0646685253724\n",
      "Accuracy after iteration 3450 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3460 : 0.0643833528988\n",
      "Accuracy after iteration 3460 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3470 : 0.064126799161\n",
      "Accuracy after iteration 3470 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3480 : 0.0638960593552\n",
      "Accuracy after iteration 3480 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3490 : 0.0636873774101\n",
      "Accuracy after iteration 3490 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3500 : 0.0634969410056\n",
      "Accuracy after iteration 3500 : 98.3146067416 %\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3510 : 0.0633213586176\n",
      "Accuracy after iteration 3510 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3520 : 0.0631578163902\n",
      "Accuracy after iteration 3520 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3530 : 0.0630040619164\n",
      "Accuracy after iteration 3530 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3540 : 0.0628583197887\n",
      "Accuracy after iteration 3540 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3550 : 0.0627191942588\n",
      "Accuracy after iteration 3550 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3560 : 0.0625855820293\n",
      "Accuracy after iteration 3560 : 98.3146067416 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3570 : 0.0624566017159\n",
      "Accuracy after iteration 3570 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3580 : 0.0623315395418\n",
      "Accuracy after iteration 3580 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3590 : 0.0622098085268\n",
      "Accuracy after iteration 3590 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3600 : 0.0620909181335\n",
      "Accuracy after iteration 3600 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3610 : 0.0619744517395\n",
      "Accuracy after iteration 3610 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3620 : 0.0618600498694\n",
      "Accuracy after iteration 3620 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3630 : 0.0617473976368\n",
      "Accuracy after iteration 3630 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3640 : 0.0616362152666\n",
      "Accuracy after iteration 3640 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3650 : 0.0615262508791\n",
      "Accuracy after iteration 3650 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3660 : 0.0614172749513\n",
      "Accuracy after iteration 3660 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3670 : 0.0613090760334\n",
      "Accuracy after iteration 3670 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3680 : 0.0612014574198\n",
      "Accuracy after iteration 3680 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3690 : 0.0610942345573\n",
      "Accuracy after iteration 3690 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3700 : 0.0609872330329\n",
      "Accuracy after iteration 3700 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3710 : 0.0608802870281\n",
      "Accuracy after iteration 3710 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3720 : 0.0607732381542\n",
      "Accuracy after iteration 3720 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3730 : 0.0606659346077\n",
      "Accuracy after iteration 3730 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3740 : 0.0605582305967\n",
      "Accuracy after iteration 3740 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3750 : 0.0604499860005\n",
      "Accuracy after iteration 3750 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3760 : 0.0603410662278\n",
      "Accuracy after iteration 3760 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3770 : 0.0602313422443\n",
      "Accuracy after iteration 3770 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3780 : 0.0601206907356\n",
      "Accuracy after iteration 3780 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3790 : 0.0600089943714\n",
      "Accuracy after iteration 3790 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3800 : 0.0598961421314\n",
      "Accuracy after iteration 3800 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3810 : 0.0597820296461\n",
      "Accuracy after iteration 3810 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3820 : 0.0596665595011\n",
      "Accuracy after iteration 3820 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3830 : 0.0595496414458\n",
      "Accuracy after iteration 3830 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3840 : 0.0594311924434\n",
      "Accuracy after iteration 3840 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3850 : 0.0593111364961\n",
      "Accuracy after iteration 3850 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3860 : 0.0591894041805\n",
      "Accuracy after iteration 3860 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3870 : 0.0590659318319\n",
      "Accuracy after iteration 3870 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3880 : 0.0589406603254\n",
      "Accuracy after iteration 3880 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3890 : 0.0588135334152\n",
      "Accuracy after iteration 3890 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3900 : 0.0586844956054\n",
      "Accuracy after iteration 3900 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3910 : 0.0585534895457\n",
      "Accuracy after iteration 3910 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3920 : 0.0584204529561\n",
      "Accuracy after iteration 3920 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3930 : 0.0582853150991\n",
      "Accuracy after iteration 3930 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3940 : 0.058147992817\n",
      "Accuracy after iteration 3940 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3950 : 0.058008386151\n",
      "Accuracy after iteration 3950 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3960 : 0.0578663735397\n",
      "Accuracy after iteration 3960 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3970 : 0.0577218065689\n",
      "Accuracy after iteration 3970 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3980 : 0.0575745042055\n",
      "Accuracy after iteration 3980 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 3990 : 0.0574242463974\n",
      "Accuracy after iteration 3990 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4000 : 0.0572707668626\n",
      "Accuracy after iteration 4000 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4010 : 0.0571137448155\n",
      "Accuracy after iteration 4010 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4020 : 0.0569527952945\n",
      "Accuracy after iteration 4020 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4030 : 0.0567874576518\n",
      "Accuracy after iteration 4030 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4040 : 0.0566171816431\n",
      "Accuracy after iteration 4040 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4050 : 0.0564413104011\n",
      "Accuracy after iteration 4050 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4060 : 0.0562590593847\n",
      "Accuracy after iteration 4060 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4070 : 0.0560694901565\n",
      "Accuracy after iteration 4070 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4080 : 0.0558714775401\n",
      "Accuracy after iteration 4080 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4090 : 0.0556636683445\n",
      "Accuracy after iteration 4090 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4100 : 0.0554444294155\n",
      "Accuracy after iteration 4100 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4110 : 0.0552117823323\n",
      "Accuracy after iteration 4110 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4120 : 0.0549633216949\n",
      "Accuracy after iteration 4120 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4130 : 0.0546961139099\n",
      "Accuracy after iteration 4130 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4140 : 0.0544065741881\n",
      "Accuracy after iteration 4140 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4150 : 0.0540903222089\n",
      "Accuracy after iteration 4150 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4160 : 0.0537420237063\n",
      "Accuracy after iteration 4160 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4170 : 0.0533552400715\n",
      "Accuracy after iteration 4170 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4180 : 0.0529223378147\n",
      "Accuracy after iteration 4180 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4190 : 0.0524345645603\n",
      "Accuracy after iteration 4190 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4200 : 0.0518824879458\n",
      "Accuracy after iteration 4200 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4210 : 0.051257110055\n",
      "Accuracy after iteration 4210 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4220 : 0.0505520363539\n",
      "Accuracy after iteration 4220 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4230 : 0.04976686451\n",
      "Accuracy after iteration 4230 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4240 : 0.0489110879427\n",
      "Accuracy after iteration 4240 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4250 : 0.0480062644873\n",
      "Accuracy after iteration 4250 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4260 : 0.047083436524\n",
      "Accuracy after iteration 4260 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4270 : 0.0461752555089\n",
      "Accuracy after iteration 4270 : 98.8764044944 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4280 : 0.0453068947856\n",
      "Accuracy after iteration 4280 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4290 : 0.0444907634423\n",
      "Accuracy after iteration 4290 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4300 : 0.043725816711\n",
      "Accuracy after iteration 4300 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4310 : 0.0429991560351\n",
      "Accuracy after iteration 4310 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4320 : 0.0422901750188\n",
      "Accuracy after iteration 4320 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4330 : 0.0415854059042\n",
      "Accuracy after iteration 4330 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4340 : 0.0409086974437\n",
      "Accuracy after iteration 4340 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4350 : 0.0403162855337\n",
      "Accuracy after iteration 4350 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4360 : 0.0398311027362\n",
      "Accuracy after iteration 4360 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4370 : 0.0394334113168\n",
      "Accuracy after iteration 4370 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4380 : 0.0390976152072\n",
      "Accuracy after iteration 4380 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4390 : 0.0388059416931\n",
      "Accuracy after iteration 4390 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4400 : 0.0385472561531\n",
      "Accuracy after iteration 4400 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4410 : 0.0383143923976\n",
      "Accuracy after iteration 4410 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4420 : 0.0381024710772\n",
      "Accuracy after iteration 4420 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4430 : 0.0379079820411\n",
      "Accuracy after iteration 4430 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4440 : 0.0377282820741\n",
      "Accuracy after iteration 4440 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4450 : 0.0375613083176\n",
      "Accuracy after iteration 4450 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4460 : 0.0374054061564\n",
      "Accuracy after iteration 4460 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4470 : 0.0372592203964\n",
      "Accuracy after iteration 4470 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4480 : 0.0371216230771\n",
      "Accuracy after iteration 4480 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "Loss after iteration 4490 : 0.0369916634814\n",
      "Accuracy after iteration 4490 : 99.4382022472 %\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n",
      "(178, 3) dot with  (3, 5)  got =  (178, 5) then multiply with (178, 5)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x20f6fc20518>]"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "df = pd.read_csv('W1data.csv')\n",
    "#df.head() \n",
    "print(\"len df = \", len(df))\n",
    "# Get labels\n",
    "y = df[['Cultivar 1', 'Cultivar 2', 'Cultivar 3']].values\n",
    "\n",
    "# Get inputs; we define our x and y here.\n",
    "X = df.drop(['Cultivar 1', 'Cultivar 2', 'Cultivar 3'], axis = 1)\n",
    "X.shape, y.shape # Print shapes just to check\n",
    "X = X.values\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "# SciKitLearn is a useful machine learning utilities library\n",
    "import sklearn\n",
    "# The sklearn dataset module helps generating datasets\n",
    "import sklearn.datasets\n",
    "import sklearn.linear_model\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Now we define all our functions\n",
    "\n",
    "def softmax(z):\n",
    "    #Calculate exponent term first\n",
    "    exp_scores = np.exp(z)\n",
    "    return exp_scores / np.sum(exp_scores, axis=1, keepdims=True)\n",
    "\n",
    "def softmax_loss(y,y_hat):\n",
    "    # Clipping value\n",
    "    minval = 0.000000000001\n",
    "    # Number of samples\n",
    "    m = y.shape[0]\n",
    "    # Loss formula, note that np.sum sums up the entire matrix and therefore does the job of two sums from the formula\n",
    "    loss = -1/m * np.sum(y * np.log(y_hat.clip(min=minval)))\n",
    "    return loss\n",
    "\n",
    "def loss_derivative(y,y_hat):\n",
    "    return (y_hat-y)\n",
    "\n",
    "def tanh_derivative(x):\n",
    "    return (1 - np.power(x, 2))\n",
    "\n",
    "# This is the forward propagation function\n",
    "def forward_prop(model,a0):\n",
    "    \n",
    "    #Start Forward Propagation\n",
    "    \n",
    "    # Load parameters from model\n",
    "    W1, b1, W2, b2, W3, b3 = model['W1'], model['b1'], model['W2'], model['b2'], model['W3'],model['b3']\n",
    "    \n",
    "    # Do the first Linear step \n",
    "    # Z1 is the input layer x times the dot product of the weights + our bias b\n",
    "    z1 = a0.dot(W1) + b1\n",
    "    \n",
    "    # Put it through the first activation function\n",
    "    a1 = np.tanh(z1)\n",
    "    \n",
    "    # Second linear step\n",
    "    z2 = a1.dot(W2) + b2\n",
    "    \n",
    "    # Second activation function\n",
    "    a2 = np.tanh(z2)\n",
    "    \n",
    "    #Third linear step\n",
    "    z3 = a2.dot(W3) + b3\n",
    "    \n",
    "    #For the Third linear activation function we use the softmax function, either the sigmoid of softmax should be used for the last layer\n",
    "    a3 = softmax(z3)\n",
    "    \n",
    "    #Store all results in these values\n",
    "    cache = {'a0':a0,'z1':z1,'a1':a1,'z2':z2,'a2':a2,'a3':a3,'z3':z3}\n",
    "    return cache\n",
    "\n",
    "# This is the BACKWARD PROPAGATION function\n",
    "def backward_prop(model,cache,y):\n",
    "\n",
    "    # Load parameters from model\n",
    "    W1, b1, W2, b2, W3, b3 = model['W1'], model['b1'], model['W2'], model['b2'],model['W3'],model['b3']\n",
    "    \n",
    "    # Load forward propagation results\n",
    "    a0,a1, a2,a3 = cache['a0'],cache['a1'],cache['a2'],cache['a3']\n",
    "    \n",
    "    # Get number of samples\n",
    "    m = y.shape[0]\n",
    "    \n",
    "    # Calculate loss derivative with respect to output\n",
    "    dz3 = loss_derivative(y=y,y_hat=a3)\n",
    "\n",
    "    # Calculate loss derivative with respect to second layer weights\n",
    "    dW3 = 1/m*(a2.T).dot(dz3) #dW2 = 1/m*(a1.T).dot(dz2) \n",
    "    #print(\"W3 shape\", W3.shape,\"del W3 shape\", dW3.shape)\n",
    "    # Calculate loss derivative with respect to second layer bias\n",
    "    db3 = 1/m*np.sum(dz3, axis=0)\n",
    "    \n",
    "    # Calculate loss derivative with respect to first layer\n",
    "    dz2 = np.multiply(dz3.dot(W3.T) ,tanh_derivative(a2))\n",
    "    \n",
    "    print( dz3.shape, \"dot with \", (W3.T).shape ,\" got = \" , (dz3.dot(W3.T)).shape,\"then multiply with\",  a2.shape)\n",
    "    \n",
    "    \n",
    "    # Calculate loss derivative with respect to first layer weights\n",
    "    dW2 = 1/m*np.dot(a1.T, dz2)\n",
    "    \n",
    "    # Calculate loss derivative with respect to first layer bias\n",
    "    db2 = 1/m*np.sum(dz2, axis=0)\n",
    "    \n",
    "    dz1 = np.multiply(dz2.dot(W2.T),tanh_derivative(a1))\n",
    "    \n",
    "    dW1 = 1/m*np.dot(a0.T,dz1)\n",
    "    \n",
    "    db1 = 1/m*np.sum(dz1,axis=0)\n",
    "    \n",
    "    # Store gradients\n",
    "    grads = {'dW3':dW3, 'db3':db3, 'dW2':dW2,'db2':db2,'dW1':dW1,'db1':db1}\n",
    "    return grads\n",
    "\n",
    "#TRAINING PHASE\n",
    "def initialize_parameters(nn_input_dim,nn_hdim,nn_output_dim):\n",
    "    # First layer weights\n",
    "    W1 = 2 *np.random.randn(nn_input_dim, nn_hdim) - 1\n",
    "    #print(\"W1.shape = \" , W1.shape)\n",
    "    # First layer bias\n",
    "    b1 = np.zeros((1, nn_hdim))\n",
    "    \n",
    "    # Second layer weights\n",
    "    W2 = 2 * np.random.randn(nn_hdim, nn_hdim) - 1\n",
    "    #print(\"W2.shape = \" , W2.shape)\n",
    "    \n",
    "    # Second layer bias\n",
    "    b2 = np.zeros((1, nn_hdim))\n",
    "    W3 = 2 * np.random.rand(nn_hdim, nn_output_dim) - 1\n",
    "    print(\"W3.shape = \" , W3.shape)\n",
    "    b3 = np.zeros((1,nn_output_dim))\n",
    "    \n",
    "    \n",
    "    # Package and return model\n",
    "    model = { 'W1': W1, 'b1': b1, 'W2': W2, 'b2': b2,'W3':W3,'b3':b3}\n",
    "    return model\n",
    "\n",
    "def update_parameters(model,grads,learning_rate):\n",
    "    # Load parameters\n",
    "    W1, b1, W2, b2,b3,W3 = model['W1'], model['b1'], model['W2'], model['b2'],model['b3'],model[\"W3\"]\n",
    "    \n",
    "    # Update parameters\n",
    "    W1 -= learning_rate * grads['dW1']\n",
    "    b1 -= learning_rate * grads['db1']\n",
    "    W2 -= learning_rate * grads['dW2']\n",
    "    b2 -= learning_rate * grads['db2']\n",
    "    W3 -= learning_rate * grads['dW3']\n",
    "    b3 -= learning_rate * grads['db3']\n",
    "    \n",
    "    # Store and return parameters\n",
    "    model = { 'W1': W1, 'b1': b1, 'W2': W2, 'b2': b2, 'W3':W3,'b3':b3}\n",
    "    return model\n",
    "def predict(model, x):\n",
    "    # Do forward pass\n",
    "    c = forward_prop(model,x)\n",
    "    #get y_hat\n",
    "    y_hat = np.argmax(c['a3'], axis=1)\n",
    "    return y_hat\n",
    "def calc_accuracy(model,x,y):\n",
    "    # Get total number of examples\n",
    "    m = y.shape[0]\n",
    "    # Do a prediction with the model\n",
    "    pred = predict(model,x)\n",
    "    # Ensure prediction and truth vector y have the same shape\n",
    "    pred = pred.reshape(y.shape)\n",
    "    # Calculate the number of wrong examples\n",
    "    error = np.sum(np.abs(pred-y))\n",
    "    # Calculate accuracy\n",
    "    return (m - error)/m * 100\n",
    "losses = []\n",
    "def train(model,X_,y_,learning_rate, epochs=20, print_loss=False):\n",
    "    # Gradient descent. Loop over epochs\n",
    "    for i in range(0, epochs):\n",
    "\n",
    "        # Forward propagation\n",
    "        cache = forward_prop(model,X_)\n",
    "        #a1, probs = cache['a1'],cache['a2']\n",
    "        # Backpropagation\n",
    "        \n",
    "        grads = backward_prop(model,cache,y_)\n",
    "        # Gradient descent parameter update\n",
    "        # Assign new parameters to the model\n",
    "        model = update_parameters(model=model,grads=grads,learning_rate=learning_rate)\n",
    "    \n",
    "        # Pring loss & accuracy every 100 iterations\n",
    "        if print_loss and i % 10 == 0:\n",
    "            a3 = cache['a3']\n",
    "            print('Loss after iteration',i,':',softmax_loss(y_,a3))\n",
    "            y_hat = predict(model,X_)\n",
    "            y_true = y_.argmax(axis=1)\n",
    "            print('Accuracy after iteration',i,':',accuracy_score(y_pred=y_hat,y_true=y_true)*100,'%')\n",
    "            losses.append(accuracy_score(y_pred=y_hat,y_true=y_true)*100)\n",
    "    return model\n",
    "np.random.seed(0)\n",
    "# This is what we return at the end\n",
    "model = initialize_parameters(nn_input_dim=13, nn_hdim= 5, nn_output_dim= 3)\n",
    "model = train(model,X,y,learning_rate=0.07,epochs=4500,print_loss=True)\n",
    "plt.plot(losses)"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
   "source": []
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